Knowledge

Mean-field theory

Source 📝

1367: 1909: 36: 2291: 980: 1532: 287:, the Hamiltonian may be expanded in terms of the magnitude of fluctuations around the mean of the field. In this context, MFT can be viewed as the "zeroth-order" expansion of the Hamiltonian in fluctuations. Physically, this means that an MFT system has no fluctuations, but this coincides with the idea that one is replacing all interactions with a "mean-field”. 1951: 1362:{\displaystyle {\begin{aligned}F_{0}&=\operatorname {Tr} _{1,2,\ldots ,N}{\mathcal {H}}(\xi _{1},\xi _{2},\ldots ,\xi _{N})P_{0}^{(N)}(\xi _{1},\xi _{2},\ldots ,\xi _{N})\\&+kT\,\operatorname {Tr} _{1,2,\ldots ,N}P_{0}^{(N)}(\xi _{1},\xi _{2},\ldots ,\xi _{N})\log P_{0}^{(N)}(\xi _{1},\xi _{2},\ldots ,\xi _{N}),\end{aligned}}} 1904:{\displaystyle {\begin{aligned}P_{0}^{(N)}(\xi _{1},\xi _{2},\ldots ,\xi _{N})&={\frac {1}{Z_{0}^{(N)}}}e^{-\beta {\mathcal {H}}_{0}(\xi _{1},\xi _{2},\ldots ,\xi _{N})}\\&=\prod _{i=1}^{N}{\frac {1}{Z_{0}}}e^{-\beta h_{i}(\xi _{i})}\ {\stackrel {\mathrm {def} }{=}}\ \prod _{i=1}^{N}P_{0}^{(i)}(\xi _{i}),\end{aligned}}} 3594:
If we expand the right side, we obtain one term that is entirely dependent on the mean values of the spins and independent of the spin configurations. This is the trivial term, which does not affect the statistical properties of the system. The next term is the one involving the product of the mean
760:
of the individual components of our statistical system (atoms, spins and so forth), one can consider sharpening the upper bound by minimising the right side of the inequality. The minimising reference system is then the "best" approximation to the true system using non-correlated degrees of freedom
325:
Heuristically, many interactions are replaced in MFT by one effective interaction. So if the field or particle exhibits many random interactions in the original system, they tend to cancel each other out, so the mean effective interaction and MFT will be more accurate. This is true in cases of high
2693: 3770: 2286:{\displaystyle {\begin{aligned}F_{0}&=\sum _{(i,j)\in {\mathcal {P}}}\operatorname {Tr} _{i,j}V_{i,j}(\xi _{i},\xi _{j})P_{0}^{(i)}(\xi _{i})P_{0}^{(j)}(\xi _{j})\\&+kT\sum _{i=1}^{N}\operatorname {Tr} _{i}P_{0}^{(i)}(\xi _{i})\log P_{0}^{(i)}(\xi _{i}).\end{aligned}}} 2932: 2494: 3921: 4225: 3073:
Equating the effective field felt by all spins to a mean spin value relates the variational approach to the suppression of fluctuations. The physical interpretation of the magnetisation function is then a field of mean values for individual spins.
3526: 517: 876: 4014: 2505: 4330:
induced by the neighboring spins. It is worth noting that this mean field directly depends on the number of nearest neighbors and thus on the dimension of the system (for instance, for a hypercubic lattice of dimension
3207: 409: 3604: 724: 1456: 4521: 4978:
In mean field theory, the mean field appearing in the single-site problem is a time-independent scalar or vector quantity. However, this isn't always the case: in a variant of mean field theory called
2784: 3003: 1956: 1537: 1521: 985: 952: 280:
of a system difficult. MFT is an approximation method that often makes the original problem to be solvable and open to calculation, and in some cases MFT may give very accurate approximations.
3379: 4876: 3585: 3068: 3249: 5647: 4304: 3778:
Again, the summand can be re-expanded. In addition, we expect that the mean value of each spin is site-independent, since the Ising chain is translationally invariant. This yields
2344: 3784: 3281: 4102: 637: 4758: 3330: 2772: 268:
with many (sometimes infinite) degrees of freedom are generally hard to solve exactly or compute in closed, analytic form, except for some simple cases (e.g. certain Gaussian
4645: 4595: 3387: 420: 903: 4824: 4696: 4794: 4546:
is the number of lattice sites. This is a closed and exact expression for the partition function of the system. We may obtain the free energy of the system and calculate
2332: 754: 4915: 4046: 1939: 598: 547: 4378: 4722: 4094: 4665: 4618: 4568: 4544: 4349: 4324: 4248: 4066: 3104: 972: 571: 774: 5162:
Baccelli, F.; Karpelevich, F. I.; Kelbert, M. Y.; Puhalskii, A. A.; Rybko, A. N.; Suhov, Y. M. (1992). "A mean-field limit for a class of queueing networks".
5678: 2688:{\displaystyle h_{i}^{\text{MF}}(\xi _{i})=\sum _{\{j\mid (i,j)\in {\mathcal {P}}\}}\operatorname {Tr} _{j}V_{i,j}(\xi _{i},\xi _{j})P_{0}^{(j)}(\xi _{j}).} 3929: 974:
over the degrees of freedom of the single component (sum for discrete variables, integrals for continuous ones). The approximating free energy is given by
318:
In general, dimensionality plays an active role in determining whether a mean-field approach will work for any particular problem. There is sometimes a
5435: 3112: 2728:. The first step is choosing a more tractable approximation of the true Hamiltonian. Using a non-interacting or effective field Hamiltonian, 360: 3765:{\displaystyle H\approx H^{\text{MF}}\equiv -J\sum _{\langle i,j\rangle }(m_{i}m_{j}+m_{i}\delta s_{j}+m_{j}\delta s_{i})-h\sum _{i}s_{i}.} 183:. The ease of solving MFT problems means that some insight into the behavior of the system can be obtained at a lower computational cost. 605: 5683: 5673: 645: 1942: 757: 291: 5106:
Boudec, J. Y. L.; McDonald, D.; Mundinger, J. (2007). "A Generic Mean Field Convergence Result for Systems of Interacting Objects".
1375: 3009: 17: 5627: 4389: 5046: 2927:{\displaystyle F_{V}=F_{0}+\left\langle \left(-J\sum s_{i}s_{j}-h\sum s_{i}\right)-\left(-m\sum s_{i}\right)\right\rangle _{0}.} 100: 72: 5768: 5727: 5428: 5138: 5029: 290:
Quite often, MFT provides a convenient launch point for studying higher-order fluctuations. For example, when computing the
4947: 5637: 2947: 5719: 1461: 79: 5696: 908: 4096:
prefactor avoids double counting, since each bond participates in two spins. Simplifying leads to the final expression
3338: 53: 4829: 2720:
The Bogoliubov inequality, shown above, can be used to find the dynamics of a mean field model of the two-dimensional
5642: 5617: 5350: 255: 119: 3534: 639:. In the special case that the reference Hamiltonian is that of a non-interacting system and can thus be written as 5421: 3018: 347: 277: 86: 5537: 3595:
value of the spin and the fluctuation value. Finally, the last term involves a product of two fluctuation values.
338:
render MFT a poor approximation, often depending upon the number of spatial dimensions in the system of interest.
3215: 157: 5758: 57: 5632: 5210: 2489:{\displaystyle P_{0}^{(i)}(\xi _{i})={\frac {1}{Z_{0}}}e^{-\beta h_{i}^{MF}(\xi _{i})},\quad i=1,2,\ldots ,N,} 68: 3916:{\displaystyle H^{\text{MF}}=-J\sum _{\langle i,j\rangle }{\big (}m^{2}+2m(s_{i}-m){\big )}-h\sum _{i}s_{i}.} 5763: 4962: 4943: 4264: 4220:{\displaystyle H^{\text{MF}}={\frac {Jm^{2}Nz}{2}}-\underbrace {(h+mJz)} _{h^{\text{eff.}}}\sum _{i}s_{i},} 219: 4383:
Substituting this Hamiltonian into the partition function and solving the effective 1D problem, we obtain
3775:
These fluctuations are enhanced at low dimensions, making MFT a better approximation for high dimensions.
326:
dimensionality, when the Hamiltonian includes long-range forces, or when the particles are extended (e.g.
5567: 4995: 4979: 4973: 3254: 259: 3521:{\displaystyle H=-J\sum _{\langle i,j\rangle }(m_{i}+\delta s_{i})(m_{j}+\delta s_{j})-h\sum _{i}s_{i},} 2941:
the variational free energy yields the best approximation to the actual magnetisation. The minimiser is
2937:
By the Bogoliubov inequality, simplifying this quantity and calculating the magnetisation function that
2296:
In order to minimise, we take the derivative with respect to the single-degree-of-freedom probabilities
611: 512:{\displaystyle F\leq F_{0}\ {\stackrel {\mathrm {def} }{=}}\ \langle {\mathcal {H}}\rangle _{0}-TS_{0},} 5585: 4730: 3286: 164:
that are free to vary). Such models consider many individual components that interact with each other.
