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Pink noise

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fluctuating occupancies of traps in semiconductors, and fluctuating domain structures in magnetic materials. The explanation for the approximately pink spectral form turns out to be relatively trivial, usually coming from a distribution of kinetic activation energies of the fluctuating processes. Since the frequency range of the typical noise experiment (e.g., 1 Hz – 1 kHz) is low compared with typical microscopic "attempt frequencies" (e.g., 10 Hz), the exponential factors in the
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There is no known lower bound to background pink noise in electronics. Measurements made down to 10 Hz (taking several weeks) have not shown a ceasing of pink-noise behaviour. (Kleinpenning, de Kuijper, 1988) measured the resistance in a noisy carbon-sheet resistor, and found 1/f noise behavior
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column "Mathematical Games". In this column, Gardner asked for the sense in which music imitates nature. Sounds in nature are not musical in that they tend to be either too repetitive (bird song, insect noises) or too chaotic (ocean surf, wind in trees, and so forth). The answer to this question was
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The autocorrelation (Pearson's correlation coefficient) of one-dimensional (top) and two-dimensional (bottom) pink noise signals, across distance d (in units of the longest wavelength comprising the signal); grey curves are the autocorrelations of a sample of pink noise signals (comprising discrete
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to obtain the desired results. Pink noise is predictable and repeatable, but it is annoying for a concert audience to hear. Since the late 1990s, FFT-based analysis enabled the engineer to make adjustments using pre-recorded music as the test signal, or even the music coming from the performers in
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also divide signals into bands logarithmically and report power by octaves; audio engineers put pink noise through a system to test whether it has a flat frequency response in the spectrum of interest. Systems that do not have a flat response can be equalized by creating an inverse filter using a
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The principal sources of pink noise in electronic devices are almost invariably the slow fluctuations of properties of the condensed-matter materials of the devices. In many cases the specific sources of the fluctuations are known. These include fluctuating configurations of defects in metals,
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Pink noise can be computer-generated by first generating a white noise signal, Fourier-transforming it, then dividing the amplitudes of the different frequency components by the square root of the frequency (in one dimension), or by the frequency (in two dimensions) etc. This is equivalent to
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Pink noise has also been found to be endemic in human response. Gilden et al. (1995) found extremely pure examples of this noise in the time series formed upon iterated production of temporal and spatial intervals. Later, Gilden (1997) and Gilden (2001) found that time series formed from
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for the rates are large. Relatively small spreads in the activation energies appearing in these exponents then result in large spreads of characteristic rates. In the simplest toy case, a flat distribution of activation energies gives exactly a pink spectrum, because
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graphic equalizer. Because pink noise tends to occur in natural physical systems, it is often useful in audio production. Pink noise can be processed, filtered, and/or effects can be added to produce desired sounds. Pink-noise generators are commercially available.
396: 1538:, and the total power across all orientations, fall off as some power of the frequency. The following table lists these power-law frequency-dependencies for pink noise signal in different dimensions, and also for general power-law colored noise with power 5968:
tracts in the brain also generates a 1/f spectral density. Therefore, white matter signal transduction may also contribute to pink noise measured in scalp EEG recordings, particularly if the effects of ephaptic coupling are taken into consideration .
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given in a statistical sense by Voss and Clarke (1975, 1978), who showed that pitch and loudness fluctuations in speech and music are pink noises. So music is like tides not in terms of how tides sound, but in how tide heights vary.
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The stability of the clock is measured by how many "ticks" it makes over a fixed interval. The more stable the number of ticks, the better the stability of the clock. So, define the average clock frequency over the interval
918:{\displaystyle h(x,y)={\frac {\sigma N}{\sqrt {2}}}\sum _{u,v}{\frac {\chi _{uv}}{\sqrt {u^{2}+v^{2}}}}\sin \left({\frac {2\pi }{N}}(ux+vy)+\phi _{uv}\right),\quad \chi _{uv}\sim \chi (2),\quad \phi _{uv}\sim U(0,2\pi ).} 5980:, and used to explain stylistic variations in music from different cultures and historic periods. Richard F. Voss and J. Clarke claim that almost all musical melodies, when each successive note is plotted on a scale of 6337:. When this variance to mean power law is demonstrated by the method of expanding enumerative bins this implies the presence of pink noise, and vice versa. Both of these effects can be shown to be the consequence of 4520: 6774: 4512: 6209:(LIGO) and its advanced configuration (aLIGO). The characteristic strain of potential astrophysical sources are also shown. To be detectable the characteristic strain of a signal must be above the noise curve. 4014: 3566: 6081: 3051:
of an extraordinarily diverse number of physical and biological systems (Press, 1978; see articles in Handel & Chung, 1993, and references therein). Examples of its occurrence include fluctuations in
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frequencies), and black is their average, red is the theoretically calculated autocorrelation when the signal comprises these same discrete frequencies, and blue assumes a continuum of frequencies
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Ovchinnikov, I.V.; Schwartz, R. N.; Wang, K. L. (2016). "Topological supersymmetry breaking: Definition and stochastic generalization of chaos and the limit of applicability of statistics".
2837:{\displaystyle r(d)={\frac {{\textrm {Ci}}({\frac {2\pi k_{\textrm {max}}d}{N}})-{\textrm {Ci}}({\frac {2\pi k_{\textrm {min}}d}{N}})}{\log {\frac {k_{\textrm {max}}}{k_{\textrm {min}}}}}},} 2514: 5630: 230: 6161:
Flicker noise is commonly used for the reliability characterization of electronic devices. It is also used for gas detection in chemoresistive sensors by dedicated measurement setups.
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Krapf, Diego; Lukat, Nils; Marinari, Enzo; Metzler, Ralf; Oshanin, Gleb; Selhuber-Unkel, Christine; Squarcini, Alessio; Stadler, Lorenz; Weiss, Matthias; Xu, Xinran (2019-01-31).
2330: 5479: 576:{\displaystyle h(x)=\sigma {\sqrt {\frac {N}{2}}}\sum _{u}{\frac {\chi _{u}}{u}}\sin({\frac {2\pi ux}{N}}+\phi _{u}),\quad \chi _{u}\sim \chi (2),\quad \phi _{u}\sim U(0,2\pi ).} 5815: 1459: 1405: 2875: 2676: 2647: 2402: 229: 3507: 2234: 6313:
A hypothesis (referred to as the Tweedie hypothesis) has been proposed to explain the genesis of pink noise on the basis of a mathematical convergence theorem related to the
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noises occur in many physical, biological and economic systems, and some researchers describe them as being ubiquitous. In physical systems, they are present in some
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capabilities because the signal power is a direct function of the crest factor. Various crest factors of pink noise can be used in simulations of various levels of
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The cause of the noise floor is often traced to particular electronic components (such as transistors, resistors, and capacitors) within the oscillator feedback.
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Adak, Olgun; Rosenthal, Ethan; Meisner, Jeffery; Andrade, Erick F.; Pasupathy, Abhay N.; Nuckolls, Colin; Hybertsen, Mark S.; Venkataraman, Latha (2015-05-07).
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There are many theories about the origin of pink noise. Some theories attempt to be universal, while others apply to only a certain type of material, such as
371:, which has been suitably filtered), as a sum of sine waves with different frequencies, whose amplitudes fall off inversely with the square root of frequency 6459:
and other components, to determine whether the component will maintain performance integrity during sustained use. The process of end-users burning in their
7704: 5837:, meaning that the clock frequency does not become more stable by simply averaging for longer. This contrasts with a white noise fluctuation, in which case 4016:, meaning that if the clock is used to repeatedly measure intervals of 7 hours, the standard deviation of the actually measured time would be around 40 7419:"5.4. Frequency and Time Standards††This work was supported in part by contract NSR 09-015-098 from the National Aeronautics and Space Administration." 6448:
real time. Pink noise is still used by audio system contractors and by computerized sound systems which incorporate an automatic equalization feature.
6205:(LISA) and the currently proposed evolved Laser Interferometer Space Antenna (eLISA), and at high frequencies are ground-based detectors, the initial 6391:. This supersymmetry is an intrinsic property of all stochastic differential equations and its meaning is the preservation of the continuity of the 2889:
The Pearson's autocorrelation coefficient of a two-dimensional pink noise signal comprising discrete frequencies is theoretically approximated as:
8795: 4682:{\displaystyle \sigma ^{2}(\tau )={\frac {1}{2}}{\overline {(y_{k}-y_{k-1})^{2}}}={\frac {1}{2}}{\overline {(g\ast {\dot {x}}_{f})(k\tau )^{2}}}} 3933:{\displaystyle \sigma ^{2}(\tau )={\frac {1}{2}}{\overline {(y_{k}-y_{k-1})^{2}}}={\frac {1}{K}}\sum _{k=1}^{K}{\frac {1}{2}}(y_{k}-y_{k-1})^{2}} 264:
Within the scientific literature, the term 1/f noise is sometimes used loosely to refer to any noise with a power spectral density of the form
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Douglas, PK; et al. (2019). "Reconsidering Spatial Priors in EEG Source Estimation : Does White Matter Contribute to EEG Rhythms?".
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Hinkley, N.; Sherman, J. A.; Phillips, N. B.; Schioppo, M.; Lemke, N. D.; Beloy, K.; Pizzocaro, M.; Oates, C. W.; Ludlow, A. D. (2013-09-13).
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Pink noise on timescales of decades has been found in climate proxy data, which may indicate amplification and coupling of processes in the
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were principally responsible for generating the 1/f power spectrum observed in EEG/MEG signals. However, recent computational models using
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In a two-dimensional pink noise signal, the amplitude at any orientation falls off inversely with frequency. A pink noise square of length
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is frequency, and 0 < α < 2, with exponent α usually close to 1. One-dimensional signals with α = 1 are usually called pink noise.
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Mandelbrot, Benoit B.; Wallis, James R. (1969). "Computer Experiments with Fractional Gaussian Noises: Part 3, Mathematical Appendix".
931:-like noises occur widely in nature and are a source of considerable interest in many fields. Noises with α near 1 generally come from 7989: 6027: 77: 1373:
only for one-dimensional signals. For two-dimensional signals (e.g., images) the average power spectrum at any orientation falls as
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Kleinpenning, T. G. M. & de Kuijper, A. H. (1988). "Relation between variance and sample duration of 1/f Noise signals".
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by continuous time dynamics. Spontaneous breakdown of this supersymmetry is the stochastic generalization of the concept of
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Unlike white noise, which has no correlations across the signal, a pink noise signal is correlated with itself, as follows.
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is an integer large enough for the averaging to converge to a definite value. For example, a 2013 atomic clock achieved
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image, generated with a computer program; some fields observed in nature are characterized by a similar power spectrum
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Smulko, Janusz; Scandurra, Graziella; Drozdowska, Katarzyna; Kwiatkowski, Andrzej; Ciofi, Carmine; Wen, He (2024).
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Spectrum of a pink noise approximation on a log-log plot; power density falls off at 10 dB/decade of frequency
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A 3D pink noise image, generated with a computer program, viewed as an animation in which each frame is a 2D slice
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or other expected statistical qualities. It can be generated on computer, for example, by filtering white noise,
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describes the convergence of certain statistical processes towards a family of statistical models known as the
4178:{\displaystyle y_{k}-y_{k-1}=\int _{\mathbb {R} }g(k\tau -t){\dot {x}}_{f}(t)dt=(g\ast {\dot {x}}_{f})(k\tau )} 2878: 2471:
The Pearson's correlation coefficient of a one-dimensional pink noise signal (comprising discrete frequencies
391:(so that power, which is the square of amplitude, falls off inversely with frequency), and phases are random: 9766: 9560: 7599:
Douglas, PK; Blair, G.; et al. (2024). "Towards a white matter ephaptic coupling model of 1/f spectra".
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The spatial filter which is convolved with a one-dimensional white noise signal to create a pink noise signal
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The name arises from the pink appearance of visible light with this power spectrum. This is in contrast with
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Gardner, M. (1978). "Mathematical Games—White and brown music, fractal curves and one-over-f fluctuations".
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If instead of discrete frequencies, the pink noise comprises a superposition of continuous frequencies from
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Consider pink noise of any dimension that is produced by generating a Gaussian white noise signal with mean
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Eisler Z, Bartos I, Kertesz J (2008). "Fluctuation scaling in complex systems: Taylor's law and beyond".
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Krapf, Diego; Marinari, Enzo; Metzler, Ralf; Oshanin, Gleb; Xu, Xinran; Squarcini, Alessio (2018-02-09).
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for a given intensity. However, humans still differentiate between white noise and pink noise with ease.
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is unitless: it is the numerical ratio between ticks of the physical clock and ticks of an ideal clock.
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Gisiger, T. (2001). "Scale invariance in biology: coincidence or footprint of a universal mechanism?".
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Kendal WS (2015). "Self-organized criticality attributed to a central limit-like convergence effect".
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under the central limit theorem. This hypothesis also provides for an alternative paradigm to explain
5952:, or during the interictal state. Classic models of EEG generators suggested that dendritic inputs in 3470: 2193: 10244: 10192: 9822: 9715: 9181: 8154:"Flicker Noise in Resistive Gas Sensors—Measurement Setups and Applications for Enhanced Gas Sensing" 7916: 7875: 6517: 6369: 3129:
The ubiquitous 1/f noise poses a "noise floor" to precision timekeeping. The derivation is based on.
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of frequency. The energy of pink noise at each frequency level, however, falls off at roughly 3 
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Josephson, Brian D. (1995). "A trans-human source of music?" in (P. Pylkkänen and P. Pylkkö, eds.)
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recordings in humans. In clinical EEG, deviations from this 1/f pink noise can be used to identify
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Van Orden, G.C.; Holden, J.G.; Turvey, M.T. (2003). "Self-organization of cognitive performance".
6572:"Relations between the statistics of natural images and the response properties of cortical cells" 5738:{\displaystyle \sigma ^{2}(\tau )\approx \tau ^{\alpha -1}\sigma ^{2}(1)\propto \tau ^{\alpha -1}} 2382:, then multiplying its spectrum with a filter (equivalent to spatially filtering it with a filter 1093:
spatially filtering (convolving) the white noise signal with a white-to-pink-filter. For a length
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shrinks on the x-axis, and the green curve shrinks on the x-axis but expands on the y-axis; when
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O'Brien, Kevin P.; Weissman, M. B. (1992-10-01). "Statistical signatures of self-organization".
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Camouflage detection & signal discrimination: theory, methods & experiments (corrected)
6594: 6436: 5937: 4943: 2404:). Then the point values of the pink noise signal will also be normally distributed, with mean 2041: 1909: 1565: 1013: 621: 587: 168: 164: 9561:
Coloured Noise: Matlab toolbox to generate power-law coloured noise signals of any dimensions.
