2837:
2500:
1441:
The equation derived above is typically difficult to solve due to the convolution term. Since we are typically interested in slow macroscopic variables changing timescales much larger than the microscopic noise, this has the effect of integrating over an infinite time limit while disregarding the lag
1748:
For larger deviations from thermodynamic equilibrium, the more general form of the Mori–Zwanzig formalism is used, from which the previous results can be obtained through a linearization. In this case, the
Hamiltonian has explicit time-dependence. In this case, the transport equation for a variable
58:
Macroscopic systems with a large number of microscopic degrees of freedom are often well described by a small number of relevant variables, for example the magnetization in a system of spins. The Mori–Zwanzig formalism allows the finding of macroscopic equations that only depend on the relevant
2124:
3143:
634:
70:. The projection operator then projects the dynamics onto the subspace spanned by the relevant variables. The irrelevant part of the dynamics then depends on the observables that are orthogonal to the relevant variables. A correlation function is used as a
2832:{\displaystyle \phi _{ij}(t,s)={\text{Tr}}({\frac {\partial {\bar {\rho }}(t)}{\partial a_{j}(t)}}iL(1-P(s))G(s,t){\dot {A}}_{i})-{\dot {a}}_{k}(t){\text{Tr}}({\frac {\partial ^{2}{\bar {\rho }}(t)}{\partial a_{k}(t)\partial a_{j}(t)}}G(s,t){\dot {A}}_{i})}
2340:
2489:
3148:
These equations can also be re-written using a generalization of the Mori product. Further generalizations can be used to apply the formalism to time-dependent
Hamiltonians, general relativity, and arbitrary dynamical systems
744:
for quantum systems). It is chosen in such a way that it can be written as a function of the relevant variables only, but is a good approximation for the actual density, in particular such that it gives the correct mean values.
1597:
908:
1350:
1885:
2966:
42:. It allows the splitting of the dynamics of a system into a relevant and an irrelevant part using projection operators, which helps to find closed equations of motion for the relevant part. It is used e.g. in
2212:
2955:
1737:
512:
63:. The irrelevant part appears in the equations as noise. The formalism does not determine what the relevant variables are, these can typically be obtained from the properties of the system.
2219:
1216:
1033:
1123:
1812:
224:
153:
689:
427:
268:
738:
329:
1877:
958:
480:
is some scalar product of operators. The Mori product, a generalization of the usual correlation function, is typically used for this scalar product. For observables
478:
1475:
1845:
1431:
1382:
504:
1402:
709:
450:
352:
176:
100:
2347:
1483:
274:
does not have explicit time-dependence. The derivation can also be generalized towards time-dependent
Hamiltonians. This equation is formally solved by
754:
1227:
2119:{\displaystyle {\dot {A}}_{i}(t)=v_{i}(t)+\Omega _{ij}(t)\delta A_{j}(t)+\int _{0}^{t}dsK_{i}(t,s)+\phi _{ij}(t,s)\delta A_{j}(t)+F_{i}(t,0)}
24:
3138:{\displaystyle P(t)X={\text{Tr}}({\bar {\rho }}(t)X)+(A_{i}-a_{i}(t)){\text{Tr}}({\frac {\partial {\bar {\rho }}(t)}{\partial a_{i}(t)}}X).}
1404:, the value at previous times (memory term) and the random force (noise, depends on the part of the dynamics that is orthogonal to
2136:
2849:
1609:
629:{\displaystyle (X,Y)={\frac {1}{\beta }}\int _{0}^{\beta }d\alpha {\text{Tr}}({\bar {\rho }}Xe^{-\alpha H}Ye^{\alpha H}),}
691:
is the inverse temperature, Tr is the trace (corresponding to an integral over phase space in the classical case) and
2335:{\displaystyle \Omega _{ij}(t)={\text{Tr}}({\frac {\partial {\bar {\rho }}(t)}{\partial a_{j}(t)}}{\dot {A}}_{i})}
3408:
1134:
969:
1044:
3158:
3271:
Mori-Zwanzig projection operator formalism for far-from-equilibrium systems with time-dependent
Hamiltonians
1755:
181:
108:
642:
360:
3163:
229:
714:
280:
59:
variables based on microscopic equations of motion of a system, which are usually determined by the
74:, which is why the formalism can also be used for analyzing the dynamics of correlation functions.