2734: 5520: 4623: 4573: 2938: 351: 5121: 884: 4982:(DMFT), the mean field becomes a time-dependent quantity. For instance, DMFT can be applied to the 4802: 4674: 2703:
Mean field theory can be applied to a number of physical systems so as to study phenomena such as
5711: 5602: 4763: 2299: 199: 168: 46: 905:
is the set of pairs that interact, the minimising procedure can be carried out formally. Define
768:
For the most common case that the target Hamiltonian contains only pairwise interactions, i.e.,
5116: 5000: 284: 215: 93: 732: 4900: 2725: 601: 299: 231: 187: 5555: 5689: 5514: 5273: 5171: 4954: 4019: 1917: 576: 525: 335: 4354: 8: 5703: 5468: 4701: 4251: 4071: 2335: 871:{\displaystyle {\mathcal {H}}=\sum _{(i,j)\in {\mathcal {P}}}V_{i,j}(\xi _{i},\xi _{j}),} 303: 211: 5277: 5175: 3598:
The mean field approximation consists of neglecting this second-order fluctuation term:
2338:
to ensure proper normalization. The end result is the set of self-consistency equations
1458:
is the probability to find the reference system in the state specified by the variables
5735: 5579: 5399: 5379: 5327: 5289: 5263: 5233: 5206: 5187: 5144: 5076: 4939: 4889:
Similarly, MFT can be applied to other types of Hamiltonian as in the following cases:
4650: 4603: 4553: 4529: 4334: 4309: 4233: 4051: 3089: 957: 556: 331: 319: 137: 5107: 3335:
Let us transform our spin variable by introducing the fluctuation from its mean value
156:) models by studying a simpler model that approximates the original by averaging over 5622: 5493: 5473: 5403: 5394: 5346: 5191: 5134: 5109:
Fourth International Conference on the Quantitative Evaluation of Systems (QEST 2007)
5081: 5025: 4897:
transition. In this case, the analog of the magnetization is the superconducting gap
4547: 4009:{\displaystyle \sum _{\langle i,j\rangle }={\frac {1}{2}}\sum _{i}\sum _{j\in nn(i)}} 2704: 243: 176: 5148: 5483: 5389: 5323: 5293: 5281: 5237: 5225: 5179: 5126: 5071: 5061: 1524: 265: 191: 186:
MFT has since been applied to a wide range of fields outside of physics, including
180: 5311: 307: 207: 5463: 4921: 4894: 203: 5367: 5285: 5229: 5752: 5573: 4983: 2721: 295: 251: 247: 171:
to any one body with an average or effective interaction, sometimes called a
2724:. A magnetisation function can be calculated from the resultant approximate 5652: 5607: 5547: 5448: 5307: 5251: 5085: 269: 239: 235: 195: 5561: 5341:
Stanley, H. E. (1971). "Mean Field Theory of Magnetic Phase Transitions".
3202:{\displaystyle H=-J\sum _{\langle i,j\rangle }s_{i}s_{j}-h\sum _{i}s_{i},} 276:). Often combinatorial problems arise that make things like computing the 5444: 5413: 4961:
Variationally minimisation like mean field theory can be also be used in
3083: 273: 5130: 4881:
This shows that MFT can account for the ferromagnetic phase transition.
5657: 5254:(2009). "More is the Same; Phase Transitions and Mean Field Theories". 5183: 4935: 4932: 4667:
as a function of temperature. This leads to the following observation:
404:{\displaystyle {\mathcal {H}}={\mathcal {H}}_{0}+\Delta {\mathcal {H}}} 153: 5066: 4925: 161: 35: 5488: 5384: 5161: 246:. MFT has been used in the Bragg–Williams approximation, models on 5312:"L'hypothèse du champ moléculaire et la propriété ferromagnétique" 5268: 719:{\displaystyle {\mathcal {H}}_{0}=\sum _{i=1}^{N}h_{i}(\xi _{i}),} 550: 327: 133: 5612: 5498: 5648:
Maria Skłodowska-Curie National Research Institute of Oncology
1451:{\displaystyle P_{0}^{(N)}(\xi _{1},\xi _{2},\dots ,\xi _{N})} 5024:(4th print ed.). Cambridge: Cambridge University Press. 4516:{\displaystyle Z=e^{-{\frac {\beta Jm^{2}Nz}{2}}}\left^{N},} 4967: 3926:
The summation over neighboring spins can be rewritten as
5368:"Magnetisation and Mean Field Theory in the Ising Model" 5343:
Introduction to Phase Transitions and Critical Phenomena
5105: 3251:
indicates summation over the pair of nearest neighbors
3077: 4903: 4832: 4805: 4766: 4733: 4704: 4677: 4653: 4626: 4606: 4576: 4556: 4532: 4392: 4357: 4337: 4312: 4267: 4236: 4105: 4074: 4054: 4022: 3932: 3787: 3607: 3537: 3390: 3341: 3289: 3257: 3218: 3115: 3092: 3021: 2950: 2787: 2737: 2508: 2347: 2302: 1954: 1920: 1535: 1464: 1378: 983: 960: 911: 887: 777: 735: 648: 614: 579: 559: 528: 423: 363: 322:
above which MFT is valid and below which it is not.
5679:
Maria Skłodowska-Curie Monument in Warsaw (Downtown)
2998:{\displaystyle m=J\sum \langle s_{j}\rangle _{0}+h,} 160:(the number of values in the final calculation of a 1516:{\displaystyle (\xi _{1},\xi _{2},\dots ,\xi _{N})} 60:. Unsourced material may be challenged and removed. 5684:Maria Skłodowska-Curie Monument in Warsaw (Ochota) 4909: 4870: 4818: 4788: 4752: 4716: 4690: 4659: 4639: 4612: 4589: 4562: 4538: 4515: 4372: 4343: 4318: 4298: 4242: 4219: 4088: 4060: 4040: 4008: 3915: 3764: 3579: 3520: 3373: 3324: 3275: 3243: 3201: 3106:-dimensional lattice. The Hamiltonian is given by 3098: 3062: 2997: 2926: 2766: 2687: 2488: 2326: 2285: 1933: 1903: 1515: 1450: 1361: 966: 947:{\displaystyle \operatorname {Tr} _{i}f(\xi _{i})} 946: 897: 870: 748: 718: 631: 592: 565: 541: 511: 403: 5045:Parr, Thomas; Sajid, Noor; Friston, Karl (2020). 4550:. In particular, we can obtain the magnetization 3374:{\displaystyle m_{i}\equiv \langle s_{i}\rangle } 152:studies the behavior of high-dimensional random ( 5750: 5044: 4871:{\displaystyle T_{\text{c}}={\frac {Jz}{k_{B}}}} 4254:. At this point, the Ising Hamiltonian has been 341: 5019: 4884: 4986:to study the metal–Mott-insulator transition. 4671:For temperatures greater than a certain value 3580:{\displaystyle \delta s_{i}\equiv s_{i}-m_{i}} 1523:. This probability is given by the normalized 346:The formal basis for mean-field theory is the 5429: 5365: 3879: 3831: 3063:{\displaystyle m={\text{tanh}}(zJ\beta m)+h.} 4258:into a sum of one-body Hamiltonians with an 3950: 3938: 3824: 3812: 3650: 3638: 3420: 3408: 3368: 3355: 3270: 3258: 3236: 3224: 3145: 3133: 2977: 2963: 2582: 2548: 604:. The average is taken over the equilibrium 481: 470: 3244:{\displaystyle \sum _{\langle i,j\rangle }} 310:that correct the mean-field approximation. 5443: 5436: 5422: 5204: 5674:Maria Skłodowska-Curie Monument in Lublin 5393: 5383: 5267: 5120: 5075: 5065: 4306:, which is the sum of the external field 1176: 954:as the generalized sum of the observable 608:of the reference system with Hamiltonian 120:Learn how and when to remove this message 5250: 5020:Chaikin, P. M.; Lubensky, T. C. (2007). 