10218: 10063: 9907: 6875:; Van Ness, J. W. (1968). "Fractional Brownian motions, fractional noises and applications". 6365: 6314: 5973: 5941: 4304: 3095:
output of some astronomical bodies. In biological systems, they are present in, for example,
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Bak, P.; Tang, C.; Wiesenfeld, K. (1987). "Self-Organized Criticality: An Explanation of 1/
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Bak, P.; Tang, C.; Wiesenfeld, K. (1987). "Self-Organized Criticality: An Explanation of 1/
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in music signals. On some digital pink-noise generators the crest factor can be specified.
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2007 IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07
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Jørgensen B, Martinez JR, Tsao M (1994). "Asymptotic behaviour of the variance function".
8260: 4355: 3509:, meaning that on average, one second of clock-time passes for every second of real-time. 3220: 3171: 2407: 2345: 1679: 8: 9887: 9882: 9700: 9603: 9588: 7693: 6947: 6522: 6342: 6190: 6155: 2121: 1989: 1875: 1810: 1776: 1747: 238: 222: 9464: 9426: 9389: 9330: 9232: 9194: 9143: 8932: 8877: 8716: 8660: 8617: 8564: 8502: 8443: 8384: 8286: 8188: 8169: 8153: 8114: 8065: 8005: 7966: 7929: 7888: 7737: 7371: 7306: 7232: 7186: 7092: 7035: 7020:"Flicker Noise as a Probe of Electronic Interaction at Metal–Single Molecule Interfaces" 6989: 6925: 6890: 6590: 10285: 9943: 9833: 9542: 9503: 9451: 9413: 9303: 9268: 9211: 9163: 9093: 8944: 8918: 8891: 8863: 8683: 8629: 8603: 8576: 8429: 8370: 8328:. Karczub, D. G. (Denis G.) (2nd ed.). Cambridge, UK: Cambridge University Press. 8306: 8272: 8134: 8100: 7792: 7788: 7581: 7553: 7525: 7500: 7476: 7399: 7357: 7326: 7271: 7198: 7112: 6714: 6571: 6399:, whereas the associated emergence of the long-term dynamical memory or order, i.e., 1/ 6020: 6004:
measurement and from iterated two-alternative forced choice also produced pink noises.
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Chorti, A.; Brookes, M. (2007). "Resolving near-carrier spectral infinities due to 1/
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Matlab programs are available to generate pink and other power-law coloured noise in
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interval (halving or doubling in frequency) carries an equal amount of noise energy.
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Gilden, D. L. (1997). "Fluctuations in the time required for elementary decisions".
7462: 7275: 6718: 5928:, pink noise has been widely observed across many temporal and physical scales from 3754:
of the clock frequency is half the mean square of change in average clock frequency:
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In words, the Allan variance is approximately the power of the fluctuation after
3217:. For concreteness, let us consider a quartz oscillator. In a quartz oscillator, 940: 194:. Pink noise is one of the most commonly observed signals in biological systems. 22: 9578: 8668: 8210: 8049: 7635: 6830: 1332: 10280: 9857: 9802: 9782: 9596: 9528: 9151: 8510: 8393: 8358: 7839: 7255: 7100: 6635: 6487: 6387:
noise is one of the manifestations of the spontaneous breakdown of topological
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Dutta, P. & Horn, P. M. (1981). "Low-frequency fluctuations in solids: 1/
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Voss, R. F.; Clarke, J. (1978). "1/f noise" in music: Music from 1/f noise".
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is the rate of oscillation. The rate of oscillation has a constant component
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An accessible introduction to the significance of pink noise is one given by
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2024 12th International Winter Conference on Brain-Computer Interface (BCI)
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2019 7th International Winter Conference on Brain-Computer Interface (BCI)
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in the application to the spontaneously broken topological supersymmetry.
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Johnson, J. B. (1925). "The Schottky effect in low frequency circuits".
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Dutta, P.; Horn, P. M. (1981). "Low-frequency fluctuations in solids: 1/
8688: 6764:"Noise in Transistor Circuits: 1 - Mainly on fundamental noise concepts" 9839: 9812: 9807: 9639: 9409:"Über spontane Stromschwankungen in verschiedenen Elektrizitätsleitern" 7950: 7621: 6547: 6537: 6464: 6460: 6428: 5977: 3144:, as measured by the reference clock, the clock under test advances by 1084: 1043: 256: 51: 8886: 8851: 8178: 6329:, that have been variously identified in the ecological literature as 1461:. In every case, each octave carries an equal amount of noise power. 996: 10132: 9565: 8823:
Timmer, J.; König, M. (1995-01-01). "On Generating Power Law Noise".
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Moore, Christopher; Cole, Robert; Berry, Christopher (19 July 2013).
8013: 7990:"Relation between variance and sample duration of 1/ f noise signals" 7974: 7314: 7240: 7194: 6356:
There are various mathematical models to create pink noise. Although
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Suppose that we have a timekeeping device (it could be anything from
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Noise and other slow non-exponential kinetics in condensed matter".
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One parameter of noise, the peak versus average energy contents, or
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noises for which the exponent α is not an even integer, or that are
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Voss, R. F.; Clarke, J. (1975). "'1/f Noise' in Music and Speech".
6361: 5945: 1047: 1028: 8923: 8682:
Milotti, Edoardo (2002-04-12). "1/f noise: a pedagogical review".
8608: 8105: 8050:"Low-frequency noise study in electron devices: review and update" 7660:, International Semiotics Institute & University of Helsinki. 7362: 6976:
Press, W. H. (1978). "Flicker noises in astronomy and elsewhere".
6750:
Visible light with this power spectrum looks pink, hence the name.
4381:
be a packet of a square wave with height 1 and wavelength 2, then
4009:{\displaystyle \sigma (25000{\text{ seconds}})=1.6\times 10^{-18}} 123: 7133:, Finnish Artificial Intelligence Society, Helsinki; pp. 280–285. 6507: 6452: 5996:, in the study of 150 popular movies released from 1935 to 2005. 5949: 3132: 8261:"Intrinsic Pink-Noise Multidecadal Global Climate Dynamics Mode" 7425:, Astrophysics, vol. 12, Academic Press, pp. 198–227, 6871: 6229:
Many time-dependent stochastic processes are known to exhibit 1/
111: 9817: 9043:
Lacanette, Kerry (1990). "Create an Accurate Noise Generator".
6440: 6372:, or by multirate variants on standard white noise generation. 6076:{\displaystyle \textstyle {\frac {d}{df}}\ln f={\frac {1}{f}}.} 5925: 3061: 3057: 1024: 8259:
Moon, Woosok; Agarwal, Sahil; Wettlaufer, J. S. (2018-09-04).
7343: 6325:. These distributions are characterized by a variance to mean 10039: 10000: 9993: 9690: 7072: 6463:
with pink noise to attain higher fidelity has been called an
3152:
is the average (relative) clock frequency over that interval.
8531: 6341:
such as how certain kinds of data will converge towards the
1113:
signal in one dimension, the filter has the following form:
97:
This article is about 1/f noise. For quantum 1/f noise, see
8356: 7017: 6206: 5158:{\displaystyle \sigma ^{2}(\tau )\propto \tau ^{\alpha -1}} 3440:{\textstyle {\dot {x}}(t)={\dot {x}}_{0}+{\dot {x}}_{f}(t)} 3053: 242: 9618: 8326:
Fundamentals of noise and vibration analysis for engineers
7501:"Automated diagnosis of epilepsy using EEG power spectrum" 8415: 7002: 5972:
It has also been successfully applied to the modeling of
5933: 612: 8551:
Taylor LR (1961). "Aggregation, variance and the mean".
7988:
Kleinpenning, T. G. M.; de Kuijper, A. H. (1988-01-01).
6423:
Pink noise is commonly used to test the loudspeakers in
1004: 7417:
Vessot, Robert F. C. (1976-01-01), Meeks, M. L. (ed.),
6302:
Supersymmetry § Supersymmetry in dynamical systems
8852:"Introduction to supersymmetric theory of stochastics" 8418:"Spectral Content of a Single Non-Brownian Trajectory" 7987: 6288:<0.5) and α=2 for superdiffusive processes (0.5< 6031: 4982:
is approximately the area under the green curve; when
4290:{\displaystyle g(t)={\frac {-1_{}(t)+1_{}(t)}{\tau }}} 3362: 2448:{\displaystyle \lVert {\boldsymbol {a}}\rVert \sigma } 9096: 9090:
Though in practice, since there are no ideal clocks,
8258: 8086: 7218: 7172: 6092: 6030: 5895: 5843: 5823: 5787: 5751: 5658: 5638: 5563: 5528: 5487: 5453: 5173: 5116: 5046: 5008: 4988: 4952: 4894: 4695: 4523: 4447: 4387: 4358: 4335: 4307: 4191: 4029: 3966: 3946: 3760: 3726: 3569: 3519: 3473: 3453: 3326: 3290: 3252: 3223: 3203: 3174: 3136:
A clock is most easily tested by comparing it with a
3072:
and single-molecule conductance signals resulting in
3014: 2895: 2850: 2684: 2655: 2626: 2517: 2497: 2477: 2430: 2410: 2388: 2368: 2348: 2282: 2243: 2196: 2175: 2155: 2124: 2088: 2044: 2023: 1992: 1956: 1912: 1878: 1842: 1813: 1779: 1750: 1717: 1682: 1644: 1606: 1568: 1544: 1524: 1497: 1470: 1433: 1413: 1379: 1352: 1121: 1099: 674: 654: 624: 590: 399: 377: 357: 333: 311:{\displaystyle S(f)\propto {\frac {1}{f^{\alpha }}},} 272: 9110:
is actually the ticks of a much more accurate clock.
7909: 7720:
Gilden, David L; Thornton, T; Mallon, MW (1995). "1/
7598: 6257:. This type of spectrum is sometimes referred to as 5882:{\displaystyle \sigma ^{2}(\tau )\propto \tau ^{-1}} 5103:{\displaystyle S(\omega )\propto \omega ^{-\alpha }} 9447:"Zur Berechnung und Beurteilung des Schroteffektes" 8702: 8593: 6207:
Laser Interferometer Gravitational-Wave Observatory