47:
1850:
919:
455:
271:
60:
1879:
is the fluctuation, be written as (use index notation with summation over repeated indices)
1445:
1821:
1407:
1358:
8:
3349:
On the dynamics of reaction coordinates in classical, time-dependent, many-body processes
483:
39:
2484:{\displaystyle K_{i}(t,s)={\text{Tr}}({\bar {\rho }}(s)iL(1-P(s))G(s,t){\dot {A}}_{i}),}
1387:
694:
435:
337:
161:
85:
3362:
Mori-Zwanzig formalism for general relativity: a new approach to the averaging problem
3198:
For a detailed derivation of the generalized equations of motion see
Hermann Grabert
1592:{\displaystyle {\dot {A}}(t)\approx \Omega A(t)+\int _{0}^{\infty }dsK(s)A(s)+F(t)}
741:
452:
is the relevant variable (which can also be a vector of various observables), and
43:
71:
35:
29:
903:{\displaystyle e^{iLt}=e^{i(1-P)Lt}+\int _{0}^{t}dse^{iL(t-s)}PiLe^{i(1-P)Ls}}
3402:
1442:
in the convolution. We see this by expanding the equation to second order in
67:
3202:
Journal of
Statistical Physics, Vol. 19, No. 5, 1978 and Hermann Grabert
1345:{\displaystyle {\dot {A}}(t)=\Omega A(t)+\int _{0}^{t}dsK(s)A(t-s)+F(t).}
3386:
Projection operator techniques in nonequilibrium statistical mechanics
3336:
Projection operator techniques in nonequilibrium statistical mechanics
3323:
Projection operator techniques in nonequilibrium statistical mechanics
3297:
Projection operator techniques in nonequilibrium statistical mechanics
3284:
Projection operator techniques in nonequilibrium statistical mechanics
3204:
Projection operator techniques in nonequilibrium statistical mechanics
963:
Using the projection operator introduced above and the definitions
3181:
An analogous derivation can be found in, e.g., Robert
Zwanzig
2207:{\displaystyle v_{i}(t)={\text{Tr}}({\bar {\rho }}(t)A_{i})}
2950:{\displaystyle G(s,t)=T_{-}\exp(\int _{s}^{t}duiL(1-P(u)))}
3257:
4th ed. (Elsevier
Academic Press, Oxford, 2009), S.363 ff.
3255:
Theory of Simple
Liquids: with Applications to Soft Matter
1732:{\displaystyle K(t)=-(e^{iLt}(1-P)iLA,(1-P)iLA)(A,A)^{-1}}
3338:, Springer Tracts in Modern Physics, Band 95, 1982, S.18
3325:, Springer Tracts in Modern Physics, Band 95, 1982, S.36
3299:, Springer Tracts in Modern Physics, Band 95, 1982, S.13
3286:, Springer Tracts in Modern Physics, Band 95, 1982, S.37
3244:
2969:
2852:
2503:
2350:
2222:
2139:
1888:
1853:
1824:
1758:
1612:
1486:
1448:
1410:
1390:
1361:
1230:
1137:
1047:
972:
922:
757:
717:
697:
645:
515:
486:
458:
438:
363:
340:
283:
232:
184:
164:
111:
88:
3312:, Oxford University Press, New York, 2001, S.165 ff.
3228:, Oxford University Press, New York, 2001, S.144 ff.
3185:, Oxford University Press, New York, 2001, S.149 ff.
3377:Physica D: Nonlinear Phenomena 166, 239{257 (2002)
3347:Hugues Meyer, Thomas Voigtmann and Tanja Schilling
3388:, Springer Tracts in Modern Physics, Band 95, 1982
3206:, Springer Tracts in Modern Physics, Band 95, 1982
3137:
2949:
2831:
2483:
2334:
2206:
2118:
1871:
1839:
1806:
1731:
1591:
1469:
1425:
1396:
1376:
1344:
1210:
1117:
1027:
952:
902:
732:
703:
683:
628:
498:
472:
444:
421:
346:
323:
262:
226:in the quantum case and using the Poisson bracket
218:
170:
147:
94:
1384:, which depends on its value at the current time
1355:This is an equation of motion for the observable
3400:
3360:M. te Vrugt, S. Hossenfelder and R. Wittkowski,
3242:Nonlinear Transport and Dynamics of Fluctuations
3200:Nonlinear Transport and Dynamics of Fluctuations
1221:(memory function), the result can be written as
334:The projection operator acting on an observable
270:in the classical case. We assume here that the
66:The observables describing the system form a
3393:Nonequilibrium Statistical Mechanics 3rd ed.
3310:Nonequilibrium Statistical Mechanics 3rd ed.
3226:Nonequilibrium Statistical Mechanics 3rd ed.
3183:Nonequilibrium Statistical Mechanics 3rd ed.
