Lucas PalazzoloCRISAM, Laëtitia GiraldiCRISAM, Mickael BinoisACUMES, CRISAM, LJAD, Luca BertiIRMA
{"title":"利用贝叶斯技术优化鞭毛虫微型游泳器的参数形状","authors":"Lucas PalazzoloCRISAM, Laëtitia GiraldiCRISAM, Mickael BinoisACUMES, CRISAM, LJAD, Luca BertiIRMA","doi":"arxiv-2409.11776","DOIUrl":null,"url":null,"abstract":"Understanding and optimizing the design of helical micro-swimmers is crucial\nfor advancing their application in various fields. This study presents an\ninnovative approach combining Free-Form Deformation with Bayesian Optimization\nto enhance the shape of these swimmers. Our method facilitates the computation\nof generic swimmer shapes that achieve optimal average speed and efficiency.\nApplied to both monoflagellated and biflagellated swimmers, our optimization\nframework has led to the identification of new optimal shapes. These shapes are\ncompared with biological counterparts, highlighting a diverse range of\nswimmers, including both pushers and pullers.","PeriodicalId":501286,"journal":{"name":"arXiv - MATH - Optimization and Control","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Parametric Shape Optimization of Flagellated Micro-Swimmers Using Bayesian Techniques\",\"authors\":\"Lucas PalazzoloCRISAM, Laëtitia GiraldiCRISAM, Mickael BinoisACUMES, CRISAM, LJAD, Luca BertiIRMA\",\"doi\":\"arxiv-2409.11776\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Understanding and optimizing the design of helical micro-swimmers is crucial\\nfor advancing their application in various fields. This study presents an\\ninnovative approach combining Free-Form Deformation with Bayesian Optimization\\nto enhance the shape of these swimmers. Our method facilitates the computation\\nof generic swimmer shapes that achieve optimal average speed and efficiency.\\nApplied to both monoflagellated and biflagellated swimmers, our optimization\\nframework has led to the identification of new optimal shapes. These shapes are\\ncompared with biological counterparts, highlighting a diverse range of\\nswimmers, including both pushers and pullers.\",\"PeriodicalId\":501286,\"journal\":{\"name\":\"arXiv - MATH - Optimization and Control\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - MATH - Optimization and Control\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.11776\",\"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 - MATH - Optimization and Control","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.11776","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Parametric Shape Optimization of Flagellated Micro-Swimmers Using Bayesian Techniques
Understanding and optimizing the design of helical micro-swimmers is crucial
for advancing their application in various fields. This study presents an
innovative approach combining Free-Form Deformation with Bayesian Optimization
to enhance the shape of these swimmers. Our method facilitates the computation
of generic swimmer shapes that achieve optimal average speed and efficiency.
Applied to both monoflagellated and biflagellated swimmers, our optimization
framework has led to the identification of new optimal shapes. These shapes are
compared with biological counterparts, highlighting a diverse range of
swimmers, including both pushers and pullers.