104:"Fractal noise" redirects here. For the novel, see 9102: 7810:Gilden, David L (2001). "Cognitive Emissions of 1/ 7694:"Bringing New Understanding to the Director's Cut" 7291:"1/f noise with a low frequency white noise limit" 6189:. The noise curve at very low frequencies affects 6164: 6143: 6075: 5905: 5881: 5829: 5809: 5773: 5737: 5644: 5624: 5549: 5510: 5473: 5435: 5157: 5102: 5032: 4994: 4974: 4928: 4880: 4681: 4506: 4433: 4373: 4344: 4321: 4289: 4177: 4008: 3952: 3932: 3739: 3712: 3555: 3501: 3459: 3439: 3348: 3312: 3276: 3238: 3209: 3189: 3027: 3000: 2869: 2836: 2670: 2641: 2612: 2503: 2483: 2447: 2416: 2396: 2374: 2354: 2324: 2267: 2228: 2181: 2161: 2138: 2109: 2073: 2029: 2006: 1977: 1941: 1892: 1863: 1827: 1793: 1764: 1735: 1697: 1666: 1628: 1580: 1550: 1530: 1510: 1483: 1453: 1419: 1399: 1365: 1306: 1105: 917: 660: 637: 603: 575: 383: 363: 339: 310: 201:which has equal intensity per frequency interval. 9123: 8849: 7944: 1064:, is important for testing purposes, such as for 10267: 8235:"Think pink for a better view of climate change" 7005:Noise in Physical Systems and 1/"f" Fluctuations 6911: 6451:In manufacturing, pink noise is often used as a 6427:, with the resulting sound measured with a test 5745:. In particular, when the fluctuating component 3099:rhythms, neural activity, and the statistics of 2511:in the configuration (space or time) domain is: 1035:which has equal energy at all frequency levels. 8477: 7868: 7809: 7141: 7139: 3060:light emissions, heart beat, firings of single 2337: 8473: 8471: 7615: 7448: 7289:Schick, K. L.; Verveen, A. A. (October 1974). 5625:{\displaystyle S(\omega )=C/\omega ^{\alpha }} 9604: 9566:Powernoise: Matlab software for generating 1/ 9514: 9345: 8323: 8089:"Low-frequency 1/f noise in graphene devices" 7862: 7774: 7288: 6971: 6969: 6967: 6865: 6846: 6814: 6233:noises with α between 0 and 2. In particular 1019:with the vertical axis being linear frequency 351:signal with zero mean and standard deviation 71: 7592: 7541: 7221:Journal of the Acoustical Society of America 7214: 7212: 7136: 6975: 6842: 6840: 6812: 6810: 6808: 6806: 6804: 6802: 6800: 6798: 6796: 6794: 6565: 6563: 6349:manifestations that have been attributed to 3140:reference clock. During an interval of time 3078:statistical structure of many natural images 2439: 2431: 1008:Relative intensity of pink noise (left) and 9523:. Vol. 3. pp. III–1005–III–1008. 9371:"Flicker noises in astronomy and elsewhere" 9348:Electronic Noise and Fluctuations in Solids 9220:Journal of the Optical Society of America A 8822: 8468: 8232: 7803: 7768: 7713: 7624:Journal of Experimental Psychology: General 7547: 7145: 6996: 6849:Electronic Noise and Fluctuations in Solids 9611: 9597: 8640: 8587: 8544: 8213:"Gravitational Wave Detectors and Sources" 7903: 7498: 7455:Encyclopedia of Computational Neuroscience 7260:33rd Annual Symposium on Frequency Control 7007:. New York: American Institute of Physics. 6964: 6825:(PhD). The University of Texas at Austin. 6725: 6659: 6154:A pioneering researcher in this field was 5511:{\displaystyle \Delta \omega \sim 1/\tau } 1518:of a pink noise signal at any orientation 347:one-dimensional pink noise signal (i.e. a 327:The following function describes a length 78: 64: 9281: 9240: 9174: 9042: 9015:"What is Pink Noise and What Does It Do?" 8922: 8885: 8867: 8747:"Noise in Man-generated Images and Sound" 8687: 8646: 8607: 8451: 8433: 8392: 8374: 8276: 8187: 8177: 8104: 7829: 7680:"Noise in Man-generated Images and Sound" 7672: 7557: 7524: 7492: 7457:, New York, NY: Springer, pp. 1–12, 7361: 7346:"An Atomic Clock with 10 –18 Instability" 7209: 7166: 6837: 6791: 6761: 6598: 6560: 6360:has been able to reproduce pink noise in 6265:spectrum, albeit with random amplitudes. 4888:, which is the total power of the signal 4068: 1307:{\displaystyle a(x)={\frac {1}{N}}\left.} 1023:In pink noise, there is equal energy per 956:in electronic devices. In their study of 9441: 9403: 8989:"Sound System Commissioning - Say What?" 8986: 8047: 7453:, in Jaeger, Dieter; Jung, Ranu (eds.), 7449:Destexhe, Alain; Bédard, Claude (2020), 7066: 6168: 4942: 3131: 3118: 1331: 1083: 1003: 995: 122: 110: 10087:Signal-to-interference-plus-noise ratio 9479: 9314: 9265: 8793: 8681: 7700:. Retrieved on March 3, 2010. See also 6684: 6655: 6653: 2435: 2390: 10268: 9903:Equivalent pulse code modulation noise 9059: 8550: 7416: 6731: 6431:in the listening space connected to a 6224: 5110:, the combined effect of both is that 4929:{\displaystyle (g\ast {\dot {x}}_{f})} 4441:, and its Fourier transform satisfies 3047:Pink noise has been discovered in the 2678:, the autocorrelation coefficient is: 9592: 9368: 9209: 7256:"1/F (Flicker) Noise: A Brief Review" 6569: 6185:noises with α near 1 are a factor in 6007: 5817:is independent of the averaging time 4434:{\displaystyle g(t)=h(t/\tau )/\tau } 10026:(energy per symbol to noise density) 9584:White Noise Definition Vs Pink Noise 9060:Thomas, Christian (April 30, 2021). 9049:. Vol. 38. Hayden. p. 108. 8961: 8796:"Numerical Simulation of Pink Noise" 7253: 7003:Handel, P. H.; Chung, A. L. (1993). 6687:"Pink-Noise Behaviour of Biosystems" 6650: 6377:supersymmetric theory of stochastics 3168:). Let its readout be a real number 2325:{\displaystyle 1/f^{1+(\alpha -1)d}} 1346:The power spectrum of pink noise is 1341: 7131:New Directions in Cognitive Science 6818: 6212: 5474:{\displaystyle \omega \sim 1/\tau } 3447:. By selecting the right units for 3246:is the number of oscillations, and 1031:per octave. This is in contrast to 175:of the signal. In pink noise, each 16:Signal with equal energy per octave 13: 10097:Signal-to-quantization-noise ratio 8534:Scandinavian Journal of Statistics 7789:10.1111/j.1467-9280.1997.tb00441.x 6762:Baxandall, P. J. (November 1968). 6660:Davis, Gary; Jones, Ralph (1987). 6435:or a computer running a real-time 6379:, an approximation-free theory of 6203:Laser Interferometer Space Antenna 6134: 6131: 6113: 6110: 5810:{\displaystyle \sigma ^{2}(\tau )} 5488: 5358: 5273: 5206: 4478: 4450: 3197:that changes with the actual time 2458: 1454:{\displaystyle {\frac {1}{f^{d}}}} 1400:{\displaystyle {\frac {1}{f^{2}}}} 211: 167:(power per frequency interval) is 90:For the album by Laura Mvula, see 14: 10297: 10011:(energy per bit to noise density) 9979:Carrier-to-receiver noise density 9893:Effective input noise temperature 9554: 8987:Eckstein, Matt (30 August 2018). 7160:10.1038/scientificamerican0478-16 6381:stochastic differential equations 6333:and in the physics literature as 6199:International Pulsar Timing Array 3037:Bessel function of the first kind 2870:{\displaystyle {\textrm {Ci}}(x)} 2671:{\displaystyle k_{\textrm {max}}} 2642:{\displaystyle k_{\textrm {min}}} 2397:{\displaystyle {\boldsymbol {a}}} 9622:(physics and telecommunications) 9399:from the original on 2007-09-27. 8478:Kendal WS, Jørgensen BR (2011). 7692:Anger, Natalie (March 1, 2010). 7517:10.1111/j.1528-1167.2012.03653.x 7499:Kerr, W.T.; et al. (2012). 6662:The Sound Reinforcement Handbook 6418: 6411:etc., is the consequence of the 6173:Noise curves for a selection of 3502:{\displaystyle {\dot {x}}_{0}=1} 2491:) with itself across a distance 2229:{\displaystyle 1/f^{\alpha d/2}} 1592:Power-law spectra of pink noise 255:Problems playing this file? See 227: 10234:Block-matching and 3D filtering 10082:Signal-to-noise ratio (imaging) 9933:Noise, vibration, and harshness 9084: 9053: 9036: 9012: 9006: 8980: 8966:. Routledge. pp. 274–276. 8955: 8902: 8843: 8816: 8787: 8763: 8739: 8696: 8675: 8525: 8409: 8350: 8317: 8252: 8226: 8204: 8145: 8080: 8041: 8028: 7981: 7686: 7650: 7463:10.1007/978-1-4614-7320-6_548-2 7442: 7423:Methods in Experimental Physics 7410: 7337: 7282: 7247: 7123: 7011: 6940: 6905: 6780:from the original on 2016-04-23 6439:(FFT) analyzer program such as 6284:+1 for subdiffusive processes ( 6280:power spectral density with α=2 6165:In gravitational wave astronomy 964:and Van Ness proposed the name 874: 842: 535: 506: 9062:"Headphone burn-in isn't real" 8964:The Sound System Design Primer 8771:"DSP Generation of Pink Noise" 8295:10.1103/PhysRevLett.121.108701 8087:Alexander A. Balandin (2013). 7609:10.1109/BCI60775.2024.10480498 6755: 6738:. O'Reilly Media. p. 79. 6678: 6623: 6138: 6093: 5860: 5854: 5804: 5798: 5774:{\displaystyle {\dot {x}}_{f}} 5713: 5707: 5675: 5669: 5598: 5592: 5589: 5567: 5424: 5418: 5415: 5393: 5384: 5375: 5372: 5366: 5336: 5330: 5327: 5305: 5296: 5290: 5287: 5281: 5251: 5245: 5242: 5214: 5190: 5184: 5133: 5127: 5081: 5075: 5072: 5050: 5027: 5021: 5018: 5012: 4975:{\displaystyle \sigma ^{2}(1)} 4969: 4963: 4923: 4895: 4863: 4856: 4853: 4825: 4770: 4737: 4664: 4654: 4651: 4623: 4592: 4559: 4540: 4534: 4501: 4492: 4489: 4483: 4470: 4464: 4461: 4455: 4420: 4406: 4397: 4391: 4368: 4362: 4278: 4272: 4267: 4252: 4241: 4235: 4230: 4218: 4201: 4195: 4172: 4163: 4160: 4132: 4120: 4114: 4092: 4077: 3981: 3970: 3921: 3888: 3829: 3796: 3777: 3771: 3701: 3692: 3683: 3677: 3665: 3662: 3644: 3638: 3618: 3606: 3550: 3544: 3532: 3520: 3434: 3428: 3381: 3375: 3349:{\displaystyle {\dot {x}}_{f}} 3313:{\displaystyle {\dot {x}}_{0}} 3271: 3265: 3233: 3227: 3184: 3178: 2961: 2937: 2905: 2899: 2864: 2858: 2789: 2756: 2743: 2710: 2694: 2688: 2527: 2521: 2314: 2302: 2268:{\displaystyle 1/f^{\alpha d}} 1692: 1686: 1667:{\displaystyle p_{\theta }(f)} 1661: 1655: 1629:{\displaystyle a_{\theta }(f)} 1623: 1617: 1366:{\displaystyle {\frac {1}{f}}} 1292: 1280: 1199: 1187: 1131: 1125: 991: 909: 894: 868: 862: 815: 797: 690: 678: 567: 552: 529: 523: 500: 463: 409: 403: 282: 276: 1: 9767:Additive white Gaussian noise 9519:phase noise in oscillators". 9117: 8074:10.1016/S0026-2714(02)00347-5 8034:Aldert van der Ziel, (1954), 7451:"Local Field Potentials: LFP" 7431:10.1016/S0076-695X(08)60710-3 5550:{\displaystyle 1/f^{\alpha }} 3277:{\displaystyle {\dot {x}}(t)} 3042: 1736:{\displaystyle 1/{\sqrt {f}}} 1327: 1079: 204: 115:A two-dimensional pink noise 10143:Interference (communication) 10050:Signal-to-interference ratio 10040:Signal, noise and distortion 9570:noise, or more generally, 1/ 8054:Microelectronics Reliability 7663:"On Musical Self-Similarity" 7568:10.1109/IWW-BCI.2019.8737307 7044:10.1021/acs.nanolett.5b01270 6664:. Hal Leonard. p. 107. 6554: 6364:models, these do not have a 6195:European Pulsar Timing Array 6187:gravitational-wave astronomy 6175:gravitational-wave detectors 4674: 4602: 3839: 3320:and a fluctuating component 3103:, as a generalized pattern. 2884: 2466: 2338:Distribution of point values 7: 9898:Equivalent noise resistance 8794:McClain, D. (May 1, 2001). 8669:10.1016/j.physa.2014.11.035 7869:Weissman, M. B. (1988). "1/ 7724:Noise in Human Cognition". 