5340: 4968:Extension to time-dependent mean fields 167:The main idea of MFT is to replace all 14: 5751: 5366:Sakthivadivel, Dalton A R (Jan 2022). 5334: 5022:Principles of condensed matter physics 5728:Marie Curie: The Courage of Knowledge 5417: 5306: 4299:{\displaystyle h^{\text{eff.}}=h+Jzm} 4948:Self-consistent mean field (biology) 4826:is given by the following relation: 4760:, there are two non-zero solutions: 3381:. We may rewrite the Hamiltonian as 2715: 230:The idea first appeared in physics ( 58:adding citations to reliable sources 29: 5720:Marie Curie, une femme sur le front 4600:We thus have two equations between 3276:{\displaystyle \langle i,j\rangle } 3078:Non-interacting spins approximation 24: 4928:of the director field is non-zero. 4904: 2577: 2001: 1825: 1822: 1819: 1658: 1038: 890: 813: 780: 652: 632:{\displaystyle {\mathcal {H}}_{0}} 618: 475: 459: 456: 453: 396: 391: 377: 366: 350:. This inequality states that the 27:Approximation of physical behavior 25: 5780: 5643:Pierre and Marie Curie University 5638:Maria Curie-Skłodowska University 5618:IEEE Marie Sklodowska-Curie Award 4753:{\displaystyle T<T_{\text{c}}} 3325:{\displaystyle s_{i},s_{j}=\pm 1} 2499:where the mean field is given by 5697:Maria Skłodowska-Curie Medallion 5395:10.21468/SciPostPhysLectNotes.35 5328:10.1051/jphystap:019070060066100 2767:{\displaystyle -m\sum _{i}s_{i}} 334:is the formal expression of how 298:of the interaction terms in the 34: 5218:Japanese Journal of Mathematics 4640:{\displaystyle h^{\text{eff.}}} 4590:{\displaystyle h^{\text{eff.}}} 2778:the variational free energy is 2698: 2455: 414:has the following upper bound: 45:needs additional citations for 5359: 5300: 5256:Journal of Statistical Physics 5244: 5198: 5164:Journal of Statistical Physics 5155: 5099: 5038: 5013: 4796:. The system is ferromagnetic. 4172: 4154: 4035: 4029: 4001: 3995: 3874: 3855: 3730: 3655: 3486: 3457: 3454: 3425: 3048: 3033: 2710: 2679: 2666: 2661: 2655: 2642: 2616: 2569: 2557: 2537: 2524: 2447: 2434: 2382: 2369: 2364: 2358: 2319: 2313: 2273: 2260: 2255: 2249: 2230: 2217: 2212: 2206: 2143: 2130: 2125: 2119: 2106: 2093: 2088: 2082: 2069: 2043: 1993: 1981: 1891: 1878: 1873: 1867: 1801: 1788: 1714: 1669: 1637: 1631: 1606: 1561: 1556: 1550: 1510: 1465: 1445: 1400: 1395: 1389: 1349: 1304: 1299: 1293: 1274: 1229: 1224: 1218: 1157: 1112: 1107: 1101: 1088: 1043: 941: 928: 898:{\displaystyle {\mathcal {P}}} 862: 836: 805: 793: 710: 697: 302:can sometimes at best produce 254:, Pierre–Weiss approximation, 13: 1: 5628:Maria Skłodowska-Curie Bridge 5538:Maria Skłodowska-Curie Museum 5372:SciPost Physics Lecture Notes 5006: 4724:. The system is paramagnetic. 3332:are neighboring Ising spins. 354:of a system with Hamiltonian 342:Formal approach (Hamiltonian) 256:Flory–Huggins solution theory 5769:Electronic structure methods 4944:protein structure prediction 4885:Application to other systems 4819:{\displaystyle T_{\text{c}}} 4691:{\displaystyle T_{\text{c}}} 3012:of spin. This simplifies to 220:quantal response equilibrium 212:computer-network performance 150:Self-consistent field theory 7: 5633:Maria Skłodowska-Curie Park 5345:. Oxford University Press. 4996:Dynamical mean field theory 4989: 4980:dynamical mean field theory 4974:Dynamical mean field theory 4789:{\displaystyle m=\pm m_{0}} 4647:, allowing us to determine 4048:means "nearest neighbor of 2327:{\displaystyle P_{0}^{(i)}} 313: 10: 5785: 4971: 225: 5666: 5595: 5546: 5530: 5521:Treatise on Radioactivity 5507: 5456: 5286:10.1007/s10955-009-9814-1 5230:10.1007/s11537-007-0657-8 5047:"Modules or Mean-Fields?" 4931:To determine the optimal 4920:The molecular field of a 4957:of a composite material. 763:mean field approximation 749:{\displaystyle \xi _{i}} 18:Mean field approximation 5712:Les Palmes de M. Schutz 4910:{\displaystyle \Delta } 4698:, the only solution is 602:Helmholtz free energies 260:Scheutjens–Fleer theory 200:artificial intelligence 5568:Hélène Langevin-Joliot 5001:Mean field game theory 4963:statistical inference. 4938:packing given a fixed 4924:that emerges when the 4911: 4872: 4820: 4790: 4754: 4718: 4692: 4661: 4641: 4614: 4591: 4564: 4540: 4517: 4374: 4345: 4320: 4300: 4244: 4221: 4090: 4062: 4042: 4010: 3917: 3766: 3581: 3522: 3375: 3326: 3277: 3245: 3203: 3100: 3064: 2999: 2928: 2768: 2689: 2490: 2328: 2287: 2182: 1935: 1905: 1856: 1749: 1517: 1452: 1363: 968: 948: 899: 872: 750: 720: 686: 633: 594: 567: 543: 513: 405: 5759:Statistical mechanics 5586:Frédéric Joliot-Curie 4912: 4873: 4821: 4791: 4755: 4719: 4693: 4662: 4642: 4615: 4592: 4565: 4541: 4518: 4375: 4346: 4321: 4301: 4245: 4222: 4091: 4063: 4043: 4041:{\displaystyle nn(i)} 4011: 3918: 3767: 3582: 3523: 3376: 3327: 3278: 3246: 3204: 3101: 3065: 3000: 2929: 2769: 2690: 2491: 2329: 2288: 2162: 1936: 1934:{\displaystyle Z_{0}} 1906: 1836: 1729: 1518: 1453: 1364: 969: 949: 900: 873: 751: 721: 666: 634: 595: 593:{\displaystyle F_{0}} 568: 544: 542:{\displaystyle S_{0}} 514: 406: 348:Bogoliubov inequality 232:statistical mechanics 188:statistical inference 5690:Marie Curie Gargoyle 5316:J. Phys. Theor. Appl 4901: 4830: 4803: 4764: 4731: 4702: 4675: 4651: 4624: 4604: 4574: 4554: 4530: 4390: 4373:{\displaystyle z=2d} 4355: 4335: 4310: 4265: 4260:effective mean field 4234: 4103: 4072: 4052: 4020: 3930: 3785: 3605: 3535: 3388: 3339: 3287: 3255: 3216: 3113: 3090: 3019: 2948: 2785: 2735: 2506: 2345: 2300: 1952: 1918: 1533: 1462: 1376: 981: 958: 909: 885: 775: 761:and is known as the 733: 646: 612: 577: 557: 526: 421: 361: 54:improve this article 5764:Concepts in physics 5278:2009JSP...137..777K 5176:1992JSP....66..803B 5131:10.1109/QEST.2007.8 4893:To study the metal– 4717:{\displaystyle m=0} 4252:coordination number 4089:{\displaystyle 1/2} 2665: 2523: 2433: 2368: 2336:Lagrange multiplier 2323: 2259: 2216: 2129: 2092: 1877: 1641: 1560: 1399: 1303: 1228: 1111: 175:. This reduces any 69:"Mean-field theory" 5582:(Pierre's brother) 5580:Paul-Jacques Curie 5556:Irène Joliot-Curie 5211:"Mean field games" 5184:10.1007/BF01055703 4955:elastic properties 4907: 4868: 4816: 4786: 4750: 4714: 4688: 4657: 4637: 4610: 4587: 4560: 