Constructing and exploring wells of energy landscapes

被引:6
作者
Aubin, JP
Lesne, A
机构
[1] Reseau Rech Viabil, F-75005 Paris, France
[2] Univ Paris 06, Phys Theor Liquides Lab, F-75252 Paris, France
关键词
D O I
10.1063/1.1874332
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Landscape paradigm is ubiquitous in physics and other natural sciences, but it has to be supplemented with both quantitative and qualitatively meaningful tools for analyzing the topography of a given landscape. We here consider dynamic explorations of the relief and introduce as basic topographic features "wells of duration T and altitude y." We determine an intrinsic exploration mechanism governing the evolutions from an initial state in the well up to its rim in a prescribed time, whose finite-difference approximations on finite grids yield a constructive algorithm for determining the wells. Our main results are thus (i) a quantitative characterization of landscape topography rooted in a dynamic exploration of the landscape, (ii) an alternative to stochastic gradient dynamics for performing such an exploration, (iii) a constructive access to the wells, and (iv) the determination of some bare dynamic features inherent to the landscape. The mathematical tools used here are not familiar in physics: They come from set-valued analysis (differential calculus of set-valued maps and differential inclusions) and viability theory (capture basins of targets under evolutionary systems) that have been developed during the last two decades; we therefore propose a minimal Appendix exposing them at the end of this paper to bridge the possible gap. (C) 2005 American Institute of Physics.
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页数:16
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