7636:10.1037/0096-3445.132.3.331 6831:10.13140/RG.2.2.10585.80487 6691:European Biophysics Journal 6470: 6425:sound reinforcement systems 6319:Tweedie convergence theorem 5948:, even in the absence of a 5906:{\displaystyle {\sqrt {2}}} 4517:The Allan variance is then 3076:. Pink noise describes the 1511:{\displaystyle p_{\theta }} 1484:{\displaystyle a_{\theta }} 950:Pink noise sources include 186:. It is often used to tune 10: 10302: 9529:10.1109/ICASSP.2007.366852 9480:Keshner, M. S. (1982). "1/ 9352:Cambridge University Press 9152:10.1103/PhysRevLett.59.381 8850:Ovchinnikov, I.V. (2016). 8825:Astronomy and Astrophysics 8511:10.1103/physreve.84.066120 8484:noise and multifractality" 8233:Jim Shelton (2018-09-04). 7994:Journal of Applied Physics 7954:Journal of Applied Physics 7840:10.1037/0033-295X.108.1.33 7658:On Musical Self-Similarity 7101:10.1103/PhysRevLett.59.381 6533:Self-organised criticality 6358:self-organised criticality 6351:self-organized criticality 6299: 6267:Fractional Brownian motion 6177:as a function of frequency 6151:, a range of 9.5 decades. 6011: 5033:{\displaystyle S(\omega )} 3122: 958:fractional Brownian motion 237:10 seconds of pink noise, 103: 96: 89: 10206: 10193:Total variation denoising 10175: 10166: 10120: 9957: 9873: 9759: 9683: 9627: 9579:1/f noise at Scholarpedia 9292:10.1017/S1464793101005607 9203:10.1103/RevModPhys.53.497 9182:Reviews of Modern Physics 8941:10.1142/S021798491650086X 8725:10.1103/PhysRevA.46.R4475 8626:10.1080/00018730801893043 8453:10.1103/PhysRevX.9.011019 7938:10.1103/RevModPhys.53.497 7917:Reviews of Modern Physics 7897:10.1103/RevModPhys.60.537 7876:Reviews of Modern Physics 6370:inverse Fourier transform 6295: 5919: 4936:, or the integral of its 3093:electromagnetic radiation 2074:{\displaystyle 1/f^{d/2}} 1942:{\displaystyle 1/f^{3/2}} 1581:{\displaystyle \alpha =2} 1074:dynamic range compression 638:{\displaystyle \phi _{u}} 616:chi-distributed variables 604:{\displaystyle \chi _{u}} 182:Pink noise sounds like a 9473:10.1002/andp.19223731007 9435:10.1002/andp.19183622304 9378:Comments on Astrophysics 8911:Modern Physics Letters B 8394:10.1088/1367-2630/aaa67c 7268:10.1109/FREQ.1979.200297 6978:Comments in Astrophysics 6914:Water Resources Research 6339:mathematical convergence 3049:statistical fluctuations 2879:cosine integral function 1427:dimensions, it falls as 968:(sometimes since called 10107:Contrast-to-noise ratio 9500:10.1109/PROC.1982.12282 9487:Proceedings of the IEEE 9131:Physical Review Letters 8837:1995A&A...300..707T 8265:Physical Review Letters 7746:10.1126/science.7892611 7552:. IEEE. pp. 1–12. 7380:10.1126/science.1240420 7254:Voss, R.F. (May 1979). 7080:Physical Review Letters 6934:10.1029/WR005i001p00260 6483:Audio signal processing 6478:Architectural acoustics 4322:{\displaystyle 1/\tau } 3070:solid-state electronics 2375:{\displaystyle \sigma } 2182:{\displaystyle \alpha } 2110:{\displaystyle 1/f^{d}} 1978:{\displaystyle 1/f^{3}} 1864:{\displaystyle 1/f^{2}} 1551:{\displaystyle \alpha } 1531:{\displaystyle \theta } 364:{\displaystyle \sigma } 10030:Modulation error ratio 9965:Carrier-to-noise ratio 9928:Noise spectral density 9346:Kogan, Shulim (1996). 9251:10.1364/JOSAA.4.002379 9104: 8363:New Journal of Physics 8324:Norton, M. P. (2003). 8123:10.1038/nnano.2013.144 7603:. IEEE. pp. 1–3. 6847:Kogan, Shulim (1996). 6819:Das, Abhranil (2022). 6732:Downey, Allen (2012). 6631:"Glossary: Pink Noise" 6609:10.1364/JOSAA.4.002379 6437:fast Fourier transform 6239:power spectral density 6197:(EPTA) and the future 6178: 6145: 6077: 5907: 5883: 5831: 5811: 5775: 5739: 5646: 5626: 5551: 5512: 5475: 5437: 5165: 5159: 5104: 5034: 4996: 4976: 4930: 4882: 4726: 4683: 4508: 4435: 4375: 4346: 4345:{\displaystyle 2\tau } 4323: 4291: 4179: 4010: 3954: 3934: 3877: 3741: 3714: 3557: 3503: 3461: 3441: 3350: 3314: 3278: 3240: 3211: 3191: 3153: 3029: 3002: 2871: 2838: 2672: 2643: 2614: 2505: 2485: 2449: 2418: 2398: 2376: 2356: 2326: 2269: 2230: 2183: 2163: 2140: 2111: 2075: 2031: 2008: 1979: 1943: 1894: 1865: 1829: 1795: 1766: 1737: 1699: 1668: 1630: 1582: 1552: 1532: 1512: 1485: 1464:The average amplitude 1455: 1421: 1401: 1367: 1338: 1308: 1242: 1107: 1089: 1020: 1001: 978:fractional derivatives 919: 662: 639: 605: 577: 385: 365: 341: 312: 216: 169:inversely proportional 165:power spectral density 128: 120: 10245:Denoising autoencoder 10219:Anisotropic diffusion 10064:Signal-to-noise ratio 9908:Impulse noise (audio) 9823:Johnson–Nyquist noise 9711:Government regulation 9369:Press, W. H. (1978). 9339:10.1103/PhysRev.26.71 9210:Field, D. J. (1987). 9105: 8093:Nature Nanotechnology 7777:Psychological Science 6703:10.1007/s002490100143 6570:Field, D. J. (1987). 6518:Johnson–Nyquist noise 6366:Gaussian distribution 6323:Tweedie distributions 6315:central limit theorem 6255:diffusion coefficient 6172: 6146: 6078: 5988:length by researcher 5908: 5884: 5832: 5830:{\displaystyle \tau } 5812: 5781:is a 1/f noise, then 5776: 5740: 5647: 5627: 5557:fluctuation, we have 5552: 5513: 5476: 5438: 5160: 5105: 5035: 4997: 4995:{\displaystyle \tau } 4977: 4946: 4931: 4883: 4706: 4684: 4509: 4436: 4376: 4347: 4324: 4292: 4180: 4011: 3955: 3935: 3857: 3742: 3740:{\displaystyle y_{k}} 3715: 3558: 3504: 3462: 3442: 3351: 3315: 3279: 3241: 3212: 3192: 3135: 3119:Precision timekeeping 3030: 3028:{\displaystyle J_{0}} 3003: 2872: 2839: 2673: 2644: 2615: 2506: 2486: 2450: 2419: 2399: 2377: 2357: 2327: 2270: 2231: 2184: 2164: 2141: 2112: 2076: 2032: 2009: 1980: 1944: 1895: 1866: 1830: 1796: 1767: 1738: 1700: 1669: 1631: 1583: 1553: 1533: 1513: 1486: 1456: 1422: 1402: 1368: 1335: 1309: 1208: 1108: 1087: 1066:audio power amplifier 1040:human auditory system 1007: 999: 920: 663: 640: 606: 578: 386: 366: 342: 313: 215: 126: 114: 10128:List of noise topics 9094: 7817:Psychological Review 7656:Pareyon, G. (2011). 6773:. pp. 388–392. 6191:pulsar timing arrays 6090: 6028: 5893: 5841: 5821: 5785: 5749: 5656: 5636: 5561: 5526: 5485: 5451: 5171: 5114: 5044: 5006: 4986: 4950: 4892: 4693: 4521: 4445: 4385: 4374:{\displaystyle h(t)} 4356: 4333: 4305: 4189: 4027: 3964: 3944: 3758: 3724: 3567: 3517: 3471: 3451: 3360: 3324: 3288: 3250: 3239:{\displaystyle x(t)} 3221: 3201: 3190:{\displaystyle x(t)} 3172: 3012: 2893: 2848: 2682: 2653: 2624: 2515: 2495: 2475: 2428: 2417:{\displaystyle \mu } 2408: 2386: 2366: 2355:{\displaystyle \mu } 2346: 2280: 2241: 2194: 2173: 2153: 2122: 2086: 2042: 2021: 1990: 1954: 1910: 1876: 1840: 1811: 1777: 1748: 1715: 1698:{\displaystyle p(f)} 1680: 1642: 1604: 1566: 1542: 1522: 1495: 1468: 1431: 1411: 1377: 1350: 1119: 1097: 672: 652: 645:are uniform random. 622: 588: 397: 375: 355: 349:Gaussian white noise 331: 270: 10276:Noise (electronics) 9888:Circuit noise level 9883:Channel noise level 9465:1922AnP...373..157S 9427:1918AnP...362..541S 9390:1978ComAp...7..103P 9331:1925PhRv...26...71J 9233:1987JOSAA...4.2379F 9195:1981RvMP...53..497D 9144:1987PhRvL..59..381B 8962:Loar, Josh (2019). 8933:2016MPLB...3050086O 8878:2016Entrp..18..108O 8717:1992PhRvA..46.4475O 8661:2015PhyA..421..141K 8618:2008AdPhy..57...89E 8596:Advances in Physics 8565:1961Natur.189..732T 8503:2011PhRvE..84f6120K 8444:2019PhRvX...9a1019K 8385:2018NJPh...20b3029K 8287:2018PhRvL.121j8701M 8170:2024Senso..24..405S 8115:2013NatNa...8..549B 8066:2003MiRe...43..585W 8006:1988JAP....63...43K 7967:1988JAP....63...43K 7930:1981RvMP...53..497D 7889:1988RvMP...60..537W 7738:1995Sci...267.1837G 7732:(5205): 1837–1839. 7372:2013Sci...341.1215H 7356:(6151): 1215–1218. 7307:1974Natur.251..599S 7233:1978ASAJ...63..258V 7187:1975Natur.258..317V 7148:Scientific American 7093:1987PhRvL..59..381B 7036:2015NanoL..15.4143A 6990:1978ComAp...7..103P 6926:1969WRR.....5..260M 6891:1968SIAMR..10..422M 6685:Szendro, P (2001). 6591:1987JOSAA...4.2379F 6523:Noise (electronics) 6397:deterministic chaos 6343:normal distribution 6335:fluctuation scaling 6317:of statistics. The 6225:Diffusion processes 6156:Aldert van der Ziel 5964:transduction along 5362: 5277: 5210: 4814: 4297:is one packet of a 3625: 3112:Scientific American 3056:and river heights, 2139:{\displaystyle 1/f} 2007:{\displaystyle 1/f} 1893:{\displaystyle 1/f} 1828:{\displaystyle 1/f} 1794:{\displaystyle 1/f} 1765:{\displaystyle 1/f} 1593: 668:can be written as: 9944:Pseudorandom noise 9834:Quantization error 9645:Noise cancellation 9452:Annalen der Physik 9414:Annalen der Physik 9269:Biological Reviews 9100: 8775:www.firstpr.com.au 8711:(8): R4475–R4478. 7707:2013-01-24 at the 7698:The New York Times 7262:. pp. 40–46. 6579:J. Opt. Soc. Am. A 6179: 6141: 6086:over the range of 6073: 6072: 6021:Arrhenius equation 6008:Electronic devices 5994:Cornell University 5903: 5879: 5827: 5807: 5771: 5735: 5642: 5632:for some constant 5622: 5547: 5508: 5471: 5445:bandpass filtering 5433: 5348: 5263: 5196: 5166: 5155: 5100: 5030: 4992: 4972: 4926: 4878: 4797: 4679: 4504: 4431: 4371: 4342: 4319: 4287: 4175: 4006: 3950: 3930: 3737: 3710: 3593: 3553: 3499: 3457: 3437: 3346: 3310: 3274: 3236: 3207: 3187: 3158:quartz oscillators 3154: 3025: 2998: 2981: 2923: 2867: 2834: 2668: 2639: 2610: 2593: 2545: 2501: 2481: 2445: 2414: 2394: 2372: 2352: 2322: 2265: 2226: 2179: 2159: 2136: 2107: 2071: 2027: 2004: 1975: 1939: 1890: 1861: 1825: 1791: 1762: 1733: 1695: 1664: 1626: 1591: 1578: 1548: 1528: 1508: 1481: 1451: 1417: 1397: 1363: 1339: 1304: 1103: 1090: 1054:Graphic equalizers 1021: 1002: 915: 728: 658: 635: 601: 573: 439: 381: 361: 337: 308: 217: 192:professional audio 161:frequency spectrum 159:or process with a 129: 121: 92:Pink Noise (album) 10263: 10262: 10259: 10258: 10198:Wavelet denoising 10158:Thermal radiation 10153:Spectrum analyzer 9949:Statistical noise 9773:Atmospheric noise 9670:Noise temperature 9655:Noise measurement 9635:Acoustic quieting 9538:978-1-4244-0727-9 9361:978-0-521-46034-7 9227:(12): 2379–2394. 9103:{\displaystyle t} 9046:Electronic Design 8887:10.3390/e18040108 8705:Physical Review A 8559:(4766): 732–735. 8422:Physical Review X 8179:10.3390/s24020405 8048:Hei Wong (2003). 7577:978-1-5386-8116-9 7511:(11): e189–e192. 7472:978-1-4614-7320-6 7301:(5476): 599–601. 7181:(5533): 317–318. 6873:Mandelbrot, B. B. 6858:978-0-521-46034-7 6745:978-1-4493-1463-7 6585:(12): 2379–2394. 