4548:critical exponents 4536: 4513: 4370: 4341: 4316: 4296: 4240: 4217: 4203: 4193: 4179: 4086: 4058: 4038: 4006: 4005: 3977: 3954: 3913: 3899: 3828: 3762: 3748: 3654: 3577: 3518: 3504: 3424: 3371: 3322: 3273: 3241: 3240: 3199: 3185: 3149: 3096: 3060: 2995: 2924: 2764: 2753: 2685: 2645: 2586: 2509: 2486: 2416: 2348: 2324: 2303: 2283: 2281: 2239: 2196: 2109: 2072: 2007: 1943:partition function 1931: 1901: 1899: 1857: 1621: 1540: 1513: 1448: 1379: 1359: 1357: 1283: 1208: 1091: 964: 944: 895: 868: 819: 758:degrees of freedom 746: 716: 629: 590: 563: 539: 509: 401: 332:Ginzburg criterion 320:critical dimension 292:partition function 278:partition function 179:into an effective 158:degrees of freedom 138:probability theory 5746: 5745: 5623:Marie Curie Medal 5515:Curie's principle 5479:Mean-field theory 5474:Curie temperature 5140:978-0-7695-2883-0 5067:10.3390/e22050552 5031:978-0-521-79450-3 4953:To determine the 4866: 4840: 4813: 4747: 4685: 4660:{\displaystyle m} 4634: 4613:{\displaystyle m} 4584: 4570:as a function of 4563:{\displaystyle m} 4539:{\displaystyle N} 4493: 4486: 4436: 4344:{\displaystyle d} 4319:{\displaystyle h} 4275: 4243:{\displaystyle z} 4194: 4189: 4152: 4150: 4145: 4113: 4061:{\displaystyle i} 3978: 3968: 3966: 3933: 3890: 3807: 3795: 3739: 3633: 3621: 3495: 3403: 3219: 3176: 3128: 3099:{\displaystyle d} 3031: 2744: 2716:Formal derivation 2705:phase transitions 2543: 2521: 2403: 1976: 1835: 1830: 1808: 1765: 1642: 967:{\displaystyle f} 788: 566:{\displaystyle F} 469: 464: 442: 272:theories, the 1D 244:phase transitions 234:) in the work of 177:many-body problem 142:Mean-field theory 130: 129: 122: 104: 16:(Redirected from 5776: 5484:Piezoelectricity 5438: 5431: 5424: 5415: 5414: 5408: 5407: 5397: 5387: 5363: 5357: 5356: 5338: 5332: 5331: 5304: 5298: 5297: 5271: 5262:(5–6): 777–797. 5248: 5242: 5241: 5215: 5202: 5196: 5195: 5159: 5153: 5152: 5124: 5114: 5103: 5097: 5096: 5094: 5092: 5079: 5069: 5051: 5042: 5036: 5035: 5017: 4940:protein backbone 4916: 4914: 4913: 4908: 4877: 4875: 4874: 4869: 4867: 4865: 4864: 4855: 4847: 4842: 4841: 4838: 4825: 4823: 4822: 4817: 4815: 4814: 4811: 4795: 4793: 4792: 4787: 4785: 4784: 4759: 4757: 4756: 4751: 4749: 4748: 4745: 4723: 4721: 4720: 4715: 4697: 4695: 4694: 4689: 4687: 4686: 4683: 4666: 4664: 4663: 4658: 4646: 4644: 4643: 4638: 4636: 4635: 4632: 4619: 4617: 4616: 4611: 4596: 4594: 4593: 4588: 4586: 4585: 4582: 4569: 4567: 4566: 4561: 4545: 4543: 4542: 4537: 4522: 4520: 4519: 4514: 4509: 4508: 4503: 4499: 4498: 4494: 4492: 4488: 4487: 4484: 4477: 4460: 4439: 4438: 4437: 4432: 4425: 4424: 4408: 4379: 4377: 4376: 4371: 4350: 4348: 4347: 4342: 4325: 4323: 4322: 4317: 4305: 4303: 4302: 4297: 4277: 4276: 4273: 4249: 4247: 4246: 4241: 4226: 4224: 4223: 4218: 4213: 4212: 4202: 4192: 4191: 4190: 4187: 4180: 4175: 4146: 4141: 4134: 4133: 4120: 4115: 4114: 4111: 4095: 4093: 4092: 4087: 4082: 4067: 4065: 4064: 4059: 4047: 4045: 4044: 4039: 4015: 4013: 4012: 4007: 4004: 3976: 3967: 3959: 3953: 3922: 3920: 3919: 3914: 3909: 3908: 3898: 3883: 3882: 3867: 3866: 3845: 3844: 3835: 3834: 3827: 3797: 3796: 3793: 3771: 3769: 3768: 3763: 3758: 3757: 3747: 3729: 3728: 3716: 3715: 3703: 3702: 3690: 3689: 3677: 3676: 3667: 3666: 3653: 3623: 3622: 3619: 3586: 3584: 3583: 3578: 3576: 3575: 3563: 3562: 3550: 3549: 3531:where we define 3527: 3525: 3524: 3519: 3514: 3513: 3503: 3485: 3484: 3469: 3468: 3453: 3452: 3437: 3436: 3423: 3380: 3378: 3377: 3372: 3367: 3366: 3351: 3350: 3331: 3329: 3328: 3323: 3312: 3311: 3299: 3298: 3282: 3280: 3279: 3274: 3250: 3248: 3247: 3242: 3239: 3208: 3206: 3205: 3200: 3195: 3194: 3184: 3169: 3168: 3159: 3158: 3148: 3105: 3103: 3102: 3097: 3069: 3067: 3066: 3061: 3032: 3029: 3010:ensemble average 3004: 3002: 3001: 2996: 2985: 2984: 2975: 2974: 2933: 2931: 2930: 2925: 2920: 2919: 2914: 2910: 2909: 2905: 2904: 2903: 2877: 2873: 2872: 2871: 2853: 2852: 2843: 2842: 2810: 2809: 2797: 2796: 2773: 2771: 2770: 2765: 2763: 2762: 2752: 2694: 2692: 2691: 2686: 2678: 2677: 2664: 2653: 2641: 2640: 2628: 2627: 2615: 2614: 2596: 2595: 2585: 2581: 2580: 2536: 2535: 2522: 2519: 2517: 2495: 2493: 2492: 2487: 2451: 2450: 2446: 2445: 2432: 2424: 2404: 2402: 2401: 2389: 2381: 2380: 2367: 2356: 2333: 2331: 2330: 2325: 2322: 2311: 2292: 2290: 2289: 2284: 2282: 2272: 2271: 2258: 2247: 2229: 2228: 2215: 2204: 2192: 2191: 2181: 2176: 2149: 2142: 2141: 2128: 2117: 2105: 2104: 2091: 2080: 2068: 2067: 2055: 2054: 2042: 2041: 2023: 2022: 2006: 2005: 2004: 1968: 1967: 1940: 1938: 1937: 1932: 1930: 1929: 1910: 1908: 1907: 1902: 1900: 1890: 1889: 1876: 1865: 1855: 1850: 1833: 1832: 1831: 1829: 1828: 1816: 1811: 1806: 1805: 1804: 1800: 1799: 1787: 1786: 1766: 1764: 1763: 1751: 1748: 1743: 1722: 1718: 1717: 1713: 1712: 1694: 1693: 1681: 1680: 1668: 1667: 1662: 1661: 1643: 1640: 1629: 1617: 1605: 1604: 1586: 1585: 1573: 1572: 1559: 1548: 1525:Boltzmann factor 1522: 1520: 1519: 1514: 1509: 1508: 1490: 1489: 1477: 1476: 1457: 1455: 1454: 1449: 1444: 1443: 1425: 1424: 1412: 1411: 1398: 1387: 1368: 1366: 1365: 1360: 1358: 1348: 1347: 1329: 1328: 1316: 1315: 1302: 1291: 1273: 1272: 1254: 1253: 1241: 1240: 1227: 1216: 1204: 1203: 1163: 1156: 1155: 1137: 1136: 1124: 1123: 1110: 1099: 1087: 1086: 1068: 1067: 1055: 1054: 1042: 1041: 1032: 1031: 997: 996: 973: 971: 970: 965: 953: 951: 950: 945: 940: 939: 921: 920: 904: 902: 901: 896: 894: 893: 877: 875: 874: 869: 861: 860: 848: 847: 835: 834: 818: 817: 816: 784: 783: 755: 753: 752: 747: 745: 744: 725: 723: 722: 717: 709: 708: 696: 695: 685: 680: 662: 661: 656: 655: 638: 636: 635: 630: 628: 627: 622: 621: 599: 597: 596: 591: 589: 588: 572: 570: 569: 564: 548: 546: 545: 540: 538: 537: 518: 516: 515: 510: 505: 504: 489: 488: 479: 478: 467: 466: 465: 463: 462: 450: 445: 440: 439: 438: 410: 408: 407: 402: 400: 399: 387: 386: 381: 380: 370: 369: 308:Feynman diagrams 192:graphical models 181:one-body problem 125: 118: 114: 111: 105: 103: 62: 38: 30: 21: 5784: 5783: 5779: 5778: 5777: 5775: 5774: 5773: 5749: 5748: 5747: 5742: 5662: 5603:Curie Institute 5591: 5570:(granddaughter) 5542: 5526: 5503: 5469:Curie–Weiss law 5452: 5442: 5412: 5411: 5364: 5360: 5353: 5339: 5335: 5305: 5301: 5252:Kadanoff, L. P. 5249: 5245: 5213: 5203: 5199: 5160: 5156: 5141: 5122:10.1.1.110.2612 5112: 5104: 5100: 5090: 5088: 