257:
245:
2960:and the time-dependent projection operator
82:A not explicitly time-dependent observable
3373:A. J. Chorin, O. H. Hald und R. Kupferman
2843:We have used the time-ordered exponential
1436:
466:
462:
3395:, Oxford University Press, New York, 2001
3236:
3234:
1211:{\displaystyle K(t)=(iLF(t),A)(A,A)^{-1}}
1028:{\displaystyle \Omega =(iLA,A)(A,A)^{-1}}
740:is the relevant probability operator (or
3253:Jean-Pierre Hansen und Ian R. McDonald,
1118:{\displaystyle F(t)=e^{t(1-P)L}(1-P)iLA}
102:obeys the Heisenberg equation of motion
3265:
3263:
3401:
3231:
1807:{\displaystyle A(t)=a(t)-\delta A(t)}
219:{\displaystyle L={\frac {1}{\hbar }}}
148:{\displaystyle {\frac {d}{dt}}A=iLA,}
3364:Phys. Rev. Lett. 127, 231101 (2021)
3273:Physical Review E 99, 062118 (2019)
3260:
748:Now, we apply the operator identity
684:{\displaystyle \beta =(k_{B}T)^{-1}}
422:{\displaystyle PX=(A,A)^{-1}(X,A)A,}
13:
3351:J. Chem. Phys. 150, 174118 (2019)
3101:
3075:
2764:
2742:
2710:
2572:
2546:
2285:
2259:
2224:
1943:
1743:
1539:
1511:
1255:
973:
14:
3420:
196:
263:{\displaystyle L=-i\{H,\cdot \}}
178:is defined using the commutator
3367:
3354:
3341:
3328:
3192:
3375:Optimal prediction with memory
3315:
3302:
3289:
3276:
3269:M. te Vrugt and R. Wittkowski
3247:
3218:
3175:
3129:
3120:
3114:
3096:
3090:
3084:
3069:
3061:
3058:
3052:
3026:
3020:
3014:
3008:
3002:
2993:
2979:
2973:
2944:
2941:
2938:
2932:
2920:
2890:
2868:
2856:
2826:
2804:
2792:
2783:
2777:
2761:
2755:
2737:
2731:
2725:
2703:
2695:
2689:
2664:
2642:
2630:
2624:
2621:
2615:
2603:
2591:
2585:
2567:
2561:
2555:
2540:
2529:
2517:
2475:
2453:
2441:
2435:
2432:
2426:
2414:
2405:
2399:
2393:
2384:
2373:
2361:
2329:
2304:
2298:
2280:
2274:
2268:
2253:
2242:
2236:
2201:
2188:
2182:
2176:
2167:
2156:
2150:
2113:
2101:
2085:
2079:
2063:
2051:
2032:
2020:
1983:
1977:
1961:
1955:
1936:
1930:
1914:
1908:
1866:
1860:
1834:
1828:
1801:
1795:
1783:
1777:
1768:
1762:
1717:
1704:
1701:
1689:
1677:
1662:
1650:
1631:
1622:
1616:
1586:
1580:
1571:
1565:
1559:
1553:
1523:
1517:
1505:
1499:
1464:
1458:
1420:
1414:
1371:
1365:
1336:
1330:
1321:
1309:
1303:
1297:
1267:
1261:
1249:
1243:
1196:
1183:
1180:
1171:
1165:
1153:
1147:
1141:
1103:
1091:
1083:
1071:
1057:
1051:
1013:
1000:
997:
979:
935:
923:
889:
877:
855:
843:
797:
785:
733:{\displaystyle {\bar {\rho }}}
724:
669:
652:
620:
579:
570:
528:
516:
467:
459:
410:
398:
386:
373:
324:{\displaystyle A(t)=e^{iLt}A.}
293:
287:
213:
201:
1:
3212:
158:where the Liouville operator
77:
23:, named after the physicists
16:Method of statistical physics
7:
3164:Zwanzig projection operator
3152:
1872:{\displaystyle \delta A(t)}
10:
3425:
3159:Nakajima–Zwanzig equation
953:{\displaystyle (1-P)iLA.}
3169:
48:condensed matter physics
1437:Markovian approximation
473:{\displaystyle (\;,\;)}
53:
3139:
2951:
2833:
2485:
2336:
2208:
2120:
1873:
1847:is the mean value and
1841:
1808:
1733:
1593:
1471:
1470:{\displaystyle iLA(t)}
1427:
1398:
1378:
1346:
1212:
1119:
1029:
954:
904:
734:
705:
685:
630:
500:
474:
446:
423:
348:
325:
264:
220:
172:
149:
96:
21:Mori–Zwanzig formalism
3409:Statistical mechanics
3140:
2952:
2834:
2486:
2337:
2209:
2121:
1874:
1842:
1809:
1734:
1594:
1472:
1428:
1399:
1379:
1347:
1213:
1120:
1030:
955:
905:
735:
706:
686:
631:
501:
475:
447:
424:
349:
326:
265:
221:
173:
150:
97:
2967:
2850:
2501:
2348:
2220:
2137:
1886:
1851:
1840:{\displaystyle a(t)}
1822:
1756:
1610:
1484:
1446:
1426:{\displaystyle A(t)}
1408:
1388:
1377:{\displaystyle A(t)}
1359:
1228:
1135:
1045:
1038:(frequency matrix),
970:
920:
755:
715:
711:is the Hamiltonian.