6528:Quantum 1/f noise 6433:spectrum analyzer 6413:Goldstone theorem 6067: 6045: 5901: 5762: 5645:{\displaystyle C} 5580: 5406: 5318: 5233: 5063: 4914: 4844: 4823: 4795: 4735: 4704: 4677: 4642: 4618: 4605: 4554: 4285: 4151: 4105: 3979: 3953:{\displaystyle K} 3886: 3855: 3842: 3791: 3708: 3635: 3591: 3484: 3460:{\displaystyle x} 3419: 3397: 3372: 3337: 3301: 3262: 3210:{\displaystyle t} 3138:far more accurate 3091:data series, the 2993: 2990: 2972: 2968: 2959: 2914: 2855: 2829: 2826: 2822: 2810: 2787: 2776: 2753: 2741: 2730: 2707: 2664: 2635: 2605: 2602: 2584: 2580: 2574: 2536: 2504:{\displaystyle d} 2484:{\displaystyle k} 2335: 2334: 2162:{\displaystyle d} 2030:{\displaystyle d} 1731: 1449: 1420:{\displaystyle d} 1395: 1361: 1342:Power-law spectra 1278: 1253: 1252: 1176: 1175: 1145: 1106:{\displaystyle N} 945:dynamical systems 937:quasi-equilibrium 795: 769: 768: 713: 711: 710: 661:{\displaystyle N} 485: 455: 430: 428: 427: 384:{\displaystyle u} 340:{\displaystyle N} 303: 232: 99:quantum 1/f noise 88: 87: 10293: 10251:Deep Image Prior 10240:Shrinkage Fields 10224:Bilateral filter 10173: 10172: 9778:Background noise 9675:Phase distortion 9613: 9606: 9599: 9590: 9589: 9550: 9511: 9476: 9438: 9400: 9398: 9375: 9365: 9342: 9311: 9285: 9262: 9244: 9216: 9206: 9171: 9111: 9109: 9107: 9106: 9101: 9088: 9077: 9076: 9074: 9072: 9057: 9051: 9050: 9040: 9034: 9033: 9031: 9029: 9023:Yamaha Pro Audio 9010: 9004: 9003: 9001: 8999: 8984: 8978: 8977: 8959: 8953: 8952: 8926: 8906: 8900: 8899: 8889: 8871: 8847: 8841: 8840: 8820: 8814: 8813: 8811: 8805:. Archived from 8800: 8791: 8785: 8784: 8782: 8781: 8767: 8761: 8760: 8758: 8757: 8743: 8737: 8736: 8700: 8694: 8693: 8691: 8679: 8673: 8672: 8644: 8638: 8637: 8611: 8591: 8585: 8584: 8573:10.1038/189732a0 8548: 8542: 8541: 8529: 8523: 8522: 8488: 8475: 8466: 8465: 8455: 8437: 8413: 8407: 8406: 8396: 8378: 8354: 8348: 8347: 8321: 8315: 8314: 8280: 8256: 8250: 8249: 8247: 8245: 8230: 8224: 8223: 8221: 8219: 8208: 8202: 8201: 8191: 8181: 8149: 8143: 8142: 8108: 8084: 8078: 8077: 8045: 8039: 8032: 8026: 8025: 8014:10.1063/1.340460 7985: 7979: 7978: 7975:10.1063/1.340460 7948: 7942: 7941: 7907: 7901: 7900: 7866: 7860: 7859: 7833: 7807: 7801: 7800: 7772: 7766: 7765: 7717: 7711: 7690: 7684: 7683: 7676: 7670: 7669: 7667: 7654: 7648: 7647: 7619: 7613: 7612: 7596: 7590: 7589: 7561: 7545: 7539: 7538: 7528: 7496: 7490: 7489: 7488: 7487: 7446: 7440: 7439: 7438: 7437: 7414: 7408: 7407: 7365: 7341: 7335: 7334: 7315:10.1038/251599a0 7286: 7280: 7279: 7251: 7245: 7244: 7241:10.1121/1.381721 7216: 7207: 7206: 7195:10.1038/258317a0 7170: 7164: 7163: 7143: 7134: 7127: 7121: 7120: 7070: 7064: 7063: 7030:(6): 4143–4149. 7015: 7009: 7008: 7000: 6994: 6993: 6973: 6962: 6961: 6959: 6958: 6944: 6938: 6937: 6909: 6903: 6902: 6869: 6863: 6862: 6844: 6835: 6834: 6816: 6789: 6788: 6786: 6785: 6779: 6768: 6759: 6753: 6752: 6735:Think Complexity 6729: 6723: 6722: 6682: 6676: 6675: 6657: 6648: 6647: 6645: 6643: 6627: 6621: 6620: 6602: 6576: 6567: 6457:audio amplifiers 6409:Butterfly effect 6213:Climate dynamics 6150: 6148: 6147: 6144:{\displaystyle } 6142: 6137: 6129: 6128: 6116: 6108: 6107: 6082: 6080: 6079: 6074: 6068: 6060: 6046: 6044: 6033: 5990:James E. Cutting 5962:action potential 5960:have shown that 5912: 5910: 5909: 5904: 5902: 5897: 5888: 5886: 5885: 5880: 5878: 5877: 5853: 5852: 5836: 5834: 5833: 5828: 5816: 5814: 5813: 5808: 5797: 5796: 5780: 5778: 5777: 5772: 5770: 5769: 5764: 5763: 5755: 5744: 5742: 5741: 5736: 5734: 5733: 5706: 5705: 5696: 5695: 5668: 5667: 5651: 5649: 5648: 5643: 5631: 5629: 5628: 5623: 5621: 5620: 5611: 5588: 5587: 5582: 5581: 5573: 5556: 5554: 5553: 5548: 5546: 5545: 5536: 5517: 5515: 5514: 5509: 5504: 5480: 5478: 5477: 5472: 5467: 5442: 5440: 5439: 5434: 5414: 5413: 5408: 5407: 5399: 5361: 5356: 5326: 5325: 5320: 5319: 5311: 5276: 5271: 5241: 5240: 5235: 5234: 5226: 5209: 5204: 5183: 5182: 5164: 5162: 5161: 5156: 5154: 5153: 5126: 5125: 5109: 5107: 5106: 5101: 5099: 5098: 5071: 5070: 5065: 5064: 5056: 5039: 5037: 5036: 5031: 5001: 4999: 4998: 4993: 4981: 4979: 4978: 4973: 4962: 4961: 4935: 4933: 4932: 4927: 4922: 4921: 4916: 4915: 4907: 4887: 4885: 4884: 4879: 4871: 4870: 4852: 4851: 4846: 4845: 4837: 4824: 4816: 4813: 4805: 4796: 4794: 4783: 4778: 4777: 4768: 4767: 4749: 4748: 4736: 4728: 4725: 4720: 4705: 4697: 4688: 4686: 4685: 4680: 4678: 4673: 4672: 4671: 4650: 4649: 4644: 4643: 4635: 4621: 4619: 4611: 4606: 4601: 4600: 4599: 4590: 4589: 4571: 4570: 4557: 4555: 4547: 4533: 4532: 4513: 4511: 4510: 4505: 4482: 4481: 4454: 4453: 4440: 4438: 4437: 4432: 4427: 4416: 4380: 4378: 4377: 4372: 4351: 4349: 4348: 4343: 4328: 4326: 4325: 4320: 4315: 4296: 4294: 4293: 4288: 4286: 4281: 4271: 4270: 4234: 4233: 4208: 4184: 4182: 4181: 4176: 4159: 4158: 4153: 4152: 4144: 4113: 4112: 4107: 4106: 4098: 4073: 4072: 4071: 4058: 4057: 4039: 4038: 4015: 4013: 4012: 4007: 4005: 4004: 3980: 3977: 3959: 3957: 3956: 3951: 3939: 3937: 3936: 3931: 3929: 3928: 3919: 3918: 3900: 3899: 3887: 3879: 3876: 3871: 3856: 3848: 3843: 3838: 3837: 3836: 3827: 3826: 3808: 3807: 3794: 3792: 3784: 3770: 3769: 3746: 3744: 3743: 3738: 3736: 3735: 3719: 3717: 3716: 3711: 3709: 3704: 3657: 3637: 3636: 3628: 3624: 3604: 3592: 3584: 3579: 3578: 3562: 3560: 3559: 3556:{\displaystyle } 3554: 3508: 3506: 3505: 3500: 3492: 3491: 3486: 3485: 3477: 3466: 3464: 3463: 3458: 3446: 3444: 3443: 3438: 3427: 3426: 3421: 3420: 3412: 3405: 3404: 3399: 3398: 3390: 3374: 3373: 3365: 3355: 3353: 3352: 3347: 3345: 3344: 3339: 3338: 3330: 3319: 3317: 3316: 3311: 3309: 3308: 3303: 3302: 3294: 3283: 3281: 3280: 3275: 3264: 3263: 3255: 3245: 3243: 3242: 3237: 3216: 3214: 3213: 3208: 3196: 3194: 3193: 3188: 3034: 3032: 3031: 3026: 3024: 3023: 3007: 3005: 3004: 2999: 2994: 2992: 2991: 2983: 2980: 2970: 2969: 2964: 2960: 2955: 2941: 2936: 2935: 2925: 2922: 2912: 2876: 2874: 2873: 2868: 2857: 2856: 2853: 2843: 2841: 2840: 2835: 2830: 2828: 2827: 2825: 2824: 2823: 2820: 2813: 2812: 2811: 2808: 2801: 2792: 2788: 2783: 2779: 2778: 2777: 2774: 2760: 2755: 2754: 2751: 2742: 2737: 2733: 2732: 2731: 2728: 2714: 2709: 2708: 2705: 2701: 2677: 2675: 2674: 2669: 2667: 2666: 2665: 2662: 2648: 2646: 2645: 2640: 2638: 2637: 2636: 2633: 2619: 2617: 2616: 2611: 2606: 2604: 2603: 2595: 2592: 2582: 2581: 2576: 2575: 2570: 2556: 2547: 2544: 2534: 2510: 2508: 2507: 2502: 2490: 2488: 2487: 2482: 2454: 2452: 2451: 2446: 2438: 2423: 2421: 2420: 2415: 2403: 2401: 2400: 2395: 2393: 2381: 2379: 2378: 2373: 2361: 2359: 2358: 2353: 2331: 2329: 2328: 2323: 2321: 2320: 2290: 2274: 2272: 2271: 2266: 2264: 2263: 2251: 2235: 2233: 2232: 2227: 2225: 2224: 2220: 2204: 2188: 2186: 2185: 2180: 2168: 2166: 2165: 2160: 2145: 2143: 2142: 2137: 2132: 2116: 2114: 2113: 2108: 2106: 2105: 2096: 2080: 2078: 2077: 2072: 2070: 2069: 2065: 2052: 2036: 2034: 2033: 2028: 2013: 2011: 2010: 2005: 2000: 1984: 1982: 1981: 1976: 1974: 1973: 1964: 1948: 1946: 1945: 1940: 1938: 1937: 1933: 1920: 1899: 1897: 1896: 1891: 1886: 1870: 1868: 1867: 1862: 1860: 1859: 1850: 1834: 1832: 1831: 1826: 1821: 1800: 1798: 1797: 1792: 1787: 1771: 1769: 1768: 1763: 1758: 1742: 1740: 1739: 1734: 1732: 1727: 1725: 1704: 1702: 1701: 1696: 1673: 1671: 1670: 1665: 1654: 1653: 1635: 1633: 1632: 1627: 1616: 1615: 1594: 1590: 1587: 1585: 1584: 1579: 1557: 1555: 1554: 1549: 1537: 1535: 1534: 1529: 1517: 1515: 1514: 1509: 1507: 1506: 1490: 1488: 1487: 1482: 1480: 1479: 1460: 1458: 1457: 1452: 1450: 1448: 1447: 1435: 1426: 1424: 1423: 1418: 1406: 1404: 1403: 1398: 1396: 1394: 1393: 1381: 1372: 1370: 1369: 1364: 1362: 1354: 1313: 1311: 1310: 1305: 1300: 1296: 1295: 1279: 1274: 1263: 1254: 1248: 1244: 1241: 1231: 1222: 1177: 1171: 1163: 1159: 1146: 1138: 1112: 1110: 1109: 1104: 972:) to describe 1/ 966:fractional noise 933:condensed-matter 924: 922: 921: 916: 887: 886: 855: 854: 838: 834: 833: 832: 796: 791: 783: 770: 767: 766: 754: 753: 744: 743: 742: 730: 727: 712: 706: 705: 697: 667: 665: 664: 659: 644: 642: 641: 636: 634: 633: 610: 608: 607: 602: 600: 599: 582: 580: 579: 574: 545: 544: 516: 515: 499: 498: 486: 481: 467: 456: 451: 450: 441: 438: 429: 420: 419: 390: 388: 387: 382: 370: 368: 367: 362: 346: 344: 343: 338: 317: 315: 314: 309: 304: 302: 301: 289: 234: 233: 214: 149:fractional noise 144: 143: 139: 80: 73: 66: 19: 18: 10301: 10300: 10296: 10295: 10294: 10292: 10291: 10290: 10266: 10265: 10264: 10255: 10229:Non-local means 10202: 10183:Low-pass filter 10168: 10162: 10148:Noise generator 10138:Colors of noise 10116: 10023: 10019: 10008: 10004: 9953: 9875: 9869: 9849:Coherent noise 9825:(thermal noise) 9755: 9679: 9665:Noise reduction 9623: 9617: 9557: 9539: 9459:(10): 157–176. 9421:(23): 541–567. 9396: 9373: 9362: 9318:Physical Review 9242:10.1.1.136.1345 9214: 9120: 9115: 9114: 9095: 9092: 9091: 9089: 9085: 9080: 9070: 9068: 9058: 9054: 9041: 9037: 9027: 9025: 9019:Yamaha Insights 9011: 9007: 8997: 8995: 8985: 8981: 8974: 8960: 8956: 8907: 8903: 8848: 8844: 8821: 8817: 8809: 8798: 8792: 8788: 8779: 8777: 8769: 8768: 8764: 8755: 8753: 8745: 8744: 8740: 8701: 8697: 8689:physics/0204033 8680: 8676: 8645: 8641: 8592: 8588: 8549: 8545: 8530: 8526: 8486: 8476: 8469: 8414: 8410: 8355: 8351: 8336: 8322: 8318: 8257: 8253: 8243: 8241: 8231: 8227: 8217: 8215: 8209: 8205: 8150: 8146: 8085: 8081: 8046: 8042: 8038:, Prentice–Hall 8033: 8029: 7986: 7982: 7949: 7945: 7908: 7904: 7867: 7863: 7831:10.1.1.136.1992 7808: 7804: 7773: 7769: 7718: 7714: 7709:Wayback Machine 7691: 7687: 7678: 7677: 7673: 7665: 7661: 7655: 7651: 7620: 7616: 7597: 7593: 7578: 7546: 7542: 7497: 7493: 7485: 7483: 7473: 7447: 7443: 7435: 7433: 7415: 7411: 7342: 7338: 7287: 7283: 7252: 7248: 7217: 7210: 7171: 7167: 7144: 7137: 7128: 7124: 7071: 7067: 7016: 7012: 7001: 6997: 6974: 6965: 6956: 6954: 6946: 6945: 6941: 6910: 6906: 6899:10.1137/1010093 6870: 6866: 6859: 6845: 6838: 6817: 6792: 6783: 6781: 6777: 6766: 6760: 6756: 6746: 6730: 6726: 6683: 6679: 6672: 6658: 6651: 6641: 6639: 6629: 6628: 6624: 6600:10.1.1.136.1345 6574: 6568: 6561: 6557: 6552: 6498:Colors of noise 6473: 6445:audio equalizer 6421: 6304: 6298: 6235:Brownian motion 6227: 6215: 6167: 6130: 6124: 6120: 6109: 6100: 6096: 6091: 6088: 6087: 6059: 6037: 6032: 6029: 6026: 6025: 6016: 6010: 5922: 5896: 5894: 5891: 5890: 5870: 5866: 5848: 5844: 5842: 5839: 5838: 5822: 5819: 5818: 5792: 5788: 5786: 5783: 5782: 5765: 5754: 5753: 5752: 5750: 5747: 5746: 5723: 5719: 5701: 5697: 5685: 5681: 5663: 5659: 5657: 5654: 5653: 5637: 5634: 5633: 5616: 5612: 5607: 5583: 