5049: 5043: 5039: 5032: 5018: 5014: 5009: 4992: 4976: 4970: 4902: 4899: 4898: 4887: 4860: 4856: 4848: 4846: 4837: 4833: 4831: 4828: 4827: 4810: 4806: 4804: 4801: 4800: 4780: 4776: 4765: 4762: 4761: 4744: 4740: 4732: 4729: 4728: 4703: 4700: 4699: 4682: 4678: 4676: 4673: 4672: 4652: 4649: 4648: 4631: 4627: 4625: 4622: 4621: 4605: 4602: 4601: 4581: 4577: 4575: 4572: 4571: 4555: 4552: 4551: 4531: 4528: 4527: 4504: 4483: 4479: 4478: 4461: 4459: 4455: 4445: 4441: 4440: 4420: 4416: 4409: 4407: 4403: 4399: 4391: 4388: 4387: 4356: 4353: 4352: 4336: 4333: 4332: 4311: 4308: 4307: 4272: 4268: 4266: 4263: 4262: 4235: 4232: 4231: 4208: 4204: 4198: 4186: 4182: 4181: 4153: 4151: 4129: 4125: 4121: 4119: 4110: 4106: 4104: 4101: 4100: 4078: 4073: 4070: 4069: 4053: 4050: 4049: 4021: 4018: 4017: 3982: 3972: 3958: 3937: 3931: 3928: 3927: 3904: 3900: 3894: 3878: 3877: 3862: 3858: 3840: 3836: 3830: 3829: 3811: 3792: 3788: 3786: 3783: 3782: 3753: 3749: 3743: 3724: 3720: 3711: 3707: 3698: 3694: 3685: 3681: 3672: 3668: 3662: 3658: 3637: 3618: 3614: 3606: 3603: 3602: 3571: 3567: 3558: 3554: 3545: 3541: 3536: 3533: 3532: 3509: 3505: 3499: 3480: 3476: 3464: 3460: 3448: 3444: 3432: 3428: 3407: 3389: 3386: 3385: 3362: 3358: 3346: 3342: 3340: 3337: 3336: 3307: 3303: 3294: 3290: 3288: 3285: 3284: 3256: 3253: 3252: 3223: 3217: 3214: 3213: 3190: 3186: 3180: 3164: 3160: 3154: 3150: 3132: 3114: 3111: 3110: 3091: 3088: 3087: 3080: 3028: 3020: 3017: 3016: 2980: 2976: 2970: 2966: 2949: 2946: 2945: 2915: 2899: 2895: 2885: 2881: 2867: 2863: 2848: 2844: 2838: 2834: 2824: 2820: 2819: 2815: 2814: 2805: 2801: 2792: 2788: 2786: 2783: 2782: 2758: 2754: 2748: 2736: 2733: 2732: 2718: 2713: 2701: 2673: 2669: 2654: 2649: 2636: 2632: 2623: 2619: 2604: 2600: 2591: 2587: 2576: 2575: 2547: 2531: 2527: 2518: 2513: 2507: 2504: 2503: 2441: 2437: 2425: 2420: 2409: 2405: 2397: 2393: 2388: 2376: 2372: 2357: 2352: 2346: 2343: 2342: 2312: 2307: 2301: 2298: 2297: 2280: 2279: 2267: 2263: 2248: 2243: 2224: 2220: 2205: 2200: 2187: 2183: 2177: 2166: 2147: 2146: 2137: 2133: 2118: 2113: 2100: 2096: 2081: 2076: 2063: 2059: 2050: 2046: 2031: 2027: 2012: 2008: 2000: 1999: 1980: 1969: 1963: 1959: 1955: 1953: 1950: 1949: 1925: 1921: 1919: 1916: 1915: 1898: 1897: 1885: 1881: 1866: 1861: 1851: 1840: 1818: 1817: 1812: 1810: 1809: 1795: 1791: 1782: 1778: 1771: 1767: 1759: 1755: 1750: 1744: 1733: 1720: 1719: 1708: 1704: 1689: 1685: 1676: 1672: 1663: 1657: 1656: 1655: 1648: 1644: 1630: 1625: 1616: 1609: 1600: 1596: 1581: 1577: 1568: 1564: 1549: 1544: 1536: 1534: 1531: 1530: 1504: 1500: 1485: 1481: 1472: 1468: 1463: 1460: 1459: 1439: 1435: 1420: 1416: 1407: 1403: 1388: 1383: 1377: 1374: 1373: 1356: 1355: 1343: 1339: 1324: 1320: 1311: 1307: 1292: 1287: 1268: 1264: 1249: 1245: 1236: 1232: 1217: 1212: 1181: 1177: 1161: 1160: 1151: 1147: 1132: 1128: 1119: 1115: 1100: 1095: 1082: 1078: 1063: 1059: 1050: 1046: 1037: 1036: 1009: 1005: 998: 992: 988: 984: 982: 979: 978: 959: 956: 955: 935: 931: 916: 912: 910: 907: 906: 889: 888: 886: 883: 882: 856: 852: 843: 839: 824: 820: 812: 811: 792: 779: 778: 776: 773: 772: 740: 736: 734: 731: 730: 704: 700: 691: 687: 681: 670: 657: 651: 650: 649: 647: 644: 643: 623: 617: 616: 615: 613: 610: 609: 584: 580: 578: 575: 574: 558: 555: 554: 533: 529: 527: 524: 523: 500: 496: 484: 480: 474: 473: 452: 451: 446: 444: 443: 434: 430: 422: 419: 418: 395: 394: 382: 376: 375: 374: 365: 364: 362: 359: 358: 344: 316: 294:, studying the 228: 208:queueing theory 204:epidemic models 173:molecular field 126: 115: 109: 106: 63: 61: 51: 39: 28: 23: 22: 15: 12: 11: 5: 5782: 5772: 5771: 5766: 5761: 5744: 5743: 5741: 5740: 5732: 5724: 5716: 5708: 5700: 5693: 5686: 5681: 5676: 5670: 5668: 5664: 5663: 5661: 5660: 5655: 5650: 5645: 5640: 5635: 5630: 5625: 5620: 5615: 5610: 5605: 5599: 5597: 5593: 5592: 5590: 5589: 5583: 5577: 5571: 5565: 5559: 5552: 5550: 5544: 5543: 5541: 5540: 5534: 5532: 5528: 5527: 5525: 5524: 5517: 5511: 5509: 5505: 5504: 5502: 5501: 5496: 5491: 5486: 5481: 5476: 5471: 5466: 5460: 5458: 5454: 5453: 5441: 5440: 5433: 5426: 5418: 5410: 5409: 5358: 5351: 5333: 5322:(1): 661–690. 5299: 5243: 5205:Lasry, J. M.; 5197: 5154: 5139: 5098: 5037: 5030: 5011: 5010: 5008: 5005: 5004: 5003: 4998: 4991: 4988: 4972:Main article: 4969: 4966: 4959: 4958: 4951: 4929: 4922:liquid crystal 4918: 4906: 4895:superconductor 4886: 4883: 4863: 4859: 4854: 4851: 4845: 4836: 4809: 4798: 4797: 4783: 4779: 4775: 4772: 4769: 4743: 4739: 4736: 4725: 4713: 4710: 4707: 4681: 4656: 4630: 4609: 4580: 4559: 4535: 4524: 4523: 4512: 4507: 4502: 4497: 4491: 4482: 4476: 4473: 4470: 4467: 4464: 4458: 4454: 4451: 4448: 4444: 4435: 4431: 4428: 4423: 4419: 4415: 4412: 4406: 4402: 4398: 4395: 4369: 4366: 4363: 4360: 4340: 4315: 4295: 4292: 4289: 4286: 4283: 4280: 4271: 4239: 4228: 4227: 4216: 4211: 4207: 4201: 4197: 4185: 4178: 4174: 4171: 4168: 4165: 4162: 4159: 4156: 4149: 4144: 4140: 4137: 4132: 4128: 4124: 4118: 4109: 4085: 4081: 4077: 4057: 4037: 4034: 4031: 4028: 4025: 4003: 4000: 3997: 3994: 3991: 3988: 3985: 3981: 3975: 3971: 3965: 3962: 3957: 3952: 3949: 3946: 3943: 3940: 3936: 3924: 3923: 3912: 3907: 3903: 3897: 3893: 3889: 3886: 3881: 3876: 3873: 3870: 3865: 3861: 3857: 3854: 3851: 3848: 3843: 3839: 3833: 3826: 3823: 3820: 3817: 3814: 3810: 3806: 3803: 3800: 3791: 3773: 3772: 3761: 3756: 3752: 3746: 3742: 3738: 3735: 3732: 3727: 3723: 3719: 3714: 3710: 3706: 3701: 3697: 3693: 3688: 3684: 3680: 3675: 3671: 3665: 3661: 3657: 3652: 3649: 3646: 3643: 3640: 3636: 3632: 3629: 3626: 3617: 3613: 3610: 3591:of the spin. 3587:; this is the 3574: 3570: 3566: 3561: 3557: 3553: 3548: 3544: 3540: 3529: 3528: 3517: 3512: 3508: 3502: 3498: 3494: 3491: 3488: 3483: 3479: 3475: 3472: 3467: 3463: 3459: 3456: 3451: 3447: 3443: 3440: 3435: 3431: 3427: 3422: 3419: 3416: 3413: 3410: 3406: 3402: 3399: 3396: 3393: 3370: 3365: 3361: 3357: 3354: 3349: 3345: 3321: 3318: 3315: 3310: 3306: 3302: 3297: 3293: 3272: 3269: 3266: 3263: 3260: 3238: 3235: 3232: 3229: 3226: 3222: 3210: 3209: 3198: 3193: 3189: 3183: 3179: 3175: 3172: 3167: 3163: 3157: 3153: 3147: 3144: 3141: 3138: 3135: 3131: 3127: 3124: 3121: 3118: 3095: 3079: 3076: 3071: 3070: 3059: 3056: 3053: 3050: 3047: 3044: 3041: 3038: 3035: 3027: 3024: 3006: 3005: 2994: 2991: 2988: 2983: 2979: 2973: 2969: 2965: 2962: 2959: 