695:
643:
513:
484:
456:
436:
361:
338:
281:
230:
182:
162:
109:
86:
2907:
2003:
1543:
1287:
1128:(random force) and
825:
558:
506:, it is defined as
499:{\displaystyle X,Y}
40:statistical physics
3135:
2947:
2893:
2829:
2481:
2332:
2204:
2116:
1989:
1869:
1837:
1804:
1729:
1589:
1529:
1467:
1423:
1394:
1374:
1342:
1273:
1208:
1115:
1025:
950:
900:
811:
730:
701:
681:
626:
544:
496:
470:
442:
419:
344:
321:
260:
216:
168:
145:
92:
3124:
3087:
3067:
3005:
2991:
2817:
2787:
2728:
2701:
2680:
2655:
2595:
2558:
2538:
2466:
2396:
2382:
2320:
2308:
2271:
2251:
2179:
2165:
1899:
1496:
1397:{\displaystyle t}
1240:
727:
704:{\displaystyle H}
582:
568:
542:
445:{\displaystyle A}
347:{\displaystyle X}
199:
171:{\displaystyle L}
125:
95:{\displaystyle A}
38:, is a method of
3416:
3384:Hermann Grabert
3378:
3371:
3365:
3358:
3352:
3345:
3339:
3334:Hermann Grabert
3332:
3326:
3321:Hermann Grabert
3319:
3313:
3306:
3300:
3295:Hermann Grabert
3293:
3287:
3282:Hermann Grabert
3280:
3274:
3267:
3258:
3251:
3245:
3240:Hermann Grabert
3238:
3229:
3222:
3207:
3196:
3186:
3179:
3144:
3142:
3141:
3136:
3125:
3123:
3113:
3112:
3099:
3089:
3088:
3080:
3073:
3068:
3065:
3051:
3050:
3038:
3037:
3007:
3006:
2998:
2992:
2989:
2956:
2954:
2953:
2948:
2906:
2901:
2883:
2882:
2838:
2836:
2835:
2830:
2825:
2824:
2819:
2818:
2810:
2788:
2786:
2776:
2775:
2754:
2753:
2740:
2730:
2729:
2721:
2718:
2717:
2707:
2702:
2699:
2688:
2687:
2682:
2681:
2673:
2663:
2662:
2657:
2656:
2648:
2596:
2594:
2584:
2583:
2570:
2560:
2559:
2551:
2544:
2539:
2536:
2516:
2515:
2490:
2488:
2487:
2482:
2474:
2473:
2468:
2467:
2459:
2398:
2397:
2389:
2383:
2380:
2360:
2359:
2341:
2339:
2338:
2333:
2328:
2327:
2322:
2321:
2313:
2309:
2307:
2297:
2296:
2283:
2273:
2272:
2264:
2257:
2252:
2249:
2235:
2234:
2213:
2211:
2210:
2205:
2200:
2199:
2181:
2180:
2172:
2166:
2163:
2149:
2148:
2125:
2123:
2122:
2117:
2100:
2099:
2078:
2077:
2050:
2049:
2019:
2018:
2002:
1997:
1976:
1975:
1954:
1953:
1929:
1928:
1907:
1906:
1901:
1900:
1892:
1878:
1876:
1875:
1870:
1846:
1844:
1843:
1838:
1813:
1811:
1810:
1805:
1738:
1736:
1735:
1730:
1728:
1727:
1649:
1648:
1598:
1596:
1595:
1590:
1542:
1537:
1498:
1497:
1489:
1476:
1474:
1473:
1468:
1432:
1430:
1429:
1424:
1403:
1401:
1400:
1395:
1383:
1381:
1380:
1375:
1351:
1349:
1348:
1343:
1286:
1281:
1242:
1241:
1233:
1217:
1215:
1214:
1209:
1207:
1206:
1124:
1122:
1121:
1116:
1090:
1089:
1034:
1032:
1031:
1026:
1024:
1023:
959:
957:
956:
951:
909:
907:
906:
901:
899:
898:
859:
858:
824:
819:
807:
806:
773:
772:
742:density operator
739:
737:
736:
731:
729:
728:
720:
710:
708:
707:
702:
690:
688:
687:
682:
680:
679:
664:
663:
635:
633:
632:
627:
619:
618:
603:
602:
584:
583:
575:
569:
566:
557:
552:
543:
535:
505:
503:
502:
497:
479:
477:
476:
471:
451:
449:
448:
443:
428:
426:
425:
420:
397:
396:
353:
351:
350:
345:
330:
328:
327:
322:
314:
313:
269:
267:
266:
261:
225:
223:
222:
217:
200:
192:
177:
175:
174:
169:
154:
152:
151:
146:
126:
124:
113:
101:
99:
98:
93:
33:
3424:
3423:
3419:
3418:
3417:
3415:
3414:
3413:
3399:
3398:
3391:Robert Zwanzig
3381:
3372:
3368:
3359:
3355:
3346:
3342:
3333:
3329:
3320:
3316:
3308:Robert Zwanzig
3307:
3303:
3294:
3290:
3281:
3277:
3268:
3261:
3252:
3248:
3239:
3232:
3224:Robert Zwanzig
3223:
3219:
3215:
3210:
3197:
3193:
3189:
3180:
3176:
3172:
3155:
3108:
3104:
3100:
3079:
3078:
3074:
3072:
3064:
3046:
3042:
3033:
3029:
2997:
2996:
2988:
2968:
2965:
2964:
2902:
2897:
2878:
2874:
2851:
2848:
2847:
2820:
2809:
2808:
2807:
2771:
2767:
2749:
2745:
2741:
2720:
2719:
2713:
2709:
2708:
2706:
2698:
2683:
2672:
2671:
2670:
2658:
2647:
2646:
2645:
2579:
2575:
2571:
2550:
2549:
2545:
2543:
2535:
2508:
2504:
2502:
2499:
2498:
2469:
2458:
2457:
2456:
2388:
2387:
2379:
2355:
2351:
2349:
2346:
2345:
2323:
2312:
2311:
2310:
2292:
2288:
2284:
2263:
2262:
2258:
2256:
2248:
2227:
2223:
2221:
2218:
2217:
2195:
2191:
2171:
2170:
2162:
2144:
2140:
2138:
2135:
2134:
2095:
2091:
2073:
2069:
2042:
2038:
2014:
2010:
1998:
1993:
1971:
1967:
1946:
1942:
1924:
1920:
1902:
1891:
1890:
1889:
1887:
1884:
1883:
1852:
1849:
1848:
1823:
1820:
1819:
1757:
1754:
1753:
1746:
1744:Generalizations
1720:
1716:
1638:
1634:
1611:
1608:
1607:
1538:
1533:
1488:
1487:
1485:
1482:
1481:
1447:
1444:
1443:
1439:
1409:
1406:
1405:
1389:
1386:
1385:
1360:
1357:
1356:
1282:
1277:
1232:
1231:
1229:
1226:
1225:
1199:
1195:
1136:
1133:
1132:
1067:
1063:
1046:
1043:
1042:
1016:
1012:
971:
968:
967:
921:
918:
917:
873:
869:
836:
832:
820:
815:
781:
777:
762:
758:
756:
753:
752:
719:
718:
716:
713:
712:
696:
693:
692:
672:
668:
659:
655:
644:
641:
640:
611:
607:
592:
588:
574:
573:
565:
553:
548:
534:
514:
511:
510:
485:
482:
481:
457:
454:
453:
437:
434:
433:
389:
385:
362:
359:
358:
339:
336:
335:
303:
299:
282:
279:
278:
231:
228:
227:
191:
183:
180:
179:
163:
160:
159:
117:
112:
110:
107:
106:
87:
84:
83:
80:
56:
44:fluid mechanics
27:
17:
12:
11:
5:
3422:
3412:
3411:
3397:
3396:
3389:
3380:
3379:
3366:
3353:
3340:
3327:
3314:
3301:
3288:
3275:
3259:
3246:
3230:
3216:
3214:
3211:
3209:
3208:
3190:
3188:
3187:
3173:
3171:
3168:
3167:
3166:
3161:
3154:
3151:
3146:
3145:
3134:
3131:
3128:
3122:
3119:
3116:
3111:
3107:
3103:
3098:
3095:
3092:
3086:
3083:
3077:
3071:
3063:
3060:
3057:
3054:
3049:
3045:
3041:
3036:
3032:
3028:
3025:
3022:
3019:
3016:
3013:
3010:
3004:
3001:
2995:
2987:
2984:
2981:
2978:
2975:
2972:
2958:
2957:
2946:
2943:
2940:
2937:
2934:
2931:
2928:
2925:
2922:
2919:
2916:
2913:
2910:
2905:
2900:
2896:
2892:
2889:
2886:
2881:
2877:
2873:
2870:
2867:
2864:
2861:
2858:
2855:
2841:
2840:
2828:
2823:
2816:
2813:
2806:
2803:
2800:
2797:
2794:
2791:
2785:
2782:
2779:
2774:
2770:
2766:
2763:
2760:
2757:
2752:
2748:
2744:
2739:
2736:
2733:
2727:
2724:
2716:
2712:
2705:
2697:
2694:
2691:
2686:
2679:
2676:
2669:
2666:
2661:
2654:
2651:
2644:
2641:
2638:
2635:
2632:
2629:
2626:
2623:
2620:
2617:
2614:
2611:
2608:
2605:
2602:
2599:
2593:
2590:
2587:
2582:
2578:
2574:
2569:
2566:
2563:
2557:
2554:
2548:
2542:
2534:
2531:
2528:
2525:
2522:
2519:
2514:
2511:
2507:
2492:
2491:
2480:
2477:
2472:
2465:
2462:
2455:
2452:
2449:
2446:
2443:
2440:
2437:
2434:
2431:
2428:
2425:
2422:
2419:
2416:
2413:
2410:
2407:
2404:
2401:
2395:
2392:
2386:
2378:
2375:
2372:
2369:
2366:
2363:
2358:
2354:
2343:
2331:
2326:
2319:
2316:
2306:
2303:
2300:
2295:
2291:
2287:
2282:
2279:
2276:
2270:
2267:
2261:
2255:
2247:
2244:
2241:
2238:
2233:
2230:
2226:
2215:
2203:
2198:
2194:
2190:
2187:
2184:
2178:
2175:
2169:
2161:
2158:
2155:
2152:
2147:
2143:
2128:
2127:
2115:
2112:
2109:
2106:
2103:
2098:
2094:
2090:
2087:
2084:
2081:
2076:
2072:
2068:
2065:
2062:
2059:
2056:
2053:
2048:
2045:
2041:
2037:
2034:
2031:
2028:
2025:
2022:
2017:
2013:
2009:
2006:
2001:
1996:
1992:
1988:
1985:
1982:
1979:
1974:
1970:
1966:
1963:
1960:
1957:
1952:
1949:
1945:
1941:
1938:
1935:
1932:
1927:
1923:
1919:
1916:
1913:
1910:
1905:
1898:
1895:
1868:
1865:
1862:
1859:
1856:
1836:
1833:
1830:
1827:
1816:
1815:
1803:
1800:
1797:
1794:
1791:
1788:
1785:
1782:
1779:
1776:
1773:
1770:
1767:
1764:
1761:
1745:
1742:
1741:
1740:
1726:
1723:
1719:
1715:
1712:
1709:
1706:
1703:
1700:
1697:
1694:
1691:
1688:
1685:
1682:
1679:
1676:
1673:
1670:
1667:
1664:
1661:
1658:
1655:
1652:
1647:
1644:
1641:
1637:
1633:
1630:
1627:
1624:
1621:
1618:
1615:
1601:
1600:
1588:
1585:
1582:
1579:
1576:
1573:
1570:
1567:
1564:
1561:
1558:
1555:
1552:
1549:
1546:
1541:
1536:
1532:
1528:
1525:
1522:
1519:
1516:
1513:
1510:
1507:
1504:
1501:
1495:
1492:
1466:
1463:
1460:
1457:
1454:
1451:
1438:
1435:
1422:
1419:
1416:
1413:
1393:
1373:
1370:
1367:
1364:
1353:
1352:
1341:
1338:
1335:
1332:
1329:
1326:
1323:
1320:
1317:
1314:
1311:
1308:
1305:
1302:
1299:
1296:
1293:
1290:
1285:
1280:
1276:
1272:
1269:
1266:
1263:
1260:
1257:
1254:
1251:
1248:
1245:
1239:
1236:
1219:
1218:
1205:
1202:
1198:
1194:
1191:
1188:
1185:
1182:
1179:
1176:
1173:
1170:
1167:
1164:
1161:
1158:
1155:
1152:
1149:
1146:
1143:
1140:
1126:
1125:
1114:
1111:
1108:
1105:
1102:
1099:
1096:
1093:
1088:
1085:
1082:
1079:
1076:
1073:
1070:
1066:
1062:
1059:
1056:
1053:
1050:
1036:
1035:
1022:
1019:
1015:
1011:
1008:
1005:
1002:
999:
996:
993:
990:
987:
984:
981:
978:
975:
961:
960:
949:
946:
943:
940:
937:
934:
931:
928:
925:
911:
910:
897:
894:
891:
888:
885:
882:
879:
876:
872:
868:
865:
862:
857:
854:
851:
848:
845:
842:
839:
835:
831:
828:
823:
818:
814:
810:
805:
802:
799:
796:
793:
790:
787:
784:
780:
776:
771:
768:
765:
761:
726:
723:
700:
678:
675:
671:
667:
662:
658:
654:
651:
648:
637:
636:
625:
622:
617:
614:
610:
606:
601:
598:
595:
591:
587:
581:
578:
572:
564:
561:
556:
551:
547:
541:
538:
533:
530:
527:
524:
521:
518:
495:
492:
489:
469:
465:
461:
441:
430:
429:
418:
415:
412:
409:
406:
403:
400:
395:
392:
388:
384:
381:
378:
375:
372:
369:
366:
354:is defined as
343:
332:
331:
320:
317:
312:
309:
306:
302:
298:
295:
292:
289:
286:
259:
256:
253:
250:
247:
244:
241:
238:
235:
215:
212:
209:
206:
203:
198:
195:
190:
187:
167:
156:
155:
144:
141:
138:
135:
132:
129:
123:
120:
116:
91:
79:
76:
72:scalar product
55:
52:
36:Robert Zwanzig
15:
9:
6:
4:
3:
2:
3421:
3410:
3407:
3406:
3404:
3394:
3390:
3387:
3383:
3382:
3376:
3370:
3363:
3357:
3350:
3344:
3337:
3331:
3324:
3318:
3311:
3305:
3298:
3292:
3285:
3279:
3272:
3266:
3264:
3256:
3250:
3243:
3237:
3235:
3227:
3221:
3217:
3205:
3201:
3195:
3191:
3184:
3178:
3174:
3165:
3162:
3160:
3157:
3156:
3150:
3132:
3126:
3117:
3109:
3105:
3093:
3081:
3055:
3047:
3043:
3039:
3034:
3030:
3023:
3017:
3011:
2999:
2985:
2982:
2976:
2970:
2963:
2962:
2961:
2935:
2929:
2926:
2923:
2917:
2914:
2911:
2908:
2903:
2898:
2894:
2887:
2884:
2879:
2875:
2871:
2865:
2862:
2859:
2853:
2846:
2845:
2844:
2821:
2814:
2811:
2801:
2798:
2795:
2789:
2780:
2772:
2768:
2758:
2750:
2746:
2734:
2722:
2714:
2692:
2684:
2677:
2674:
2667:
2659:
2652:
2649:
2639:
2636:
2633:
2627:
2618:
2612:
2609:
2606:
2600:
2597:
2588:
2580:
2576:
2564:
2552:
2532:
2526:
2523:
2520:
2512:
2509:
2505:
2497:
2496:
2495:
2478:
2470:
2463:
2460:
2450:
2447:
2444:
2438:
2429:
2423:
2420:
2417:
2411:
2408:
2402:
2390:
2376:
2370:
2367:
2364:
2356:
2352:
2344:
2324:
2317:
2314:
2301:
2293:
2289:
2277:
2265:
2245:
2239:
2231:
2228:
2216:
2196:
2192:
2185:
2173:
2159:
2153:
2145:
2141:
2133:
2132:
2131:
2110:
2107:
2104:
2096:
2092:
2088:
2082:
2074:
2070:
2066:
2060:
2057:
2054:
2046:
2043:
2039:
2035:
2029:
2026:
2023:
2015:
2011:
2007:
2004:
1999:
1994:
1990:
1986:
1980:
1972:
1968:
1964:
1958:
1950:
1947:
1939:
1933:
1925:
1921:
1917:
1911:
1903:
1896:
1893:
1882:
1881:
1880:
1863:
1857:
1854:
1831:
1825:
1798:
1792:
1789:
1786:
1780:
1774:
1771:
1765:
1759:
1752:
1751:
1750:
1724:
1721:
1713:
1710:
1707:
1698:
1695:
1692:
1686:
1683:
1680:
1674:
1671:
1668:
1665:
1659:
1656:
1653:
1645:
1642:
1639:
1635:
1628:
1625:
1619:
1613:
1606:
1605:
1604:
1583:
1577:
1574:
1568:
1562:
1556:
1550:
1547:
1544:
1534:
1530:
1526:
1520:
1514:
1508:
1502:
1493:
1490:
1480:
1479:
1478:
1461:
1455:
1452:
1449:
1434:
1417:
1411:
1391:
1368:
1362:
1339:
1333:
1327:
1324:
1318:
1315:
1312:
1306:
1300:
1294:
1291:
1288:
1283:
1278:
1274:
1270:
1264:
1258:
1252:
1246:
1237:
1234:
1224:
1223:
1222:
1203:
1200:
1192:
1189:
1186:
1177:
1174:
1168:
1162:
1159:
1156:
1150:
1144:
1138:
1131:
1130:
1129:
1112:
1109:
1106:
1100:
1097:
1094:
1086:
1080:
1077:
1074:
1068:
1064:
1060:
1054:
1048:
1041:
1040:
1039:
1020:
1017:
1009:
1006:
1003:
994:
991:
988:
985:
982:
976:
966:
965:
964:
947:
944:
941:
938:
932:
929:
926:
916:
915:
914:
895:
892:
886:
883:
880:
874:
870:
866:
863:
860:
852:
849:
846:
840:
837:
833:
829:
826:
821:
816:
812:
808:
803:
800:
794:
791:
788:
782:
778:
774:
769:
766:
763:
759:
751:
750:
749:
746:
743:
721:
698:
676:
673:
665:
660:
656:
649:
646:
623:
615:
612:
608:
604:
599:
596:
593:
589:
585:
576:
562:
559:
554:
549:
545:
539:
536:
531:
525:
522:
519:
509:
508:
507:
493:
490:
487:
463:
439:
416:
413:
407:
404:
401:
393:
390:
382:
379:
376:
370:
367:
364:
357:
356:
355:
341:
318:
315:
310:
307:
304:
300:
296:
290:
284:
277:
276:
275:
273:
254:
251:
248:
242:
239:
236:
233:
210:
207:
204:
193:
188:
185:
165:
142:
139:
136:
133:
130:
127:
121:
118:
114:
105:
104:
103:
89:
75:
73:
69:
68:Hilbert space
64:
62:
51:
49:
45:
41:
37:
31:
26:
22:
3392:
3385:
3374:
3369:
3361:
3356:
3348:
3343:
3335:
3330:
3322:
3317:
3309:
3304:
3296:
3291:
3283:
3278:
3270:
3254:
3249:
3241:
3225:
3220:
3203:
3199:
3194:
3182:
3177:
3147:
2959:
2842:
2493:
2129:
1817:
1747:
1602:
1477:, to obtain
1440:
1354:
1220:
1127:
1037:
962:
912:
747:
638:
431:
333:
157:
81:
65:
57:
20:
18:
272:Hamiltonian
61:Hamiltonian
28: [
25:Hajime Mori
3213:References
78:Derivation
3102:∂
3085:¯
3082:ρ
3076:∂
3040:−
3003:¯
3000:ρ
2927:−
2895:∫
2888:
2880:−
2815:˙
2765:∂
2743:∂
2726:¯
2723:ρ
2711:∂
2678:˙
2668:−
2653:˙
2610:−
2573:∂
2556:¯
2553:ρ
2547:∂
2506:ϕ
2464:˙
2421:−
2394:¯
2391:ρ
2318:˙
2286:∂
2269:¯
2266:ρ
2260:∂
2225:Ω
2177:¯
2174:ρ
2067:δ
2040:ϕ
1991:∫
1965:δ
1944:Ω
1897:˙
1855:δ
1790:δ
1787:−
1722:−
1684:−
1657:−
1629:−
1540:∞
1531:∫
1512:Ω
1509:≈
1494:˙
1316:−
1275:∫
1256:Ω
1238:˙
1201:−
1098:−
1078:−
1018:−
974:Ω
930:−
884:−
850:−
813:∫
792:−
725:¯
722:ρ
674:−
647:β
613:α
597:α
594:−
580:¯
577:ρ
563:α
555:β
546:∫
540:β
391:−
255:⋅
240:−
211:⋅
197:ℏ
3403:Category
3153:See also
2130:where
1818:where
1603:where
639:where
432:where
3170:Notes
32:]
2494:and
54:Idea
34:and
19:The
2885:exp
1433:).
913:to
46:or
3405::
3262:^
3233:^
3066:Tr
2990:Tr
2700:Tr
2537:Tr
2381:Tr
2250:Tr
2164:Tr
567:Tr
50:.
30:de
3133:.
