Tuning and jamming reduced to their minima

被引:13
|
作者
Ruiz-Garcia, Miguel [1 ]
Liu, Andrea J. [1 ]
Katifori, Eleni [1 ]
机构
[1] Univ Penn, Dept Phys & Astron, Philadelphia, PA 19104 USA
基金
美国国家科学基金会;
关键词
GLOBAL OPTIMIZATION; ENERGY LANDSCAPE;
D O I
10.1103/PhysRevE.100.052608
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Inspired by protein folding, we smooth out the complex cost function landscapes of two processes: the tuning of networks and the jamming of ideal spheres. In both processes, geometrical frustration plays a role-tuning pressure differences between pairs of target nodes far from the source in a flow network impedes tuning of nearby pairs more than the reverse process, while unjamming the system in one region can make it more difficult to unjam elsewhere. By modifying the cost functions to control the order in which functions are tuned or regions unjam, we smooth out local minima while leaving global minima unaffected, increasing the success rate for reaching global minima.
引用
收藏
页数:6
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