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Bandlimiting

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Real world signals are not strictly bandlimited, and signals of interest typically have unwanted energy outside of the band of interest. Because of this, sampling functions and digital signal processing functions which change sample rates usually require bandlimiting filters to control the amount of
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One important consequence of this result is that it is impossible to generate a truly bandlimited signal in any real-world situation, because a bandlimited signal would require infinite time to transmit. All real-world signals are, by necessity,
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is, strictly speaking, a signal with zero energy outside of a defined frequency range. In practice, a signal is considered bandlimited if its energy outside of a frequency range is low enough to be considered negligible in a given application.
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be bandlimited. Nevertheless, the concept of a bandlimited signal is a useful idealization for theoretical and analytical purposes. Furthermore, it is possible to approximate a bandlimited signal to any arbitrary level of accuracy desired.
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representation of a signal, but if a finite number of Fourier series terms can be calculated from that signal, that signal is considered to be band-limited. In mathematic terminology, a bandlimited signal has a
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completely from these samples. Similarly, sums of sinusoids with different frequencies and phases are also bandlimited to the highest of their frequencies.
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has intervals full of zeros, because points in such intervals are not isolated. Thus the only time- and bandwidth-limited signal is a constant zero.
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or twice the highest frequency component in the signal, as shown in the figure. According to the sampling theorem, it is possible to reconstruct
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distortion. Bandlimiting filters should be designed carefully to manage other distortions because they alter the signal of interest in both its
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Assume that a signal f(t) which has finite support in both domains and is not identically zero exists. Let's sample it faster than the
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A bandlimited signal cannot be also timelimited. More precisely, a function and its Fourier transform cannot both have finite
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unless it is identically zero. This fact can be proved using complex analysis and properties of the Fourier transform.
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is a sum of trigonometric functions, and since f(t) is time-limited, this sum will be finite, so
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The signal whose Fourier transform is shown in the figure is also bandlimited. Suppose
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A bandlimited signal can be fully reconstructed from its samples, provided that the
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the magnitude of which is shown in the figure. The highest frequency component in
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The reconstruction of a signal from its samples can be accomplished using the
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and communications. Examples include controlling interference between
1340:{\displaystyle F_{2}(w)=\sum _{n=-\infty }^{+\infty }F_{1}(w+nf_{x})} 496: 177: 1635: 1575:, and there is a simple theorem in complex analysis that says that 1037:{\displaystyle T\ {\stackrel {\mathrm {def} }{=}}\ {1 \over f_{s}}} 481: 406: 385: 1374:
is the frequency used for discretization. If f is bandlimited,
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In general, infinitely many terms are required in a continuous
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is a (suitably chosen) measure of time duration (in seconds).
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An example of a simple deterministic bandlimited signal is a
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it by defining technical terminology, and by adding examples.
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is zero outside of a certain interval, so with large enough
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is a (suitably chosen) measure of bandwidth (in hertz), and
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all zeros of non-constant holomorphic function are isolated
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Bandlimiting is an essential part of many applications in
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Limiting a signal to contain only low-frequency components
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of the signal. This minimum sampling rate is called the
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in frequency also forms the mathematical basis for the
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will be zero in some intervals too, since individual
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A similar relationship between duration in time and
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may be too technical for most readers to understand
