Annealed importance sampling of peptides

被引:21
|
作者
Lyman, Edward [1 ]
Zuckerman, Daniel M. [1 ]
机构
[1] Univ Pittsburgh, Sch Med, Dept Computat Biol, Pittsburgh, PA 15260 USA
来源
JOURNAL OF CHEMICAL PHYSICS | 2007年 / 127卷 / 06期
关键词
D O I
10.1063/1.2754267
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Annealed importance sampling assigns equilibrium weights to a nonequilibrium sample that was generated by a simulated annealing protocol [R. M. Neal, Stat. Comput. 11, 125 (2001)]. The weights may then be used to calculate equilibrium averages, and also serve as an "adiabatic signature" of the chosen cooling schedule. In this paper we demonstrate the method on the 50-atom dileucine peptide and an alanine 5-mer, showing that equilibrium distributions are attained for manageable cooling schedules. For dileucine, as naively implemented here, the method is modestly more efficient than constant temperature simulation. The alanine application demonstrates the success of the method when there is little overlap between the high (unfolded) and low (folded) temperature distributions. The method is worth considering whenever any simulated heating or cooling is performed (as is often done at the beginning of a simulation project or during a NMR structure calculation), as it is simple to implement and requires minimal additional computational expense. Furthermore, the naive implementation presented here can be improved. (c) 2007 American Institute of Physics.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] ADAPTIVE IMPORTANCE SAMPLING
    STADLER, JS
    ROY, S
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 1993, 11 (03) : 309 - 316
  • [32] ASYMPTOTIC IMPORTANCE SAMPLING
    MAES, MA
    BREITUNG, K
    DUPUIS, DJ
    [J]. STRUCTURAL SAFETY, 1993, 12 (03) : 167 - 186
  • [33] IMPORTANCE OF ACCURATE SAMPLING
    MURRAY, RS
    [J]. EFFLUENT & WATER TREATMENT JOURNAL, 1977, 17 (04): : 187 - 190
  • [34] Importance Sampling for Minibatches
    Csiba, Dominik
    Richtarik, Peter
    [J]. JOURNAL OF MACHINE LEARNING RESEARCH, 2018, 19
  • [35] Greedy importance sampling
    Schuurmans, D
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 12, 2000, 12 : 596 - 602
  • [36] Asymptotic importance sampling
    [J]. 1600, Publ by Elsevier Science Publishers B.V., Amsterdam, Neth (12):
  • [37] Review of importance sampling
    Jin, Guang
    [J]. Xitong Fangzhen Xuebao / Journal of System Simulation, 2002, 14 (09):
  • [38] Generalised importance sampling
    Leech, JW
    [J]. FOREST ECOLOGY AND MANAGEMENT, 1996, 86 (1-3) : 221 - 227
  • [39] Hyperdynamics importance sampling
    Sminchisescu, C
    Triggs, B
    [J]. COMPUTER VISON - ECCV 2002, PT 1, 2002, 2350 : 769 - 783
  • [40] Filter importance sampling
    Ernst, Manfred
    Stamminger, Marc
    Greiner, Guenther
    [J]. RT 06: IEEE SYMPOSIUM ON INTERACTIVE RAY TRACING 2006, PROCEEDINGS, 2006, : 125 - +