3130:)
3127:X
3121:)
3118:t
3115:(
3110:i
3106:a
3097:)
3094:t
3091:(
3070:(
3062:)
3059:)
3056:t
3053:(
3048:i
3044:a
3035:i
3031:A
3027:(
3024:+
3021:)
3018:X
3015:)
3012:t
3009:(
2994:(
2986:=
2983:X
2980:)
2977:t
2974:(
2971:P
2945:)
2942:)
2939:)
2936:u
2933:(
2930:P
2924:1
2921:(
2918:L
2915:i
2912:u
2909:d
2904:t
2899:s
2891:(
2876:T
2872:=
2869:)
2866:t
2863:,
2860:s
2857:(
2854:G
2839:.
2827:)
2822:i
2812:A
2805:)
2802:t
2799:,
2796:s
2793:(
2790:G
2784:)
2781:t
2778:(
2773:j
2769:a
2762:)
2759:t
2756:(
2751:k
2747:a
2738:)
2735:t
2732:(
2715:2
2704:(
2696:)
2693:t
2690:(
2685:k
2675:a
2665:)
2660:i
2650:A
2643:)
2640:t
2637:,
2634:s
2631:(
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2625:)
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2619:s
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2613:P
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2604:(
2601:L
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2589:t
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2581:j
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2533:=
2530:)
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2451:t
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2445:s
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2439:G
2436:)
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2430:s
2427:(
2424:P
2418:1
2415:(
2412:L
2409:i
2406:)
2403:s
2400:(
2385:(
2377:=
2374:)
2371:s
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2365:t
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2357:i
2353:K
2342:,
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2325:i
2315:A
2305:)
2302:t
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2294:j
2290:a
2281:)
2278:t
2275:(
2254:(
2246:=
2243:)
2240:t
2237:(
2232:j
2229:i
2214:,
2202:)
2197:i
2193:A
2189:)
2186:t
2183:(
2168:(
2160:=
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2154:t
2151:(
2146:i
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2126:,
2114:)
2111:0
2108:,
2105:t
2102:(
2097:i
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2083:t
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2075:j
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2061:s
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2055:t
2052:(
2047:j
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2036:+
2033:)
2030:s
2027:,
2024:t
2021:(
2016:i
2012:K
2008:s
2005:d
2000:t
1995:0
1987:+
1984:)
1981:t
1978:(
1973:j
1969:A
1962:)
1959:t
1956:(
1951:j
1948:i
1940:+
1937:)
1934:t
1931:(
1926:i
1922:v
1918:=
1915:)
1912:t
1909:(
1904:i
1894:A
1867:)
1864:t
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1858:A
1835:)
1832:t
1829:(
1826:a
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1702:)
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1181:)
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650:=
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621:)
616:H
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371:=
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249:H
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194:1
189:=
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166:L
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140:A
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131:=
128:A
122:t
119:d
115:d
90:A
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