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According to DTFT definition, 1767:time–frequency resolution one may achieve. 608:{\displaystyle f_{s}={\tfrac {1}{T}}>2f} 557:{\displaystyle x(t)=\sin(2\pi ft+\theta ).} 428:A bandlimited signal may be either random ( 66:Learn how and when to remove these messages 1080: 966: 890:completely and exactly using the samples 844: 350:Learn how and when to remove this message 332:Learn how and when to remove this message 262:Learn how and when to remove this message 116:Learn how and when to remove this message 100:, without removing the technical details. 398: 1096:Whittaker–Shannon interpolation formula 731:is a signal whose Fourier transform is 14: 1805: 1763:and are interpreted as a limit on the 415: 365:refers to a process which reduces the 384:communications signals, and managing 98:make it understandable to non-experts 1573:holomorphic on a whole complex plane 1571:. All trigonometric polynomials are 564:If this signal is sampled at a rate 273: 200:adding citations to reliable sources 171: 127: 72: 31: 1246:. According to properties of DTFT, 24: 1297: 1289: 1006: 1003: 1000: 25: 1824: 815:As a result, the Nyquist rate is 448:or spectral density with bounded 47:This article has multiple issues. 1756:, these limits are known as the 1677:{\displaystyle W_{B}T_{D}\geq 1} 1239:{\displaystyle DTFT(f)=F_{2}(w)} 1084:{\displaystyle f_{s}>R_{N}\,} 474:Nyquist–Shannon sampling theorem 278: 176: 145:to be readily understandable by 132: 77: 36: 1185:discrete-time Fourier transform 187:needs additional citations for 55:or discuss these issues on the 1796:Circuits, Signals, and Systems 1334: 1312: 1269: 1263: 1233: 1227: 1211: 1205: 1176:{\displaystyle FT(f)=F_{1}(w)} 1170: 1164: 1148: 1142: 1102:Bandlimited versus timelimited 912: 903: 874: 868: 779: 773: 747: 741: 718: 712: 686: 680: 634: 625: 548: 527: 515: 509: 13: 1: 1794:William McC. Siebert (1986). 1787: 488:magnitude and phase, and its 615:so that we have the samples 456:Sampling bandlimited signals 7: 1798:. Cambridge, MA: MIT Press. 1770: 388:distortion associated with 10: 1829: 1105: 848:{\displaystyle R_{N}=2B\,} 411:as a function of frequency 1813:Digital signal processing 1126:, and compute respective 394:digital signal processing 1614:, which means that they 1569:trigonometric polynomial 287:This article includes a 1754:time–frequency analysis 316:more precise citations. 1742: 1711: 1678: 1600: 1561: 1534: 1507: 1480: 1449: 1422: 1395: 1368: 1341: 1301: 1240: 1177: 1085: 1038: 971: 950: 884: 883:{\displaystyle x(t)\ } 849: 809: 786: 757: 725: 693: 664: 644: 643:{\displaystyle x(nT),} 609: 558: 412: 1743: 1741:{\displaystyle T_{D}} 1712: 1710:{\displaystyle W_{B}} 1679: 1628:uncertainty principle 1601: 1599:{\displaystyle F_{2}} 1562: 1560:{\displaystyle F_{2}} 1535: 1533:{\displaystyle F_{2}} 1508: 1506:{\displaystyle F_{2}} 1481: 1479:{\displaystyle F_{1}} 1450: 1448:{\displaystyle F_{2}} 1423: 1421:{\displaystyle f_{x}} 1396: 1394:{\displaystyle F_{1}} 1369: 1367:{\displaystyle f_{x}} 1342: 1275: 1241: 1178: 1086: 1039: 972: 951: 885: 850: 810: 787: 758: 756:{\displaystyle X(f),} 726: 694: 665: 645: 610: 559: 402: 1725: 1694: 1645: 1583: 1544: 1517: 1490: 1463: 1432: 1405: 1378: 1351: 1250: 1190: 1133: 1054: 981: 960: 897: 862: 822: 796: 785:{\displaystyle x(t)} 767: 735: 724:{\displaystyle x(t)} 706: 692:{\displaystyle x(t)} 674: 654: 619: 568: 503: 472:associated with the 196:improve this article 1567:will be actually a 970:{\displaystyle n\,} 416:Bandlimited signals 1738: 1707: 1674: 1596: 1557: 1530: 1503: 1476: 1445: 1418: 1391: 1364: 1337: 1236: 1173: 1081: 1034: 967: 946: 880: 845: 808:{\displaystyle B.} 805: 782: 753: 721: 689: 660: 640: 605: 594: 554: 464:exceeds twice the 422:bandlimited signal 413: 367:energy of a signal 289:list of references 1632:quantum mechanics 1128:Fourier transform 1124:Nyquist frequency 1032: 1016: 1011: 989: 956:for all integers 940: 879: 670:, we can recover 663:{\displaystyle n} 650:for all integers 593: 446:Fourier transform 432:) or non-random ( 378:signal processing 360: 359: 352: 342: 341: 334: 272: 271: 264: 246: 170: 169: 147:general audiences 126: 125: 118: 70: 16:(Redirected from 1820: 1799: 1782:Band-stop filter 1777:Band-pass filter 1747: 1745: 1744: 1739: 1737: 1736: 1716: 1714: 1713: 1708: 1706: 1705: 1683: 1681: 1680: 1675: 1667: 1666: 1657: 1656: 1605: 1603: 1602: 1597: 1595: 1594: 1566: 1564: 1563: 1558: 1556: 1555: 1539: 1537: 1536: 1531: 1529: 1528: 1512: 1510: 1509: 1504: 1502: 1501: 1485: 1483: 1482: 1477: 1475: 1474: 1454: 1452: 1451: 1446: 1444: 1443: 1427: 1425: 1424: 1419: 1417: 1416: 1400: 1398: 1397: 1392: 1390: 1389: 1373: 1371: 1370: 1365: 1363: 1362: 1346: 1344: 1343: 1338: 1333: 1332: 1311: 1310: 1300: 1292: 1262: 1261: 1245: 1243: 1242: 1237: 1226: 1225: 1182: 1180: 1179: 1174: 1163: 1162: 1090: 1088: 1087: 1082: 1079: 1078: 1066: 1065: 1043: 1041: 1040: 1035: 1033: 1031: 1030: 1018: 1014: 1013: 1012: 1010: 1009: 997: 992: 987: 976: 974: 973: 968: 955: 953: 952: 947: 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143:too abstract 142: 112: 106:January 2013 103: 87: 63: 56: 50: 49:Please help 46: 29: 18:Band-limited 1759:Gabor limit 1612:timelimited 1047:as long as 490:time domain 314:introducing 1788:References 1486:in sum of 430:stochastic 222:newspapers 52:improve it 1669:≥ 1624:bandwidth 1298:∞ 1290:∞ 1287:− 1277:∑ 546:θ 534:π 525:⁡ 466:bandwidth 161:June 2015 58:talk page 1807:Category 1771:See also 1636:variance 1457:supports 1347:, where 497:sinusoid 482:aliasing 407:baseband 390:sampling 386:aliasing 1114:support 450:support 310:improve 236:scholar 153:improve 151:Please 92:Please 1687:where 1616:cannot 1120:Proof: 1015:  988:  878:  409:signal 238:  231:  224:  217:  209:  295:, or 243:JSTOR 229:books 1183:and 1068:> 977:and 597:> 392:for 215:news 1752:In 1630:in 1459:of 792:is 522:sin 436:). 373:. 198:by 96:to 1809:: 1428:, 1098:. 476:. 452:. 420:A 396:. 299:, 291:, 61:. 1761:, 1734:D 1730:T 1703:B 1699:W 1672:1 1664:D 1660:T 1654:B 1650:W 1592:2 1588:F 1553:2 1549:F 1526:2 1522:F 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energy of a signal

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