5572: 5571: 5570: 5562: 5559: 5558: 5541: 5537: 5532: 5527: 5524: 5523: 5521: 5500: 5486: 5483: 5482: 5481:with bandwidth 5463: 5452: 5449: 5448: 5409: 5398: 5397: 5396: 5357: 5352: 5321: 5310: 5309: 5308: 5272: 5267: 5236: 5225: 5224: 5223: 5205: 5200: 5178: 5174: 5172: 5169: 5168: 5143: 5139: 5121: 5117: 5115: 5112: 5111: 5091: 5087: 5066: 5055: 5054: 5053: 5045: 5042: 5041: 5007: 5004: 5003: 4987: 4984: 4983: 4957: 4953: 4951: 4948: 4947: 4917: 4906: 4905: 4904: 4893: 4890: 4889: 4866: 4862: 4847: 4836: 4835: 4834: 4815: 4806: 4801: 4787: 4782: 4773: 4769: 4757: 4753: 4744: 4740: 4727: 4721: 4710: 4696: 4694: 4691: 4690: 4667: 4663: 4645: 4634: 4633: 4632: 4622: 4620: 4610: 4595: 4591: 4579: 4575: 4566: 4562: 4558: 4556: 4546: 4528: 4524: 4522: 4519: 4518: 4477: 4476: 4449: 4448: 4446: 4443: 4442: 4423: 4412: 4386: 4383: 4382: 4357: 4354: 4353: 4334: 4331: 4330: 4329:and wavelength 4311: 4306: 4303: 4302: 4251: 4247: 4217: 4213: 4209: 4207: 4190: 4187: 4186: 4154: 4143: 4142: 4141: 4108: 4097: 4096: 4095: 4067: 4066: 4062: 4047: 4043: 4034: 4030: 4028: 4025: 4024: 3997: 3993: 3976: 3965: 3962: 3961: 3945: 3942: 3941: 3924: 3920: 3908: 3904: 3895: 3891: 3878: 3872: 3861: 3847: 3832: 3828: 3816: 3812: 3803: 3799: 3795: 3793: 3783: 3765: 3761: 3759: 3756: 3755: 3731: 3727: 3725: 3722: 3721: 3658: 3656: 3627: 3626: 3605: 3597: 3583: 3574: 3570: 3568: 3565: 3564: 3518: 3515: 3514: 3487: 3476: 3475: 3474: 3472: 3469: 3468: 3452: 3449: 3448: 3422: 3411: 3410: 3409: 3400: 3389: 3388: 3387: 3364: 3363: 3361: 3358: 3357: 3340: 3329: 3328: 3327: 3325: 3322: 3321: 3304: 3293: 3292: 3291: 3289: 3286: 3285: 3254: 3253: 3251: 3248: 3247: 3222: 3219: 3218: 3202: 3199: 3198: 3173: 3170: 3169: 3127: 3121: 3045: 3019: 3015: 3013: 3010: 3009: 2982: 2976: 2971: 2942: 2940: 2931: 2927: 2926: 2924: 2918: 2913: 2911: 2894: 2891: 2890: 2887: 2852: 2851: 2849: 2846: 2845: 2819: 2818: 2814: 2807: 2806: 2802: 2800: 2793: 2773: 2772: 2768: 2761: 2759: 2750: 2749: 2727: 2726: 2722: 2715: 2713: 2704: 2703: 2702: 2700: 2683: 2680: 2679: 2661: 2660: 2656: 2654: 2651: 2650: 2632: 2631: 2627: 2625: 2622: 2621: 2594: 2588: 2583: 2557: 2555: 2548: 2546: 2540: 2535: 2533: 2516: 2513: 2512: 2496: 2493: 2492: 2476: 2473: 2472: 2469: 2461: 2459:Autocorrelation 2434: 2429: 2426: 2425: 2409: 2406: 2405: 2389: 2387: 2384: 2383: 2367: 2364: 2363: 2347: 2344: 2343: 2340: 2295: 2291: 2286: 2281: 2278: 2277: 2256: 2252: 2247: 2242: 2239: 2238: 2216: 2209: 2205: 2200: 2195: 2192: 2191: 2174: 2171: 2170: 2154: 2151: 2150: 2128: 2123: 2120: 2119: 2101: 2097: 2092: 2087: 2084: 2083: 2061: 2057: 2053: 2048: 2043: 2040: 2039: 2022: 2019: 2018: 1996: 1991: 1988: 1987: 1969: 1965: 1960: 1955: 1952: 1951: 1929: 1925: 1921: 1916: 1911: 1908: 1907: 1882: 1877: 1874: 1873: 1855: 1851: 1846: 1841: 1838: 1837: 1817: 1812: 1809: 1808: 1783: 1778: 1775: 1774: 1754: 1749: 1746: 1745: 1726: 1721: 1716: 1713: 1712: 1681: 1678: 1677: 1649: 1645: 1643: 1640: 1639: 1611: 1607: 1605: 1602: 1601: 1567: 1564: 1563: 1543: 1540: 1539: 1523: 1520: 1519: 1502: 1498: 1496: 1493: 1492: 1475: 1471: 1469: 1466: 1465: 1443: 1439: 1434: 1432: 1429: 1428: 1412: 1409: 1408: 1389: 1385: 1380: 1378: 1375: 1374: 1353: 1351: 1348: 1347: 1344: 1330: 1324:of dimensions. 1264: 1262: 1261: 1243: 1227: 1223: 1212: 1167: 1158: 1151: 1147: 1137: 1120: 1117: 1116: 1098: 1095: 1094: 1082: 994: 941:non-equilibrium 879: 875: 847: 843: 825: 821: 784: 782: 781: 777: 762: 758: 749: 745: 735: 731: 729: 717: 698: 696: 673: 670: 669: 653: 650: 649: 629: 625: 623: 620: 619: 595: 591: 589: 586: 585: 540: 536: 511: 507: 494: 490: 468: 466: 446: 442: 440: 434: 418: 398: 395: 394: 376: 373: 372: 356: 353: 352: 332: 329: 328: 297: 293: 288: 271: 268: 267: 262: 261: 253: 251: 250: 249: 248: 235: 228: 225: 218: 212: 207: 141: 137: 136: 109: 102: 95: 84: 23:Colors of noise 17: 12: 11: 5: 10299: 10289: 10288: 10283: 10278: 10261: 10260: 10257: 10256: 10254: 10253: 10248: 10242: 10237: 10231: 10226: 10221: 10216: 10210: 10208: 10204: 10203: 10201: 10200: 10195: 10190: 10185: 10179: 10177: 10170: 10164: 10163: 10161: 10160: 10155: 10150: 10145: 10140: 10135: 10130: 10124: 10122: 10121:Related topics 10118: 10117: 10115: 10114: 10104: 10094: 10084: 10079: 10061: 10047: 10037: 10027: 10021: 10017: 10012: 10006: 10002: 9997: 9990: 9976: 9961: 9959: 9955: 9954: 9952: 9951: 9946: 9941: 9936: 9930: 9925: 9920: 9915: 9910: 9905: 9900: 9895: 9890: 9885: 9879: 9877: 9871: 9870: 9868: 9867: 9866: 9865: 9860: 9858:Gradient noise 9855: 9847: 9842: 9837: 9831: 9826: 9820: 9815: 9810: 9805: 9803:Gaussian noise 9800: 9795: 9790: 9785: 9783:Brownian noise 9780: 9775: 9770: 9763: 9761: 9760:Class of noise 9757: 9756: 9754: 9753: 9748: 9746:Transportation 9743: 9738: 9733: 9728: 9723: 9718: 9713: 9708: 9703: 9698: 9693: 9687: 9685: 9681: 9680: 9678: 9677: 9672: 9667: 9662: 9657: 9652: 9647: 9642: 9637: 9631: 9629: 9625: 9624: 9616: 9615: 9608: 9601: 9593: 9587: 9586: 9581: 9576: 9563: 9556: 9555:External links 9553: 9552: 9551: 9537: 9512: 9494:(3): 212–218. 9477: 9439: 9401: 9384:(4): 103–119. 9366: 9360: 9343: 9312: 9283:10.1.1.24.4883 9276:(2): 161–209. 9263: 9207: 9189:(3): 497–516. 9172: 9138:(4): 381–384. 9119: 9116: 9113: 9112: 9099: 9082: 9081: 9079: 9078: 9052: 9035: 9005: 8979: 8972: 8954: 8917:(8): 1650086. 8901: 8842: 8815: 8812:on 2011-10-04. 8786: 8762: 8738: 8695: 8674: 8639: 8586: 8543: 8524: 8467: 8408: 8349: 8334: 8316: 8271:(10): 108701. 8251: 8225: 8203: 8144: 8099:(8): 549–555. 8079: 8060:(4): 585–599. 8040: 8027: 7980: 7943: 7924:(3): 497–516. 7902: 7883:(2): 537–571. 7861: 7802: 7783:(4): 296–301. 7767: 7712: 7702:original study 7685: 7671: 7649: 7630:(3): 331–350. 7614: 7591: 7576: 7540: 7491: 7471: 7441: 7409: 7336: 7281: 7246: 7227:(1): 258–263. 7208: 7165: 7135: 7122: 7087:(4): 381–384. 7065: 7010: 6995: 6984:(4): 103–119. 6963: 6939: 6920:(1): 260–267. 6904: 6885:(4): 422–437. 6864: 6857: 6836: 6790: 6771:Wireless World 6754: 6744: 6724: 6697:(3): 227–231. 6677: 6670: 6649: 6636:Sound on Sound 6622: 6558: 6556: 6553: 6551: 6550: 6545: 6540: 6535: 6530: 6525: 6520: 6515: 6510: 6505: 6500: 6495: 6490: 6488:Brownian noise 6485: 6480: 6474: 6472: 6469: 6420: 6417: 6308:semiconductors 6297: 6294: 6271:Hurst exponent 6259:Brownian noise 6226: 6223: 6219:climate system 6214: 6211: 6166: 6163: 6140: 6136: 6133: 6127: 6123: 6119: 6115: 6112: 6106: 6103: 6099: 6095: 6071: 6066: 6063: 6058: 6055: 6052: 6049: 6043: 6040: 6036: 6012:Main article: 6009: 6006: 5921: 5918: 5900: 5876: 5873: 5869: 5865: 5862: 5859: 5856: 5851: 5847: 5826: 5806: 5803: 5800: 5795: 5791: 5768: 5761: 5758: 5732: 5729: 5726: 5722: 5718: 5715: 5712: 5709: 5704: 5700: 5694: 5691: 5688: 5684: 5680: 5677: 5674: 5671: 5666: 5662: 5641: 5619: 5615: 5610: 5606: 5603: 5600: 5597: 5594: 5591: 5586: 5579: 5576: 5569: 5566: 5544: 5540: 5535: 5531: 5507: 5503: 5499: 5496: 5493: 5490: 5470: 5466: 5462: 5459: 5456: 5432: 5429: 5426: 5423: 5420: 5417: 5412: 5405: 5402: 5395: 5392: 5389: 5386: 5383: 5380: 5377: 5374: 5371: 5368: 5365: 5360: 5355: 5351: 5347: 5344: 5341: 5338: 5335: 5332: 5329: 5324: 5317: 5314: 5307: 5304: 5301: 5298: 5295: 5292: 5289: 5286: 5283: 5280: 5275: 5270: 5266: 5262: 5259: 5256: 5253: 5250: 5247: 5244: 5239: 5232: 5229: 5222: 5219: 5216: 5213: 5208: 5203: 5199: 5195: 5192: 5189: 5186: 5181: 5177: 5152: 5149: 5146: 5142: 5138: 5135: 5132: 5129: 5124: 5120: 5097: 5094: 5090: 5086: 5083: 5080: 5077: 5074: 5069: 5062: 5059: 5052: 5049: 5029: 5026: 5023: 5020: 5017: 5014: 5011: 4991: 4971: 4968: 4965: 4960: 4956: 4938:power spectrum 4925: 4920: 4913: 4910: 4903: 4900: 4897: 4877: 4874: 4869: 4865: 4861: 4858: 4855: 4850: 4843: 4840: 4833: 4830: 4827: 4822: 4819: 4812: 4809: 4804: 4800: 4793: 4790: 4786: 4781: 4776: 4772: 4766: 4763: 4760: 4756: 4752: 4747: 4743: 4739: 4734: 4731: 4724: 4719: 4716: 4713: 4709: 4703: 4700: 4676: 4670: 4666: 4662: 4659: 4656: 4653: 4648: 4641: 4638: 4631: 4628: 4625: 4617: 4614: 4609: 4604: 4598: 4594: 4588: 4585: 4582: 4578: 4574: 4569: 4565: 4561: 4553: 4550: 4545: 4542: 4539: 4536: 4531: 4527: 4503: 4500: 4497: 4494: 4491: 4488: 4485: 4480: 4475: 4472: 4469: 4466: 4463: 4460: 4457: 4452: 4430: 4426: 4422: 4419: 4415: 4411: 4408: 4405: 4402: 4399: 4396: 4393: 4390: 4370: 4367: 4364: 4361: 4341: 4338: 4318: 4314: 4310: 4284: 4280: 4277: 4274: 4269: 4266: 4263: 4260: 4257: 4254: 4250: 4246: 4243: 4240: 4237: 4232: 4229: 4226: 4223: 4220: 4216: 4212: 4206: 4203: 4200: 4197: 4194: 4174: 4171: 4168: 4165: 4162: 4157: 4150: 4147: 4140: 4137: 4134: 4131: 4128: 4125: 4122: 4119: 4116: 4111: 4104: 4101: 4094: 4091: 4088: 4085: 4082: 4079: 4076: 4070: 4065: 4061: 4056: 4053: 4050: 4046: 4042: 4037: 4033: 4003: 4000: 3996: 3992: 3989: 3986: 3983: 3975: 3972: 3969: 3949: 3927: 3923: 3917: 3914: 3911: 3907: 3903: 3898: 3894: 3890: 3885: 3882: 3875: 3870: 3867: 3864: 3860: 3854: 3851: 3846: 3841: 3835: 3831: 3825: 3822: 3819: 3815: 3811: 3806: 3802: 3798: 3790: 3787: 3782: 3779: 3776: 3773: 3768: 3764: 3752:Allan variance 3734: 3730: 3707: 3703: 3700: 3697: 3694: 3691: 3688: 3685: 3682: 3679: 3676: 3673: 3670: 3667: 3664: 3661: 3655: 3652: 3649: 3646: 3643: 3640: 3634: 3631: 3623: 3620: 3617: 3614: 3611: 3608: 3603: 3600: 3596: 3590: 3587: 3582: 3577: 3573: 3552: 3549: 3546: 3543: 3540: 3537: 3534: 3531: 3528: 3525: 3522: 3498: 3495: 3490: 3483: 3480: 3467:, we can have 3456: 3436: 3433: 3430: 3425: 3418: 3415: 3408: 3403: 3396: 3393: 3386: 3383: 3380: 3377: 3371: 3368: 3343: 3336: 3333: 3307: 3300: 3297: 3273: 3270: 3267: 3261: 3258: 3235: 3232: 3229: 3226: 3206: 3186: 3183: 3180: 3177: 3125:Allan variance 3123:Main article: 3120: 3117: 3110:(1978) in his 3108:Martin Gardner 3089:meteorological 3044: 3041: 3022: 3018: 2997: 2989: 2986: 2979: 2975: 2967: 2963: 2958: 2954: 2951: 2948: 2945: 2939: 2934: 2930: 2921: 2917: 2910: 2907: 2904: 2901: 2898: 2886: 2883: 2866: 2863: 2860: 2833: 2817: 2805: 2799: 2796: 2791: 2786: 2782: 2771: 2767: 2764: 2758: 2748: 2745: 2740: 2736: 2725: 2721: 2718: 2712: 2699: 2696: 2693: 2690: 2687: 2659: 2630: 2609: 2601: 2598: 2591: 2587: 2579: 2573: 2569: 2566: 2563: 2560: 2554: 2551: 2543: 2539: 2532: 2529: 2526: 2523: 2520: 2500: 2480: 2468: 2465: 2460: 2457: 2444: 2441: 2437: 2433: 2413: 2392: 2371: 2351: 2339: 2336: 2333: 2332: 2319: 2316: 2313: 2310: 2307: 2304: 2301: 2298: 2294: 2289: 2285: 2275: 2262: 2259: 2255: 2250: 