2956: 2953: 2935: 2934: 2923: 2918: 2913: 2908: 2902: 2898: 2894: 2891: 2888: 2884: 2880: 2876: 2870: 2866: 2862: 2859: 2856: 2851: 2847: 2841: 2837: 2833: 2830: 2827: 2823: 2818: 2813: 2808: 2804: 2800: 2795: 2791: 2776: 2775: 2761: 2757: 2751: 2747: 2743: 2740: 2717: 2714: 2712: 2709: 2700: 2697: 2696: 2695: 2684: 2681: 2676: 2672: 2668: 2663: 2660: 2657: 2652: 2648: 2644: 2639: 2635: 2631: 2626: 2622: 2618: 2613: 2610: 2607: 2603: 2599: 2594: 2590: 2584: 2579: 2574: 2571: 2568: 2565: 2562: 2559: 2556: 2553: 2550: 2546: 2542: 2539: 2534: 2530: 2526: 2516: 2512: 2497: 2496: 2485: 2482: 2479: 2476: 2473: 2470: 2467: 2464: 2461: 2458: 2454: 2449: 2444: 2440: 2436: 2431: 2428: 2423: 2419: 2415: 2412: 2408: 2400: 2396: 2392: 2387: 2384: 2379: 2375: 2371: 2366: 2363: 2360: 2355: 2351: 2321: 2318: 2315: 2310: 2306: 2294: 2293: 2278: 2275: 2270: 2266: 2262: 2257: 2254: 2251: 2246: 2242: 2238: 2235: 2232: 2227: 2223: 2219: 2214: 2211: 2208: 2203: 2199: 2195: 2190: 2186: 2180: 2175: 2172: 2169: 2165: 2161: 2158: 2155: 2152: 2150: 2148: 2145: 2140: 2136: 2132: 2127: 2124: 2121: 2116: 2112: 2108: 2103: 2099: 2095: 2090: 2087: 2084: 2079: 2075: 2071: 2066: 2062: 2058: 2053: 2049: 2045: 2040: 2037: 2034: 2030: 2026: 2021: 2018: 2015: 2011: 2003: 1998: 1995: 1992: 1989: 1986: 1983: 1979: 1975: 1972: 1970: 1966: 1962: 1958: 1957: 1928: 1924: 1912: 1911: 1896: 1893: 1888: 1884: 1880: 1875: 1872: 1869: 1864: 1860: 1854: 1849: 1846: 1843: 1839: 1827: 1824: 1821: 1815: 1803: 1798: 1794: 1790: 1785: 1781: 1777: 1774: 1770: 1762: 1758: 1754: 1747: 1742: 1739: 1736: 1732: 1728: 1725: 1723: 1721: 1716: 1711: 1707: 1703: 1700: 1697: 1692: 1688: 1684: 1679: 1675: 1671: 1666: 1660: 1654: 1651: 1647: 1639: 1636: 1633: 1628: 1624: 1620: 1615: 1612: 1610: 1608: 1603: 1599: 1595: 1592: 1589: 1584: 1580: 1576: 1571: 1567: 1563: 1558: 1555: 1552: 1547: 1543: 1539: 1538: 1512: 1507: 1503: 1499: 1496: 1493: 1488: 1484: 1480: 1475: 1471: 1467: 1447: 1442: 1438: 1434: 1431: 1428: 1423: 1419: 1415: 1410: 1406: 1402: 1397: 1394: 1391: 1386: 1382: 1370: 1369: 1354: 1351: 1346: 1342: 1338: 1335: 1332: 1327: 1323: 1319: 1314: 1310: 1306: 1301: 1298: 1295: 1290: 1286: 1282: 1279: 1276: 1271: 1267: 1263: 1260: 1257: 1252: 1248: 1244: 1239: 1235: 1231: 1226: 1223: 1220: 1215: 1211: 1207: 1202: 1199: 1196: 1193: 1190: 1187: 1184: 1180: 1175: 1172: 1169: 1166: 1164: 1162: 1159: 1154: 1150: 1146: 1143: 1140: 1135: 1131: 1127: 1122: 1118: 1114: 1109: 1106: 1103: 1098: 1094: 1090: 1085: 1081: 1077: 1074: 1071: 1066: 1062: 1058: 1053: 1049: 1045: 1040: 1035: 1030: 1027: 1024: 1021: 1018: 1015: 1012: 1008: 1004: 1001: 999: 995: 991: 987: 986: 963: 943: 938: 934: 930: 927: 924: 919: 915: 892: 879: 878: 867: 864: 859: 855: 851: 846: 842: 838: 833: 830: 827: 823: 815: 810: 807: 804: 801: 798: 795: 791: 787: 782: 743: 739: 727: 726: 715: 712: 707: 703: 699: 694: 690: 684: 679: 676: 673: 669: 665: 660: 654: 626: 620: 587: 583: 562: 536: 532: 520: 519: 508: 503: 499: 495: 492: 487: 483: 477: 472: 461: 458: 455: 449: 437: 433: 429: 426: 412: 411: 398: 393: 390: 385: 379: 373: 368: 343: 340: 315: 312: 227: 224: 128: 127: 110:September 2022 42: 40: 33: 26: 9: 6: 4: 3: 2: 5781: 5770: 5767: 5765: 5762: 5760: 5757: 5756: 5754: 5738: 5737: 5733: 5730: 5729: 5725: 5722: 5721: 5717: 5714: 5713: 5709: 5706: 5705: 5701: 5699: 5698: 5694: 5692: 5691: 5687: 5685: 5682: 5680: 5677: 5675: 5672: 5671: 5669: 5665: 5659: 5656: 5654: 5651: 5649: 5646: 5644: 5641: 5639: 5636: 5634: 5631: 5629: 5626: 5624: 5621: 5619: 5616: 5614: 5611: 5609: 5606: 5604: 5601: 5600: 5598: 5594: 5587: 5584: 5581: 5578: 5575: 5574:Pierre Joliot 5572: 5569: 5566: 5563: 5560: 5557: 5554: 5553: 5551: 5549: 5545: 5539: 5536: 5535: 5533: 5529: 5523: 5522: 5518: 5516: 5513: 5512: 5510: 5506: 5500: 5497: 5495: 5494:Radioactivity 5492: 5490: 5487: 5485: 5482: 5480: 5477: 5475: 5472: 5470: 5467: 5465: 5462: 5461: 5459: 5455: 5450: 5446: 5439: 5434: 5432: 5427: 5425: 5420: 5419: 5416: 5405: 5401: 5396: 5391: 5386: 5381: 5377: 5373: 5369: 5362: 5354: 5352:0-19-505316-8 5348: 5344: 5337: 5329: 5325: 5321: 5317: 5313: 5309: 5308:Weiss, Pierre 5303: 5295: 5291: 5287: 5283: 5279: 5275: 5270: 5265: 5261: 5257: 5253: 5247: 5239: 5235: 5231: 5227: 5223: 5219: 5212: 5208: 5201: 5193: 5189: 5185: 5181: 5177: 5173: 5169: 5165: 5158: 5150: 5146: 5142: 5136: 5132: 5128: 5123: 5118: 5115:. p. 3. 5111: 5110: 5102: 5087: 5083: 5078: 5073: 5068: 5063: 5059: 5055: 5048: 5041: 5033: 5027: 5023: 5016: 5012: 5002: 4999: 4997: 4994: 4993: 4987: 4985: 4984:Hubbard model 4981: 4975: 4965: 4964: 4956: 4952: 4949: 4945: 4941: 4937: 4934: 4930: 4927: 4923: 4919: 4896: 4892: 4891: 4890: 4882: 4879: 4861: 4857: 4852: 4849: 4843: 4834: 4807: 4781: 4777: 4773: 4770: 4767: 4741: 4737: 4734: 4726: 4711: 4708: 4705: 4679: 4670: 4669: 4668: 4654: 4628: 4607: 4598: 4578: 4557: 4549: 4533: 4510: 4505: 4500: 4495: 4489: 4480: 4474: 4471: 4468: 4465: 4462: 4456: 4452: 4449: 4446: 4442: 4433: 4429: 4426: 4421: 4417: 4413: 4410: 4404: 4400: 4396: 4393: 4386: 4385: 4384: 4381: 4367: 4364: 4361: 4358: 4338: 4329: 4313: 4293: 4290: 4287: 4284: 4281: 4278: 4269: 4261: 4257: 4253: 4237: 4214: 4209: 4205: 4199: 4195: 4183: 4176: 4169: 4166: 4163: 4160: 4157: 4147: 4142: 4138: 4135: 4130: 4126: 4122: 4116: 4107: 4099: 4098: 4097: 4083: 4079: 4075: 4055: 4032: 4026: 4023: 3998: 3992: 3989: 3986: 3983: 3979: 3973: 3969: 3963: 3960: 3955: 3947: 3944: 3941: 3934: 3910: 3905: 3901: 3895: 3891: 3887: 3884: 3871: 3868: 3863: 3859: 3852: 3849: 3846: 3841: 3837: 3821: 3818: 3815: 3808: 3804: 3801: 3798: 3789: 3781: 3780: 3779: 3776: 3759: 3754: 3750: 3744: 3740: 3736: 3733: 3725: 3721: 3717: 3712: 3708: 3704: 3699: 3695: 3691: 3686: 3682: 3678: 3673: 3669: 3663: 3659: 3647: 3644: 3641: 3634: 3630: 3627: 3624: 3615: 3611: 3608: 3601: 3600: 3599: 3596: 3592: 3590: 3572: 3568: 3564: 3559: 3555: 3551: 3546: 3542: 3538: 3515: 3510: 3506: 3500: 3496: 3492: 3489: 3481: 3477: 3473: 3470: 3465: 3461: 3449: 3445: 3441: 3438: 3433: 3429: 3417: 3414: 3411: 3404: 3400: 3397: 3394: 3391: 3384: 3383: 3382: 3363: 3359: 3352: 3347: 3343: 3333: 3319: 3316: 3313: 3308: 3304: 3300: 3295: 3291: 3267: 3264: 3261: 3233: 3230: 3227: 3220: 3196: 3191: 3187: 3181: 3177: 3173: 3170: 3165: 3161: 3155: 3151: 3142: 3139: 3136: 3129: 3125: 3122: 