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Thermodynamic integration

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1162: 651: 1157:{\displaystyle {\begin{aligned}\Delta F(A\rightarrow B)&=\int _{0}^{1}{\frac {\partial F(\lambda )}{\partial \lambda }}d\lambda \\&=-\int _{0}^{1}{\frac {k_{B}T}{Q}}{\frac {\partial Q}{\partial \lambda }}d\lambda \\&=\int _{0}^{1}{\frac {k_{B}T}{Q}}\sum _{s}{\frac {1}{k_{B}T}}\exp{\frac {\partial U_{s}(\lambda )}{\partial \lambda }}d\lambda \\&=\int _{0}^{1}\left\langle {\frac {\partial U(\lambda )}{\partial \lambda }}\right\rangle _{\lambda }d\lambda \\&=\int _{0}^{1}\left\langle U_{B}(\lambda )-U_{A}(\lambda )\right\rangle _{\lambda }d\lambda \end{aligned}}} 88:), the free energy difference between two states cannot be calculated directly from the potential energy of just two coordinate sets (for state A and B respectively). In thermodynamic integration, the free energy difference is calculated by defining a thermodynamic path between the states and integrating over ensemble-averaged enthalpy changes along the path. Such paths can either be real chemical processes or alchemical processes. An example alchemical process is the 154:. The potential energy in either system can be calculated as an ensemble average over configurations sampled from a molecular dynamics or Monte Carlo simulation with proper Boltzmann weighting. Now consider a new potential energy function defined as: 639: 232: 80:
have different dependences on the spatial coordinates. Because the free energy of a system is not simply a function of the phase space coordinates of the system, but is instead a function of the
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The change in free energy between states A and B can thus be computed from the integral of the ensemble averaged derivatives of potential energy over the coupling parameter
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J Kästner; et al. (2006). "QM/MM Free-Energy Perturbation Compared to Thermodynamic Integration and Umbrella Sampling: Application to an Enzymatic Reaction".
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is a related free energy method. It adds a bias to the potential energy. In the limit of an infinite strong bias it is equivalent to thermodynamic integration.
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If we take the derivative of F with respect to λ, we will get that it equals the ensemble average of the derivative of potential energy with respect to λ.
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is defined as a coupling parameter with a value between 0 and 1, and thus the potential energy as a function of
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value, and finally computing the integral over the ensemble-averaged derivatives.
1423: 1187:. In practice, this is performed by defining a potential energy function 1335: 1415: 1375: 1354:
Kirkwood, John G. (1935). "Statistical Mechanics of Fluid Mixtures".
1216:, sampling the ensemble of equilibrium configurations at a series of 1390:
Understanding Molecular Simulation: From Algorithms to Applications.
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between two given states (e.g., A and B) whose potential energies
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as defined above. The free energy of this system is defined as:
634:{\displaystyle F(N,V,T,\lambda )=-k_{B}T\ln Q(N,V,T,\lambda )} 333:, the partition function of the system can be written as: 1236:
values, calculating the ensemble-averaged derivative of
227:{\displaystyle U(\lambda )=U_{A}+\lambda (U_{B}-U_{A})} 100:
Consider two systems, A and B, with potential energies