2246: 2236: 2223: 2219: 2215: 2212: 2208: 2203: 2199: 2189: 2178: 2158: 2147: 2146: 2135: 2131: 2127: 2117: 2104: 2100: 2095: 2091: 2081: 2068: 2064: 2060: 2056: 2051: 2047: 2037: 2026: 2015: 2014: 2003: 1999: 1995: 1985: 1972: 1968: 1963: 1959: 1949: 1936: 1932: 1928: 1924: 1919: 1915: 1905: 1901: 1900: 1889: 1885: 1881: 1871: 1858: 1854: 1849: 1845: 1835: 1824: 1820: 1816: 1806: 1802: 1801: 1790: 1786: 1782: 1772: 1761: 1757: 1753: 1743: 1730: 1724: 1720: 1710: 1706: 1705: 1694: 1691: 1688: 1685: 1674: 1663: 1660: 1657: 1652: 1648: 1636: 1625: 1622: 1619: 1614: 1610: 1598: 1577: 1574: 1571: 1547: 1527: 1505: 1501: 1478: 1474: 1446: 1442: 1438: 1416: 1392: 1388: 1384: 1360: 1357: 1343: 1340: 1329: 1326: 1303: 1299: 1294: 1291: 1288: 1285: 1282: 1277: 1273: 1270: 1267: 1260: 1257: 1251: 1247: 1240: 1237: 1234: 1230: 1226: 1221: 1218: 1215: 1211: 1207: 1204: 1201: 1198: 1195: 1192: 1189: 1186: 1183: 1180: 1174: 1170: 1166: 1162: 1157: 1154: 1150: 1144: 1141: 1136: 1133: 1130: 1127: 1124: 1102: 1081: 1078: 1012:(right) on an 993: 990: 914: 911: 908: 905: 902: 899: 896: 893: 890: 885: 882: 878: 873: 870: 867: 864: 861: 858: 853: 850: 846: 841: 837: 831: 828: 824: 820: 817: 814: 811: 808: 805: 802: 799: 794: 790: 787: 780: 776: 773: 765: 761: 757: 752: 748: 741: 738: 734: 726: 723: 720: 716: 709: 704: 701: 695: 692: 689: 686: 683: 680: 677: 657: 632: 628: 598: 594: 572: 569: 566: 563: 560: 557: 554: 551: 548: 543: 539: 534: 531: 528: 525: 522: 519: 514: 510: 505: 502: 497: 493: 489: 484: 480: 477: 474: 471: 465: 462: 459: 454: 449: 445: 437: 433: 426: 423: 417: 414: 411: 408: 405: 402: 380: 360: 336: 307: 300: 296: 292: 287: 284: 281: 278: 275: 252: 246:peak amplitude 236: 226: 221: 220: 219: 210: 209: 208: 206: 203: 163:such that the 86: 85: 83: 82: 75: 68: 60: 57: 56: 55: 54: 49: 44: 42:Red (Brownian) 39: 34: 26: 25: 15: 9: 6: 4: 3: 2: 10298: 10287: 10284: 10282: 10279: 10277: 10274: 10273: 10271: 10252: 10249: 10246: 10243: 10241: 10238: 10235: 10232: 10230: 10227: 10225: 10222: 10220: 10217: 10215: 10214:Gaussian blur 10212: 10211: 10209: 10205: 10199: 10196: 10194: 10191: 10189: 10188:Median filter 10186: 10184: 10181: 10180: 10178: 10174: 10171: 10165: 10159: 10156: 10154: 10151: 10149: 10146: 10144: 10141: 10139: 10136: 10134: 10131: 10129: 10126: 10125: 10123: 10119: 10112: 10108: 10105: 10102: 10098: 10095: 10092: 10088: 10085: 10083: 10080: 10077: 10073: 10069: 10065: 10062: 10059: 10055: 10051: 10048: 10045: 10041: 10038: 10035: 10031: 10028: 10025: 10024: 10013: 10010: 10009: 9998: 9996: 9995: 9991: 9988: 9984: 9980: 9977: 9974: 9970: 9966: 9963: 9962: 9960: 9956: 9950: 9947: 9945: 9942: 9940: 9937: 9934: 9931: 9929: 9926: 9924: 9923:Noise shaping 9921: 9919: 9916: 9914: 9911: 9909: 9906: 9904: 9901: 9899: 9896: 9894: 9891: 9889: 9886: 9884: 9881: 9880: 9878: 9872: 9864: 9861: 9859: 9856: 9854: 9851: 9850: 9848: 9846: 9843: 9841: 9838: 9836:(or q. noise) 9835: 9832: 9830: 9827: 9824: 9821: 9819: 9816: 9814: 9811: 9809: 9806: 9804: 9801: 9799: 9798:Flicker noise 9796: 9794: 9791: 9789: 9786: 9784: 9781: 9779: 9776: 9774: 9771: 9768: 9765: 9764: 9762: 9758: 9752: 9749: 9747: 9744: 9742: 9741:Sound masking 9739: 9737: 9734: 9732: 9729: 9727: 9724: 9722: 9719: 9717: 9714: 9712: 9709: 9707: 9704: 9702: 9699: 9697: 9694: 9692: 9689: 9688: 9686: 9682: 9676: 9673: 9671: 9668: 9666: 9663: 9661: 9658: 9656: 9653: 9651: 9650:Noise control 9648: 9646: 9643: 9641: 9638: 9636: 9633: 9632: 9630: 9626: 9621: 9614: 9609: 9607: 9602: 9600: 9595: 9594: 9591: 9585: 9582: 9580: 9577: 9575: 9573: 9569: 9564: 9562: 9559: 9558: 9548: 9544: 9540: 9534: 9530: 9526: 9522: 9518: 9513: 9509: 9505: 9501: 9497: 9493: 9489: 9488: 9483: 9478: 9474: 9470: 9466: 9462: 9458: 9454: 9453: 9448: 9444: 9440: 9436: 9432: 9428: 9424: 9420: 9416: 9415: 9410: 9406: 9402: 9395: 9391: 9387: 9383: 9379: 9372: 9367: 9363: 9357: 9353: 9349: 9344: 9340: 9336: 9332: 9328: 9324: 9320: 9319: 9313: 9309: 9305: 9301: 9297: 9293: 9289: 9284: 9279: 9275: 9271: 9270: 9264: 9260: 9256: 9252: 9248: 9243: 9238: 9234: 9230: 9226: 9222: 9221: 9213: 9208: 9204: 9200: 9196: 9192: 9188: 9184: 9183: 9178: 9173: 9169: 9165: 9161: 9157: 9153: 9149: 9145: 9141: 9137: 9133: 9132: 9127: 9122: 9121: 9097: 9087: 9083: 9067: 9063: 9056: 9048: 9047: 9039: 9024: 9020: 9016: 9009: 8994: 8990: 8983: 8975: 8973:9781351768184 8969: 8965: 8958: 8950: 8946: 8942: 8938: 8934: 8930: 8925: 8920: 8916: 8912: 8905: 8897: 8893: 8888: 8883: 8879: 8875: 8870: 8865: 8861: 8857: 8853: 8846: 8838: 8834: 8830: 8826: 8819: 8808: 8804: 8797: 8790: 8776: 8772: 8766: 8752: 8748: 8742: 8734: 8730: 8726: 8722: 8718: 8714: 8710: 8706: 8699: 8690: 8685: 8678: 8670: 8666: 8662: 8658: 8654: 8650: 8643: 8635: 8631: 8627: 8623: 8619: 8615: 8610: 8605: 8602:(1): 89–142. 8601: 8597: 8590: 8582: 8578: 8574: 8570: 8566: 8562: 8558: 8554: 8547: 8539: 8535: 8528: 8520: 8516: 8512: 8508: 8504: 8500: 8497:(6): 066120. 8496: 8492: 8485: 8483: 8474: 8472: 8463: 8459: 8454: 8449: 8445: 8441: 8436: 8431: 8428:(1): 011019. 8427: 8423: 8419: 8412: 8404: 8400: 8395: 8390: 8386: 8382: 8377: 8372: 8369:(2): 023029. 8368: 8364: 8360: 8353: 8345: 8341: 8337: 8335:9780511674983 8331: 8327: 8320: 8312: 8308: 8304: 8300: 8296: 8292: 8288: 8284: 8279: 8274: 8270: 8266: 8262: 8255: 8240: 8236: 8229: 8214: 8207: 8199: 8195: 8190: 8185: 8180: 8175: 8171: 8167: 8163: 8159: 8155: 8148: 8140: 8136: 8132: 8128: 8124: 8120: 8116: 8112: 8107: 8102: 8098: 8094: 8090: 8083: 8075: 8071: 8067: 8063: 8059: 8055: 8051: 8044: 8037: 8031: 8023: 8019: 8015: 8011: 8007: 8003: 7999: 7995: 7991: 7984: 7976: 7972: 7968: 7964: 7960: 7956: 7955: 7947: 7939: 7935: 7931: 7927: 7923: 7919: 7918: 7913: 7906: 7898: 7894: 7890: 7886: 7882: 7878: 7877: 7872: 7865: 7857: 7853: 7849: 7845: 7841: 7837: 7832: 7827: 7823: 7819: 7818: 7813: 7806: 7798: 7794: 7790: 7786: 7782: 7778: 7771: 7763: 7759: 7755: 7751: 7747: 7743: 7739: 7735: 7731: 7727: 7723: 7716: 7710: 7706: 7703: 7699: 7695: 7689: 7681: 7675: 7664: 7659: 7653: 7645: 7641: 7637: 7633: 7629: 7625: 7618: 7610: 7606: 7602: 7595: 7587: 7583: 7579: 7573: 7569: 7565: 7560: 7555: 7551: 7544: 7536: 7532: 7527: 7522: 7518: 7514: 7510: 7506: 7502: 7495: 7482: 7478: 7474: 7468: 7464: 7460: 7456: 7452: 7445: 7432: 7428: 7424: 7420: 7413: 7405: 7401: 7397: 7393: 7389: 7385: 7381: 7377: 7373: 7369: 7364: 7359: 7355: 7351: 7347: 7340: 7332: 7328: 7324: 7320: 7316: 7312: 7308: 7304: 7300: 7296: 7292: 7285: 7277: 7273: 7269: 7265: 7261: 7257: 7250: 7242: 7238: 7234: 7230: 7226: 7222: 7215: 7213: 7204: 7200: 7196: 7192: 7188: 7184: 7180: 7176: 7169: 7161: 7157: 7153: 7149: 7142: 7140: 7132: 7126: 7118: 7114: 7110: 7106: 7102: 7098: 7094: 7090: 7086: 7082: 7081: 7076: 7069: 7061: 7057: 7053: 7049: 7045: 7041: 7037: 7033: 7029: 7025: 7021: 7014: 7006: 6999: 6991: 6987: 6983: 6979: 6972: 6970: 6968: 6953: 6949: 6943: 6935: 6931: 6927: 6923: 6919: 6915: 6908: 6900: 6896: 6892: 6888: 6884: 6880: 6879: 6874: 6868: 6860: 6854: 6850: 6843: 6841: 6832: 6828: 6824: 6823: 6815: 6813: 6811: 6809: 6807: 6805: 6803: 6801: 6799: 6797: 6795: 6776: 6772: 6765: 6758: 6751: 6747: 6741: 6737: 6736: 6728: 6720: 6716: 6712: 6708: 6704: 6700: 6696: 6692: 6688: 6681: 6673: 6671:0-88188-900-8 6667: 6663: 6656: 6654: 6638: 6637: 6632: 6626: 6618: 6614: 6610: 6606: 6601: 6596: 6592: 6588: 6584: 6580: 6573: 6566: 6564: 6559: 6549: 6546: 6544: 6543:Sound masking 6541: 6539: 6536: 6534: 6531: 6529: 6526: 6524: 6521: 6519: 6516: 6514: 6513:Flicker noise 6511: 6509: 6506: 6504: 6501: 6499: 6496: 6494: 6491: 6489: 6486: 6484: 6481: 6479: 6476: 6475: 6468: 6466: 6462: 6458: 6454: 6449: 6446: 6442: 6438: 6434: 6430: 6426: 6419:Audio testing 6416: 6414: 6410: 6406: 6402: 6398: 6394: 6390: 6389:supersymmetry 6386: 6382: 6378: 6373: 6371: 6367: 6363: 6359: 6354: 6352: 6348: 6344: 6340: 6336: 6332: 6328: 6324: 6320: 6316: 6311: 6309: 6303: 6293: 6291: 6287: 6283: 6279: 6275: 6272: 6268: 6264: 6260: 6256: 6252: 6248: 6244: 6241:that equals 4 6240: 6236: 6232: 6222: 6220: 6210: 6208: 6204: 6200: 6196: 6192: 6188: 6184: 6176: 6171: 6162: 6159: 6157: 6152: 6125: 6121: 6117: 6104: 6101: 6097: 6083: 6069: 6064: 6061: 6056: 6053: 6050: 6047: 6041: 6038: 6034: 6022: 6015: 6014:Flicker noise 6005: 6003: 6002:reaction time 5997: 5995: 5991: 5987: 5983: 5979: 5975: 5974:mental states 5970: 5967: 5963: 5959: 5955: 5951: 5947: 5943: 5939: 5935: 5931: 5927: 5917: 5914: 5898: 5874: 5871: 5867: 5863: 5857: 5849: 5845: 5824: 5801: 5793: 5789: 5766: 5759: 5756: 5730: 5727: 5724: 5720: 5716: 5710: 5702: 5698: 5692: 5689: 5686: 5682: 5678: 5672: 5664: 5660: 5639: 5617: 5613: 5608: 5604: 5601: 5595: 5584: 5577: 5574: 5564: 5542: 5538: 5533: 5529: 5519: 5505: 5501: 5497: 5494: 5491: 5468: 5464: 5460: 5457: 5454: 5446: 5430: 5427: 5421: 5410: 5403: 5400: 5390: 5387: 5381: 5378: 5369: 5363: 5353: 5349: 5345: 5342: 5339: 5333: 5322: 5315: 5312: 5302: 5299: 5293: 5284: 5278: 5268: 5264: 5260: 5257: 5254: 5248: 5237: 5230: 5227: 5220: 5217: 5211: 5201: 5197: 5193: 5187: 5179: 5175: 5150: 5147: 5144: 5140: 5136: 5130: 5122: 5118: 5095: 5092: 5088: 5084: 5078: 5067: 5060: 5057: 5047: 5024: 5015: 5009: 4989: 4966: 4958: 4954: 4945: 4941: 4939: 4918: 4911: 4908: 4901: 4898: 4875: 4872: 4867: 4859: 4848: 4841: 4838: 4831: 4828: 4820: 4817: 4810: 4807: 4802: 4798: 4791: 4788: 4784: 4779: 4774: 4764: 4761: 4758: 4754: 4750: 4745: 4741: 4732: 4729: 4722: 4717: 4714: 4711: 4707: 4701: 4698: 4668: 4660: 4657: 4646: 4639: 4636: 4629: 4626: 4615: 4612: 4607: 4596: 4586: 4583: 4580: 4576: 4572: 4567: 4563: 4551: 4548: 4543: 4537: 4529: 4525: 4515: 4498: 4495: 4486: 4473: 4467: 4458: 4428: 4424: 4417: 4413: 4409: 4403: 4400: 4394: 4388: 4365: 4359: 4339: 4336: 4316: 4312: 4308: 4300: 4282: 4275: 4264: 4261: 4258: 4255: 4248: 4244: 4238: 4227: 4224: 4221: 4214: 4210: 4204: 4198: 4192: 4169: 4166: 4155: 4148: 4145: 4138: 4135: 4129: 4126: 4123: 4117: 4109: 4102: 4099: 4089: 4086: 4083: 4080: 4074: 4063: 4059: 4054: 4051: 4048: 4044: 4040: 4035: 4031: 4021: 4019: 4001: 3998: 3994: 3990: 3987: 3984: 3978: seconds 3973: 3967: 3947: 3925: 3915: 3912: 3909: 3905: 3901: 3896: 3892: 3883: 3880: 3873: 3868: 3865: 3862: 3858: 3852: 3849: 3844: 3833: 3823: 3820: 3817: 3813: 3809: 3804: 3800: 3788: 3785: 3780: 3774: 3766: 3762: 3753: 3748: 3732: 3728: 3705: 3698: 3695: 3689: 3686: 3680: 3674: 3671: 3668: 3659: 3653: 3650: 3647: 3641: 3632: 