{"title":"弛豫统计平衡中的最佳增长模式","authors":"Manuel Santos Gutiérrez, Mickaël D. Chekroun","doi":"arxiv-2407.02545","DOIUrl":null,"url":null,"abstract":"Systems far from equilibrium approach stability slowly due to \"anti-mixing\"\ncharacterized by regions of the phase-space that remain disconnected after\nprolonged action of the flow. We introduce the Optimal Growth Mode (OGM) to\ncapture this slow initial relaxation. The OGM is calculated from Markov\nmatrices approximating the action of the Fokker-Planck operator onto the phase\nspace. It is obtained as the mode having the largest growth in energy before\ndecay. Important nuances between the OGM and the more traditional slowest\ndecaying mode are detailed in the case of the Lorenz 63 model. The implications\nfor understanding how complex systems respond to external forces, are\ndiscussed.","PeriodicalId":501167,"journal":{"name":"arXiv - PHYS - Chaotic Dynamics","volume":"26 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The Optimal Growth Mode in the Relaxation to Statistical Equilibrium\",\"authors\":\"Manuel Santos Gutiérrez, Mickaël D. Chekroun\",\"doi\":\"arxiv-2407.02545\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Systems far from equilibrium approach stability slowly due to \\\"anti-mixing\\\"\\ncharacterized by regions of the phase-space that remain disconnected after\\nprolonged action of the flow. We introduce the Optimal Growth Mode (OGM) to\\ncapture this slow initial relaxation. The OGM is calculated from Markov\\nmatrices approximating the action of the Fokker-Planck operator onto the phase\\nspace. It is obtained as the mode having the largest growth in energy before\\ndecay. Important nuances between the OGM and the more traditional slowest\\ndecaying mode are detailed in the case of the Lorenz 63 model. The implications\\nfor understanding how complex systems respond to external forces, are\\ndiscussed.\",\"PeriodicalId\":501167,\"journal\":{\"name\":\"arXiv - PHYS - Chaotic Dynamics\",\"volume\":\"26 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-07-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - PHYS - Chaotic Dynamics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2407.02545\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Chaotic Dynamics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2407.02545","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
The Optimal Growth Mode in the Relaxation to Statistical Equilibrium
Systems far from equilibrium approach stability slowly due to "anti-mixing"
characterized by regions of the phase-space that remain disconnected after
prolonged action of the flow. We introduce the Optimal Growth Mode (OGM) to
capture this slow initial relaxation. The OGM is calculated from Markov
matrices approximating the action of the Fokker-Planck operator onto the phase
space. It is obtained as the mode having the largest growth in energy before
decay. Important nuances between the OGM and the more traditional slowest
decaying mode are detailed in the case of the Lorenz 63 model. The implications
for understanding how complex systems respond to external forces, are
discussed.