Thermodynamics of global optimization

Theoretical design of global optimization algorithms can profitably utilize recent statistical mechanical treatments of potential energy surfaces (PES's). Here we analyze a particular method to explain its success in locating global minima on surfaces with a multiple-funnel structure, where tra...

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Glavni autori: Doye, J, Wales, D
Format: Journal article
Jezik:English
Izdano: 1998
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author Doye, J
Wales, D
author_facet Doye, J
Wales, D
author_sort Doye, J
collection OXFORD
description Theoretical design of global optimization algorithms can profitably utilize recent statistical mechanical treatments of potential energy surfaces (PES's). Here we analyze a particular method to explain its success in locating global minima on surfaces with a multiple-funnel structure, where trapping in local minima with different morphologies is expected. We find that a key factor in overcoming trapping is the transformation applied to the PES which broadens the thermodynamic transitions. The global minimum then has a significant probability of occupation at temperatures where the free energy barriers between funnels are surmountable.
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spelling oxford-uuid:99b826d5-1bb6-47de-b224-dbadf8c1fd6f2022-03-27T00:16:18ZThermodynamics of global optimizationJournal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:99b826d5-1bb6-47de-b224-dbadf8c1fd6fEnglishSymplectic Elements at Oxford1998Doye, JWales, DTheoretical design of global optimization algorithms can profitably utilize recent statistical mechanical treatments of potential energy surfaces (PES's). Here we analyze a particular method to explain its success in locating global minima on surfaces with a multiple-funnel structure, where trapping in local minima with different morphologies is expected. We find that a key factor in overcoming trapping is the transformation applied to the PES which broadens the thermodynamic transitions. The global minimum then has a significant probability of occupation at temperatures where the free energy barriers between funnels are surmountable.
spellingShingle Doye, J
Wales, D
Thermodynamics of global optimization
title Thermodynamics of global optimization
title_full Thermodynamics of global optimization
title_fullStr Thermodynamics of global optimization
title_full_unstemmed Thermodynamics of global optimization
title_short Thermodynamics of global optimization
title_sort thermodynamics of global optimization
work_keys_str_mv AT doyej thermodynamicsofglobaloptimization
AT walesd thermodynamicsofglobaloptimization