3629: 3621: 3615: 3612: 3609: 3601: 3598: 3594: 3588: 3585: 3580: 3575: 3571: 3547: 3541: 3538: 3535: 3529: 3526: 3523: 3510: 3496: 3493: 3488: 3481: 3478: 3454: 3431: 3423: 3416: 3413: 3406: 3401: 3394: 3391: 3384: 3378: 3369: 3366: 3341: 3334: 3331: 3305: 3298: 3295: 3268: 3259: 3256: 3230: 3224: 3204: 3181: 3175: 3167: 3163: 3162:atomic clocks 3159: 3151: 3147: 3143: 3139: 3134: 3130: 3126: 3116: 3113: 3109: 3104: 3102: 3101:DNA sequences 3098: 3094: 3090: 3086: 3081: 3079: 3075: 3074:flicker noise 3071: 3067: 3063: 3059: 3055: 3050: 3040: 3038: 3020: 3016: 2995: 2987: 2984: 2977: 2973: 2965: 2956: 2952: 2949: 2946: 2943: 2932: 2928: 2919: 2915: 2908: 2902: 2896: 2882: 2880: 2861: 2831: 2815: 2803: 2797: 2794: 2784: 2780: 2769: 2765: 2762: 2746: 2738: 2734: 2723: 2719: 2716: 2697: 2691: 2685: 2657: 2628: 2607: 2599: 2596: 2589: 2585: 2577: 2571: 2567: 2564: 2561: 2558: 2552: 2549: 2541: 2537: 2530: 2524: 2518: 2498: 2478: 2464: 2456: 2442: 2411: 2369: 2349: 2317: 2311: 2308: 2305: 2299: 2296: 2292: 2287: 2283: 2276: 2260: 2257: 2253: 2248: 2244: 2237: 2221: 2217: 2213: 2210: 2206: 2201: 2197: 2190: 2176: 2156: 2149: 2148: 2133: 2129: 2125: 2118: 2102: 2098: 2093: 2089: 2082: 2066: 2062: 2058: 2054: 2049: 2045: 2038: 2024: 2017: 2016: 2001: 1997: 1993: 1986: 1970: 1966: 1961: 1957: 1950: 1934: 1930: 1926: 1922: 1917: 1913: 1906: 1903: 1902: 1887: 1883: 1879: 1872: 1856: 1852: 1847: 1843: 1836: 1822: 1818: 1814: 1807: 1804: 1803: 1788: 1784: 1780: 1773: 1759: 1755: 1751: 1744: 1728: 1722: 1718: 1711: 1708: 1707: 1689: 1683: 1675: 1658: 1650: 1646: 1637: 1620: 1612: 1608: 1599: 1596: 1595: 1589: 1575: 1572: 1569: 1561: 1545: 1525: 1503: 1499: 1476: 1472: 1462: 1444: 1440: 1436: 1414: 1390: 1386: 1382: 1358: 1355: 1334: 1325: 1323: 1319: 1314: 1301: 1297: 1289: 1286: 1283: 1275: 1271: 1268: 1265: 1258: 1255: 1249: 1245: 1238: 1235: 1232: 1228: 1224: 1219: 1216: 1213: 1209: 1205: 1202: 1196: 1193: 1190: 1184: 1181: 1178: 1172: 1168: 1164: 1160: 1155: 1152: 1148: 1142: 1139: 1134: 1128: 1122: 1114: 1100: 1086: 1077: 1075: 1071: 1067: 1063: 1058: 1055: 1051: 1049: 1045: 1041: 1036: 1034: 1030: 1026: 1018: 1015: 1011: 1006: 998: 989: 987: 983: 979: 975: 971: 970:fractal noise 967: 963: 959: 955: 954: 953:flicker noise 948: 946: 942: 938: 934: 930: 925: 912: 906: 903: 900: 897: 891: 888: 883: 880: 876: 871: 865: 859: 856: 851: 848: 844: 839: 835: 829: 826: 822: 818: 812: 809: 806: 803: 800: 792: 788: 785: 778: 774: 771: 763: 759: 755: 750: 746: 739: 736: 732: 724: 721: 718: 714: 707: 702: 699: 693: 687: 684: 681: 675: 655: 646: 630: 626: 617: 614: 596: 592: 583: 570: 564: 561: 558: 555: 549: 546: 541: 537: 532: 526: 520: 517: 512: 508: 503: 495: 491: 487: 482: 478: 475: 472: 469: 460: 457: 452: 447: 443: 435: 431: 424: 421: 415: 412: 406: 400: 392: 378: 358: 350: 334: 325: 323: 318: 305: 298: 294: 290: 285: 279: 273: 265: 260: 258: 247: 244: 240: 224: 202: 200: 195: 193: 189: 185: 180: 178: 174: 170: 166: 162: 158: 154: 153:fractal noise 150: 146: 133: 125: 118: 113: 107: 106:Fractal Noise 100: 93: 81: 76: 74: 69: 67: 62: 61: 59: 58: 53: 50: 48: 45: 43: 40: 38: 35: 33: 30: 29: 28: 27: 24: 21: 20: 10110: 10100: 10090: 10075: 10071: 10067: 10057: 10053: 10043: 10033: 10014: 9999: 9992: 9986: 9982: 9972: 9968: 9913:Noise figure 9874:Engineering 9863:Worley noise 9828: 9793:Cosmic noise 9716:Human health 9571: 9567: 9520: 9516: 9491: 9485: 9481: 9456: 9450: 9443:Schottky, W. 9418: 9412: 9405:Schottky, W. 9381: 9377: 9347: 9325:(1): 71–85. 9322: 9316: 9273: 9267: 9224: 9218: 9186: 9180: 9176: 9135: 9129: 9125: 9086: 9071:November 22, 9069:. Retrieved 9065: 9055: 9044: 9038: 9028:November 22, 9026:. Retrieved 9018: 9013:Cox, Tyler. 9008: 8998:November 22, 8996:. Retrieved 8992: 8982: 8963: 8957: 8914: 8910: 8904: 8859: 8855: 8845: 8828: 8824: 8818: 8807:the original 8802: 8789: 8778:. Retrieved 8774: 8765: 8754:. Retrieved 8751:mlab.uiah.fi 8750: 8741: 8708: 8704: 8698: 8677: 8652: 8648: 8642: 8599: 8595: 8589: 8556: 8552: 8546: 8537: 8533: 8527: 8494: 8491:Phys. Rev. E 8490: 8481: 8425: 8421: 8411: 8366: 8362: 8352: 8325: 8319: 8268: 8264: 8254: 8242:. Retrieved 8238: 8228: 8216:. Retrieved 8206: 8161: 8157: 8147: 8096: 8092: 8082: 8057: 8053: 8043: 8035: 8030: 8000:(1): 43–45. 7997: 7993: 7983: 7958: 7952: 7946: 7921: 7915: 7911: 7905: 7880: 7874: 7870: 7864: 7824:(1): 33–56. 7821: 7815: 7811: 7805: 7780: 7776: 7770: 7729: 7725: 7721: 7715: 7697: 7688: 7674: 7657: 7652: 7627: 7623: 7617: 7600: 7594: 7549: 7543: 7508: 7504: 7494: 7484:, retrieved 7454: 7444: 7434:, retrieved 7422: 7412: 7353: 7349: 7339: 7298: 7294: 7284: 7259: 7249: 7224: 7220: 7178: 7174: 7168: 7154:(4): 16–32. 7151: 7147: 7130: 7125: 7084: 7078: 7074: 7068: 7027: 7024:Nano Letters 7023: 7013: 7004: 6998: 6981: 6977: 6955:. Retrieved 6951: 6942: 6917: 6913: 6907: 6882: 6876: 6867: 6848: 6821: 6782:. Retrieved 6770: 6757: 6749: 6734: 6727: 6694: 6690: 6680: 6661: 6642:November 22, 6640:. Retrieved 6634: 6625: 6582: 6578: 6503:Crest factor 6450: 6422: 6407:noises, the 6400: 6384: 6374: 6355: 6334: 6331:Taylor's law 6312: 6305: 6289: 6285: 6281: 6277: 6276:also show 1/ 6273: 6262: 6250: 6246: 6242: 6230: 6228: 6216: 6182: 6180: 6160: 6153: 6084: 6017: 5998: 5971: 5966:white matter 5958:cable theory 5923: 5915: 5520: 5167: 4516: 4301:with height 4022: 4018:femtoseconds 3749: 3511: 3155: 3149: 3145: 3141: 3137: 3128: 3111: 3105: 3084: 3082: 3046: 2888: 2470: 2462: 2341: 1463: 1345: 1315: 1115: 1091: 1062:crest factor 1059: 1052: 1037: 1022: 985: 973: 969: 965: 951: 949: 928: 926: 647: 584: 393: 326: 321: 319: 266: 263: 254: 196: 181: 152: 148: 135: 131: 130: 36: 9939:Phase noise 9918:Noise floor 9853:Value noise 9845:White noise 9788:Burst noise 9706:Environment 9701:Electronics 9684:Noise in... 9660:Noise power 8831:: 707–710. 8655:: 141–150. 8244:5 September 6878:SIAM Review 6493:White noise 6455:signal for 6393:phase space 5954:gray matter 5930:ion channel 5002:increases, 4299:square wave 4023:Now we have 3166:hourglasses 3066:resistivity 1676:tot. power 1638:avg. power 1560:Brown noise 1070:loudspeaker 1033:white noise 1017:spectrogram 1010:white noise 992:Description 935:systems in 199:white noise 190:systems in 188:loudspeaker 10270:Categories 10207:2D (Image) 9840:Shot noise 9829:Pink noise 9813:Infrasound 9808:Grey noise 9640:Distortion 9118:References 8869:1511.03393 8862:(4): 108. 8780:2015-11-14 8756:2015-11-14 8540:: 223–243. 8435:1902.00481 8376:1801.02986 8278:1802.00392 8164:(2): 405. 7559:2111.08939 7486:2023-07-26 7436:2023-07-17 6957:2024-02-06 6952:www.sfu.ca 6784:2019-08-08 6548:Statistics 6538:Shot noise 6465:audiophile 6461:headphones 6429:microphone 6300:See also: 5978:psychology 5932:gating to 3720:Note that 3097:heart beat 3083:General 1/ 3043:Occurrence 1600:avg. amp. 1597:dimensions 1491:and power 1328:Properties 1322:any number 1080:Generation 1044:Bark scale 962:Mandelbrot 927:General 1/ 257:media help 239:normalized 223:Pink noise 205:Definition 132:Pink noise 10286:Acoustics 10133:Acoustics 9696:Buildings 9278:CiteSeerX 9237:CiteSeerX 9066:Soundguys 8993:AE Design 8949:118174242 8924:1404.4076 8649:Physica A 8634:119608542 8609:0708.2053 8462:2160-3308 8403:1367-2630 8344:667085096 8106:1307.4797 8022:0021-8979 7961:(1): 43. 7848:0033-295X 7826:CiteSeerX 7797:145051976 7754:0036-8075 7586:195064621 7505:Epilepsia 7481:243735998 7404:206549862 7388:0036-8075 7363:1305.5869 7323:1476-4687 7052:1530-6984 6595:CiteSeerX 6555:Footnotes 6405:crackling 6347:power law 6327:power law 6102:− 6051:⁡ 5986:film shot 5872:− 5868:τ 5864:∝ 5858:τ 5846:σ 5825:τ 5802:τ 5790:σ 5760:˙ 5728:− 5725:α 5721:τ 5717:∝ 5699:σ 5690:− 5687:α 5683:τ 5679:≈ 5673:τ 5661:σ 5618:α 5614:ω 5596:ω 5578:˙ 5543:α 5506:τ 5495:∼ 5492:ω 5489:Δ 5469:τ 5458:∼ 5455:ω 5431:ω 5422:ω 5404:˙ 5388:⋅ 5382:ω 5379:τ 5359:∞ 5350:∫ 5343:ω 5334:ω 5316:˙ 5300:⋅ 5294:ω 5274:∞ 5265:∫ 5258:ω 5249:ω 5231:˙ 5221:∗ 5207:∞ 5198:∫ 5194:≈ 5188:τ 5176:σ 5148:− 5145:α 5141:τ 5137:∝ 5131:τ 5119:σ 5096:α 5093:− 5089:ω 5085:∝ 5079:ω 5061:˙ 5025:ω 4990:τ 4955:σ 4912:˙ 4902:∗ 4842:˙ 4832:∗ 4811:τ 4799:∫ 4792:τ 4780:≈ 4762:− 4751:− 4708:∑ 4675:¯ 4661:τ 4640:˙ 4630:∗ 4603:¯ 4584:− 4573:− 4538:τ 4526:σ 4499:ω 4496:τ 4468:ω 4429:τ 4418:τ 4340:τ 4317:τ 4283:τ 4259:τ 4256:− 4228:τ 4211:− 4170:τ 4149:˙ 4139:∗ 4103:˙ 4087:− 4084:τ 4064:∫ 4052:− 4041:− 3999:− 3991:× 3968:σ 3913:− 3902:− 3859:∑ 3840:¯ 3821:− 3810:− 3775:τ 3763:σ 3706:τ 3699:τ 3687:− 3681:τ 3633:˙ 3622:τ 3602:τ 3595:∫ 3589:τ 3548:τ 3527:τ 3482:˙ 3417:˙ 3395:˙ 3370:˙ 3335:˙ 3299:˙ 3260:˙ 2974:∑ 2947:π 2916:∑ 2885:2D signal 2798:⁡ 2766:π 2747:− 2720:π 2586:∑ 2562:π 2553:⁡ 2538:∑ 2467:1D signal 2443:σ 2440:‖ 2432:‖ 2412:μ 2370:σ 2350:μ 2309:− 2306:α 2258:α 2211:α 2177:α 1651:θ 1613:θ 1570:α 1546:α 1526:θ 1504:θ 1477:θ 1407:, and in 1287:− 1269:π 1259:⁡ 1236:− 1210:∑ 1194:− 1185:π 1182:⁡ 988:) noise. 907:π 889:∼ 877:ϕ 860:χ 857:∼ 845:χ 823:ϕ 789:π 775:⁡ 733:χ 715:∑ 700:σ 627:ϕ 593:χ 565:π 547:∼ 538:ϕ 521:χ 518:∼ 509:χ 492:ϕ 473:π 461:⁡ 444:χ 432:∑ 416:σ 359:σ 299:α 286:∝ 184:waterfall 173:frequency 117:grayscale 10167:Denoise 9547:14339595 9484:noise". 9445:(1922). 9407:(1918). 9394:Archived 9308:14973015 9300:11396846 9179:noise". 9160:10035754 9128:Noise". 8803:Preprint 8519:22304168 8311:52243763 8303:30240245 8239:YaleNews 8218:17 April 8198:38257498 8189:10821460 8139:16030927 8131:23912107 7914:noise". 7856:11212631 7814:Noise". 7705:Archived 7644:13678372 7535:22967005 7396:23970562 7276:37302662 7109:10035754 7077:Noise". 7060:25942441 6775:Archived 6719:24505215 6711:11508842 6471:See also 6467:"myth". 6362:sandpile 6292:<1). 6249:, where 5946:epilepsy 3148:, where 2169:, power 982:Brownian 10176:General 10169:methods 10074:,  9628:General 9461:Bibcode 9423:Bibcode 9386:Bibcode 9327:Bibcode 9259:3430225 9229:Bibcode 9191:Bibcode 9168:7674321 9140:Bibcode 8929:Bibcode 8896:2388285 8874:Bibcode 8856:Entropy 8833:Bibcode 8733:9908765 8713:Bibcode 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Index

Colors of noise
White
Pink
Red (Brownian)
Purple
Grey
v
t
e
Pink Noise (album)
quantum 1/f noise
Fractal Noise

grayscale

signal
frequency spectrum
power spectral density
inversely proportional
frequency
octave
waterfall
loudspeaker
professional audio
white noise
Pink noise
normalized
dBFS
peak amplitude
media help

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