3119: 3116: 3109: 3108: 3107: 3093: 3085: 3082:Consider the 3075: 3057: 3054: 3051: 3045: 3042: 3039: 3036: 3025: 3022: 3015: 3014: 3013: 3011: 3008:which is the 2992: 2989: 2986: 2981: 2971: 2967: 2960: 2957: 2954: 2951: 2944: 2943: 2942: 2940: 2921: 2916: 2911: 2906: 2900: 2896: 2892: 2889: 2886: 2882: 2878: 2874: 2868: 2864: 2860: 2857: 2854: 2849: 2845: 2839: 2835: 2831: 2828: 2825: 2821: 2816: 2811: 2806: 2802: 2798: 2793: 2789: 2781: 2780: 2779: 2759: 2755: 2749: 2745: 2741: 2738: 2731: 2730: 2729: 2727: 2723: 2722:Ising lattice 2708: 2706: 2682: 2674: 2670: 2658: 2650: 2646: 2637: 2633: 2629: 2624: 2620: 2611: 2608: 2605: 2601: 2597: 2592: 2588: 2572: 2566: 2563: 2560: 2554: 2551: 2544: 2540: 2532: 2528: 2514: 2510: 2502: 2501: 2500: 2483: 2480: 2477: 2474: 2471: 2468: 2465: 2462: 2459: 2456: 2452: 2442: 2438: 2429: 2426: 2421: 2417: 2413: 2410: 2406: 2398: 2394: 2390: 2385: 2377: 2373: 2361: 2353: 2349: 2341: 2340: 2339: 2337: 2316: 2308: 2304: 2276: 2268: 2264: 2252: 2244: 2240: 2236: 2233: 2225: 2221: 2209: 2201: 2197: 2193: 2188: 2184: 2178: 2173: 2170: 2167: 2163: 2159: 2156: 2153: 2151: 2138: 2134: 2122: 2114: 2110: 2101: 2097: 2085: 2077: 2073: 2064: 2060: 2056: 2051: 2047: 2038: 2035: 2032: 2028: 2024: 2019: 2016: 2013: 2009: 1996: 1990: 1987: 1984: 1977: 1973: 1971: 1964: 1960: 1948: 1947: 1946: 1944: 1926: 1922: 1894: 1886: 1882: 1870: 1862: 1858: 1852: 1847: 1844: 1841: 1837: 1813: 1796: 1792: 1783: 1779: 1775: 1772: 1768: 1760: 1756: 1752: 1745: 1740: 1737: 1734: 1730: 1726: 1724: 1709: 1705: 1701: 1698: 1695: 1690: 1686: 1682: 1677: 1673: 1664: 1652: 1649: 1645: 1634: 1626: 1622: 1618: 1613: 1611: 1601: 1597: 1593: 1590: 1587: 1582: 1578: 1574: 1569: 1565: 1553: 1545: 1541: 1529: 1528: 1527: 1526: 1505: 1501: 1497: 1494: 1491: 1486: 1482: 1478: 1473: 1469: 1440: 1436: 1432: 1429: 1426: 1421: 1417: 1413: 1408: 1404: 1392: 1384: 1380: 1352: 1344: 1340: 1336: 1333: 1330: 1325: 1321: 1317: 1312: 1308: 1296: 1288: 1284: 1280: 1277: 1269: 1265: 1261: 1258: 1255: 1250: 1246: 1242: 1237: 1233: 1221: 1213: 1209: 1205: 1200: 1197: 1194: 1191: 1188: 1185: 1182: 1178: 1173: 1170: 1167: 1165: 1152: 1148: 1144: 1141: 1138: 1133: 1129: 1125: 1120: 1116: 1104: 1096: 1092: 1083: 1079: 1075: 1072: 1069: 1064: 1060: 1056: 1051: 1047: 1033: 1028: 1025: 1022: 1019: 1016: 1013: 1010: 1006: 1002: 1000: 993: 989: 977: 976: 975: 961: 936: 932: 925: 922: 917: 913: 865: 857: 853: 849: 844: 840: 831: 828: 825: 821: 808: 802: 799: 796: 789: 785: 771: 770: 769: 766: 764: 759: 741: 737: 713: 705: 701: 692: 688: 682: 677: 674: 671: 667: 663: 658: 642: 641: 640: 624: 607: 603: 585: 581: 560: 552: 534: 530: 506: 501: 497: 493: 490: 485: 447: 435: 431: 427: 424: 417: 416: 415: 388: 383: 371: 357: 356: 355: 353: 349: 339: 337: 333: 329: 323: 321: 311: 309: 305: 301: 297: 296:combinatorics 293: 288: 286: 281: 279: 275: 271: 267: 263: 261: 257: 253: 252:Landau theory 249: 248:Bethe lattice 245: 241: 237: 233: 223: 221: 217: 213: 209: 205: 201: 197: 193: 189: 184: 182: 178: 174: 170: 165: 163: 159: 155: 151: 147: 143: 139: 135: 124: 121: 113: 102: 99: 95: 92: 88: 85: 81: 78: 74: 71: –  70: 66: 65:Find sources: 59: 55: 49: 48: 43:This article 41: 37: 32: 31: 19: 5734: 5726: 5718: 5710: 5704:Madame Curie 5702: 5695: 5688: 5653:Curie Island 5588:(son-in-law) 5519: 5508:Publications 5478: 5375: 5371: 5361: 5342: 5336: 5319: 5315: 5302: 5259: 5255: 5246: 5221: 5217: 5207:Lions, P. L. 5200: 5170:(3–4): 803. 5167: 5163: 5157: 5108: 5101: 5089:. Retrieved 5060:(552): 552. 5057: 5053: 5040: 5021: 5015: 4977: 4960: 4888: 4880: 4799: 4599: 4525: 4382: 4327: 4259: 4255: 4229: 3925: 3777: 3774: 3597: 3593: 3588: 3530: 3334: 3211: 3081: 3072: 3007: 2936: 2777: 2719: 2702: 2699:Applications 2498: 2295: 1913: 1371: 880: 767: 762: 728: 521: 413: 345: 336:fluctuations 324: 317: 304:perturbation 289: 285:field theory 282: 270:random-field 264: 242:to describe 240:Pierre Weiss 236:Pierre Curie 229: 218:, as in the 196:neuroscience 185: 172: 169:interactions 166: 149: 145: 141: 131: 116: 107: 97: 90: 83: 76: 64: 52:Please help 47:verification 44: 5739:(2019 film) 5736:Radioactive 5731:(2016 film) 5723:(2014 film) 5715:(1997 film) 5707:(1943 film) 5464:Curie's law 5457:Discoveries 5224:: 229–260. 4326:and of the 4068:", and the 3589:fluctuation 3084:Ising model 2726:free energy 2711:Ising model 352:free energy 306:results or 300:Hamiltonian 274:Ising model 216:game theory 5753:Categories 5667:Depictions 5658:7000 Curie 5576:(grandson) 5564:(daughter) 5558:(daughter) 5385:2102.00960 5007:References 4936:side chain 4933:amino acid 4328:mean field 3212:where the 154:stochastic 80:newspapers 5596:Namesakes 5562:Ève Curie 5404:237623181 5269:0906.0653 5192:120840517 5117:CiteSeerX 4926:Laplacian 4905:Δ 4774:± 4453:⁡ 4411:β 4405:− 4256:decoupled 4196:∑ 4177:⏟ 4148:− 3987:∈ 3980:∑ 3970:∑ 3951:⟩ 3939:⟨ 3935:∑ 3892:∑ 3885:− 3869:− 3825:⟩ 3813:⟨ 3809:∑ 3802:− 3741:∑ 3734:− 3718:δ 3692:δ 3651:⟩ 3639:⟨ 3635:∑ 3628:− 3625:≡ 3612:≈ 3565:− 3552:≡ 3539:δ 3497:∑ 3490:− 3474:δ 3442:δ 3421:⟩ 3409:⟨ 3405:∑ 3398:− 3369:⟩ 3356:⟨ 3353:≡ 3317:± 3271:⟩ 3259:⟨ 3237:⟩ 3225:⟨ 3221:∑ 3178:∑ 3171:− 3146:⟩ 3134:⟨ 3130:∑ 3123:− 3043:β 2978:⟩ 2964:⟨ 2961:∑ 2939:minimises 2893:∑ 2887:− 2879:− 2861:∑ 2855:− 2832:∑ 2826:− 2746:∑ 2739:− 2671:ξ 2634:ξ 2621:ξ 2598:⁡ 2573:∈ 2555:∣ 2545:∑ 2529:ξ 2475:… 2439:ξ 2414:β 2411:− 2374:ξ 2265:ξ 2237:⁡ 2222:ξ 2194:⁡ 2164:∑ 2135:ξ 2098:ξ 2061:ξ 2048:ξ 2025:⁡ 1997:∈ 1978:∑ 1883:ξ 1838:∏ 1793:ξ 1776:β 1773:− 1731:∏ 1706:ξ 1699:… 1687:ξ 1674:ξ 1653:β 1650:− 1598:ξ 1591:… 1579:ξ 1566:ξ 1502:ξ 1495:… 1483:ξ 1470:ξ 1437:ξ 1430:… 1418:ξ 1405:ξ 1341:ξ 1334:… 1322:ξ 1309:ξ 1281:⁡ 1266:ξ 1259:… 1247:ξ 1234:ξ 1206:⁡ 1195:… 1149:ξ 1142:… 1130:ξ 1117:ξ 1080:ξ 1073:… 1061:ξ 1048:ξ 1034:⁡ 1023:… 933:ξ 923:⁡ 854:ξ 841:ξ 809:∈ 790:∑ 738:ξ 702:ξ 668:∑ 491:− 482:⟩ 471:⟨ 428:≤ 392:Δ 162:statistic 5489:Polonium 5378:: 1–16. 5310:(1907). 5209:(2007). 