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(i.e. 1356:The Journal of Chemical Physics 480:{\displaystyle U_{s}(\lambda )} 1252: 1246: 1203: 1197: 1130: 1124: 1108: 1102: 1031: 1025: 966: 960: 941: 920: 914: 898: 717: 711: 677: 671: 665: 628: 604: 573: 549: 523: 517: 474: 468: 435: 414: 408: 392: 370: 346: 221: 195: 173: 167: 1: 90:Kirkwood's coupling parameter 1258:{\displaystyle U(\lambda )} 1209:{\displaystyle U(\lambda )} 529:{\displaystyle U(\lambda )} 1464: 322:{\displaystyle \lambda =1} 296:{\displaystyle \lambda =0} 20:Thermodynamic integration 1326:Bennett acceptance ratio 1321:Free energy perturbation 1298:{\displaystyle \lambda } 1278:{\displaystyle \lambda } 1229:{\displaystyle \lambda } 1180:{\displaystyle \lambda } 270:{\displaystyle \lambda } 250:{\displaystyle \lambda } 1443:Computational chemistry 1299: 1279: 1259: 1230: 1210: 1181: 1158: 635: 530: 501: 481: 442: 323: 297: 271: 251: 228: 148: 121: 74: 47: 1448:Statistical mechanics 1300: 1280: 1260: 1231: 1211: 1182: 1159: 636: 531: 502: 482: 443: 324: 298: 272: 252: 229: 149: 147:{\displaystyle U_{B}} 122: 120:{\displaystyle U_{A}} 75: 73:{\displaystyle U_{B}} 48: 46:{\displaystyle U_{A}} 1392:Academic Press, 2007 1289: 1269: 1240: 1220: 1191: 1171: 652: 543: 511: 491: 455: 340: 307: 281: 261: 241: 161: 131: 104: 57: 30: 1368:1935JChPh...3..300K 1085: 1010: 837: 764: 701: 1331:Parallel tempering 1295: 1275: 1255: 1226: 1206: 1177: 1154: 1152: 1071: 996: 869: 823: 750: 687: 631: 526: 497: 477: 451:In this notation, 438: 385: 331:canonical ensemble 319: 293: 267: 247: 224: 144: 117: 86:partition function 82:Boltzmann-weighted 70: 43: 1416:10.1021/ct050252w 1376:10.1063/1.1749657 1309:Umbrella sampling 1043: 978: 890: 860: 858: 805: 785: 729: 500:{\displaystyle s} 376: 303:and system B for 1455: 1428: 1427: 1399: 1393: 1386: 1380: 1379: 1351: 1304: 1302: 1301: 1296: 1284: 1282: 1281: 1276: 1265:with respect to 1264: 1262: 1261: 1256: 1235: 1233: 1232: 1227: 1215: 1213: 1212: 1207: 1186: 1184: 1183: 1178: 1163: 1161: 1160: 1155: 1153: 1143: 1142: 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34: 25: 21: 1407: 1403: 1397: 1389: 1384: 1359: 1355: 1349: 1307: 1166: 644: 450: 236: 99: 19: 18: 24:free energy 1437:Categories 1342:References 96:Derivation 1293:λ 1273:λ 1250:λ 1224:λ 1201:λ 1175:λ 1148:λ 1140:λ 1128:λ 1112:− 1106:λ 1073:∫ 1059:λ 1051:λ 1040:λ 1037:∂ 1029:λ 1020:∂ 998:∫ 984:λ 975:λ 972:∂ 964:λ 948:∂ 918:λ 902:− 896:⁡ 862:∑ 825:∫ 811:λ 802:λ 799:∂ 791:∂ 752:∫ 748:− 735:λ 726:λ 723:∂ 715:λ 706:∂ 689:∫ 672:→ 660:Δ 626:λ 599:⁡ 580:− 571:λ 521:λ 472:λ 412:λ 396:− 390:⁡ 378:∑ 368:λ 329:. In the 311:λ 285:λ 265:λ 245:λ 209:− 193:λ 171:λ 1424:26626532 1315:See also 1285:at each 1135:⟩ 1089:⟨ 1046:⟩ 1014:⟨ 92:method. 1364:Bibcode 1336:Alchemy 1422:  237:Here, 1420:PMID 127:and 53:and 1412:doi 1372:doi 893:exp 387:exp 1439:: 1418:. 1406:. 1370:. 1358:. 596:ln 1426:. 1414:: 1408:2 1378:. 1374:: 1366:: 1360:3 1253:) 1247:( 1244:U 1204:) 1198:( 1195:U 1145:d 1131:) 1125:( 1120:A 1116:U 1109:) 1103:( 1098:B 1094:U 1082:1 1077:0 1069:= 1056:d 1032:) 1026:( 1023:U 1007:1 1002:0 994:= 981:d 967:) 961:( 956:s 952:U 942:] 939:T 934:B 930:k 925:/ 921:) 915:( 910:s 906:U 899:[ 887:T 882:B 878:k 873:1 866:s 856:Q 852:T 847:B 843:k 834:1 829:0 821:= 808:d 794:Q 783:Q 779:T 774:B 770:k 761:1 756:0 745:= 732:d 718:) 712:( 709:F 698:1 693:0 685:= 678:) 675:B 669:A 666:( 663:F 641:, 629:) 623:, 620:T 617:, 614:V 611:, 608:N 605:( 602:Q 593:T 588:B 584:k 577:= 574:) 568:, 565:T 562:, 559:V 556:, 553:N 550:( 547:F 524:) 518:( 515:U 495:s 475:) 469:( 464:s 460:U 436:] 433:T 428:B 424:k 419:/ 415:) 409:( 404:s 400:U 393:[ 382:s 374:= 371:) 365:, 362:T 359:, 356:V 353:, 350:N 347:( 344:Q 317:1 314:= 291:0 288:= 222:) 217:A 213:U 204:B 200:U 196:( 190:+ 185:A 181:U 177:= 174:) 168:( 165:U 140:B 136:U 113:A 109:U 66:B 62:U 39:A 35:U

Index

free energy
Boltzmann-weighted
partition function
Kirkwood's coupling parameter
canonical ensemble
Umbrella sampling
Free energy perturbation
Bennett acceptance ratio
Parallel tempering
Alchemy
Bibcode
1935JChPh...3..300K
doi
10.1063/1.1749657
doi
10.1021/ct050252w
PMID
26626532
Categories
Computational chemistry
Statistical mechanics

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