5149:15007784 5086:33286324 4990:See also 4016:, where 2912:⟩ 2817:⟨ 2334:using a 756:are the 606:ensemble 328:polymers 314:Validity 5531:Museums 5294:9074428 5274:Bibcode 5238:1963678 5172:Bibcode 5077:7517075 5054:Entropy 4250:is the 1945:. Thus 1941:is the 551:entropy 549:is the 330:). The 266:Systems 226:Origins 134:physics 94:scholar 5613:Curium 5548:Family 5499:Radium 5449:Pierre 5402:  5349:  5292:  5236:  5190:  5147:  5137:  5119:  5091:22 May 5084:  5074:  5028:  4526:where 4230:where 3283:, and 1914:where 1834:  1807:  1372:where 881:where 729:where 553:, and 522:where 468:  441:  258:, and 96:  89:  82:  75:  67:  5608:Curie 5451:Curie 5445:Marie 5400:S2CID 5380:arXiv 5290:S2CID 5264:arXiv 5234:S2CID 5214:(PDF) 5188:S2CID 5145:S2CID 5113:(PDF) 5050:(PDF) 4946:(see 3086:on a 148:) or 101:JSTOR 87:books 5447:and 5347:ISBN 5135:ISBN 5093:2020 5082:PMID 5026:ISBN 4738:< 4727:For 4633:eff. 4620:and 4583:eff. 4450:cosh 4274:eff. 4188:eff. 3030:tanh 600:are 573:and 238:and 214:and 136:and 73:news 5390:doi 5324:doi 5282:doi 5260:137 5226:doi 5180:doi 5127:doi 5072:PMC 5062:doi 4942:in 4380:). 2234:log 1278:log 283:In 146:MFT 132:In 56:by 5755:: 5398:. 5388:. 5376:35 5374:. 5370:. 5318:. 5314:. 5288:. 5280:. 5272:. 5258:. 5232:. 5220:. 5216:. 5186:. 5178:. 5168:66 5166:. 5143:. 5133:. 5125:. 5080:. 5070:. 5058:22 5056:. 5052:. 4950:). 4878:. 4597:. 4351:, 4112:MF 3794:MF 3620:MF 2707:. 2589:Tr 2520:MF 2185:Tr 2010:Tr 1179:Tr 1007:Tr 914:Tr 765:. 262:. 250:, 222:. 210:, 206:, 202:, 198:, 194:, 190:, 140:, 5437:e 5430:t 5423:v 5406:. 5392:: 5382:: 5355:. 5330:. 5326:: 5320:6 5296:. 5284:: 5276:: 5266:: 5240:. 5228:: 5222:2 5194:. 5182:: 5174:: 5151:. 5129:: 5095:. 5064:: 5034:. 4917:. 4862:B 4858:k 4853:z 4850:J 4844:= 4839:c 4835:T 4812:c 4808:T 4782:0 4778:m 4771:= 4768:m 4746:c 4742:T 4735:T 4712:0 4709:= 4706:m 4684:c 4680:T 4655:m 4629:h 4608:m 4579:h 4558:m 4534:N 4511:, 4506:N 4501:] 4496:) 4490:T 4485:B 4481:k 4475:z 4472:J 4469:m 4466:+ 4463:h 4457:( 4447:2 4443:[ 4434:2 4430:z 4427:N 4422:2 4418:m 4414:J 4401:e 4397:= 4394:Z 4368:d 4365:2 4362:= 4359:z 4339:d 4314:h 4294:m 4291:z 4288:J 4285:+ 4282:h 4279:= 4270:h 4238:z 4215:, 4210:i 4206:s 4200:i 4184:h 4173:) 4170:z 4167:J 4164:m 4161:+ 4158:h 4155:( 4143:2 4139:z 4136:N 4131:2 4127:m 4123:J 4117:= 4108:H 4084:2 4080:/ 4076:1 4056:i 4036:) 4033:i 4030:( 4027:n 4024:n 4002:) 3999:i 3996:( 3993:n 3990:n 3984:j 3974:i 3964:2 3961:1 3956:= 3948:j 3945:, 3942:i 3911:. 3906:i 3902:s 3896:i 3888:h 3880:) 3875:) 3872:m 3864:i 3860:s 3856:( 3853:m 3850:2 3847:+ 3842:2 3838:m 3832:( 3822:j 3819:, 3816:i 3805:J 3799:= 3790:H 3760:. 3755:i 3751:s 3745:i 3737:h 3731:) 3726:i 3722:s 3713:j 3709:m 3705:+ 3700:j 3696:s 3687:i 3683:m 3679:+ 3674:j 3670:m 3664:i 3660:m 3656:( 3648:j 3645:, 3642:i 3631:J 3616:H 3609:H 3573:i 3569:m 3560:i 3556:s 3547:i 3543:s 3516:, 3511:i 3507:s 3501:i 3493:h 3487:) 3482:j 3478:s 3471:+ 3466:j 3462:m 3458:( 3455:) 3450:i 3446:s 3439:+ 3434:i 3430:m 3426:( 3418:j 3415:, 3412:i 3401:J 3395:= 3392:H 3364:i 3360:s 3348:i 3344:m 3320:1 3314:= 3309:j 3305:s 3301:, 3296:i 3292:s 3268:j 3265:, 3262:i 3234:j 3231:, 3228:i 3197:, 3192:i 3188:s 3182:i 3174:h 3166:j 3162:s 3156:i 3152:s 3143:j 3140:, 3137:i 3126:J 3120:= 3117:H 3094:d 3058:. 3055:h 3052:+ 3049:) 3046:m 3040:J 3037:z 3034:( 3026:= 3023:m 2993:, 2990:h 2987:+ 2982:0 2972:j 2968:s 2958:J 2955:= 2952:m 2922:. 2917:0 2907:) 2901:i 2897:s 2890:m 2883:( 2875:) 2869:i 2865:s 2858:h 2850:j 2846:s 2840:i 2836:s 2829:J 2822:( 2812:+ 2807:0 2803:F 2799:= 2794:V 2790:F 2774:, 2760:i 2756:s 2750:i 2742:m 2683:. 2680:) 2675:j 2667:( 2662:) 2659:j 2656:( 2651:0 2647:P 2643:) 2638:j 2630:, 2625:i 2617:( 2612:j 2609:, 2606:i 2602:V 2593:j 2583:} 2578:P 2570:) 2567:j 2564:, 2561:i 2558:( 2552:j 2549:{ 2541:= 2538:) 2533:i 2525:( 2515:i 2511:h 2484:, 2481:N 2478:, 2472:, 2469:2 2466:, 2463:1 2460:= 2457:i 2453:, 2448:) 2443:i 2435:( 2430:F 2427:M 2422:i 2418:h 2407:e 2399:0 2395:Z 2391:1 2386:= 2383:) 2378:i 2370:( 2365:) 2362:i 2359:( 2354:0 2350:P 2320:) 2317:i 2314:( 2309:0 2305:P 2277:. 2274:) 2269:i 2261:( 2256:) 2253:i 2250:( 2245:0 2241:P 2231:) 2226:i 2218:( 2213:) 2210:i 2207:( 2202:0 2198:P 2189:i 2179:N 2174:1 2171:= 2168:i 2160:T 2157:k 2154:+ 2144:) 2139:j 2131:( 2126:) 2123:j 2120:( 2115:0 2111:P 2107:) 2102:i 2094:( 2089:) 2086:i 2083:( 2078:0 2074:P 2070:) 2065:j 2057:, 2052:i 2044:( 2039:j 2036:, 2033:i 2029:V 2020:j 2017:, 2014:i 2002:P 1994:) 1991:j 1988:, 1985:i 1982:( 1974:= 1965:0 1961:F 1927:0 1923:Z 1895:, 1892:) 1887:i 1879:( 1874:) 1871:i 1868:( 1863:0 1859:P 1853:N 1848:1 1845:= 1842:i 1826:f 1823:e 1820:d 1814:= 1802:) 1797:i 1789:( 1784:i 1780:h 1769:e 1761:0 1757:Z 1753:1 1746:N 1741:1 1738:= 1735:i 1727:= 1715:) 1710:N 1702:, 1696:, 1691:2 1683:, 1678:1 1670:( 1665:0 1659:H 1646:e 1638:) 1635:N 1632:( 1627:0 1623:Z 1619:1 1614:= 1607:) 1602:N 1594:, 1588:, 1583:2 1575:, 1570:1 1562:( 1557:) 1554:N 1551:( 1546:0 1542:P 1511:) 1506:N 1498:, 1492:, 1487:2 1479:, 1474:1 1466:( 1446:) 1441:N 1433:, 1427:, 1422:2 1414:, 1409:1 1401:( 1396:) 1393:N 1390:( 1385:0 1381:P 1353:, 1350:) 1345:N 1337:, 1331:, 1326:2 1318:, 1313:1 1305:( 1300:) 1297:N 1294:( 1289:0 1285:P 1275:) 1270:N 1262:, 1256:, 1251:2 1243:, 1238:1 1230:( 1225:) 1222:N 1219:( 1214:0 1210:P 1201:N 1198:, 1192:, 1189:2 1186:, 1183:1 1174:T 1171:k 1168:+ 1158:) 1153:N 1145:, 1139:, 1134:2 1126:, 1121:1 1113:( 1108:) 1105:N 1102:( 1097:0 1093:P 1089:) 1084:N 1076:, 1070:, 1065:2 1057:, 1052:1 1044:( 1039:H 1029:N 1026:, 1020:, 1017:2 1014:, 1011:1 1003:= 994:0 990:F 962:f 942:) 937:i 929:( 926:f 918:i 891:P 866:, 863:) 858:j 850:, 845:i 837:( 832:j 829:, 826:i 822:V 814:P 806:) 803:j 800:, 797:i 794:( 786:= 781:H 742:i 714:, 711:) 706:i 698:( 693:i 689:h 683:N 678:1 675:= 672:i 664:= 659:0 653:H 625:0 619:H 586:0 582:F 561:F 535:0 531:S 507:, 502:0 498:S 494:T 486:0 476:H 460:f 457:e 454:d 448:= 436:0 432:F 425:F 397:H 389:+ 384:0 378:H 372:= 367:H 144:( 123:) 117:( 112:) 108:( 98:· 91:· 84:· 77:· 50:. 20:)

Index

Mean field approximation

verification
improve this article
adding citations to reliable sources
"Mean-field theory"
news
newspapers
books
scholar
JSTOR
Learn how and when to remove this message
physics
probability theory
stochastic
degrees of freedom
statistic
interactions
many-body problem
one-body problem
statistical inference
graphical models
neuroscience
artificial intelligence
epidemic models
queueing theory
computer-network performance
game theory
quantal response equilibrium
statistical mechanics

Text is available under the Creative Commons Attribution-ShareAlike License. Additional terms may apply.