{"title":"作为开放式进化动力学平台的蜂群系统","authors":"Hiroki Sayama","doi":"arxiv-2409.01469","DOIUrl":null,"url":null,"abstract":"Artificial swarm systems have been extensively studied and used in computer\nscience, robotics, engineering and other technological fields, primarily as a\nplatform for implementing robust distributed systems to achieve pre-defined\nobjectives. However, such swarm systems, especially heterogeneous ones, can\nalso be utilized as an ideal platform for creating *open-ended evolutionary\ndynamics* that do not converge toward pre-defined goals but keep exploring\ndiverse possibilities and generating novel outputs indefinitely. In this\narticle, we review Swarm Chemistry and its variants as concrete sample cases to\nillustrate beneficial characteristics of heterogeneous swarm systems, including\nthe cardinality leap of design spaces, multiscale structures/behaviors and\ntheir diversity, and robust self-organization, self-repair and ecological\ninteractions of emergent patterns, all of which serve as the driving forces for\nopen-ended evolutionary processes. Applications to science, engineering, and\nart/entertainment as well as the directions of further research are also\ndiscussed.","PeriodicalId":501044,"journal":{"name":"arXiv - QuanBio - Populations and Evolution","volume":"12 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Swarm Systems as a Platform for Open-Ended Evolutionary Dynamics\",\"authors\":\"Hiroki Sayama\",\"doi\":\"arxiv-2409.01469\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Artificial swarm systems have been extensively studied and used in computer\\nscience, robotics, engineering and other technological fields, primarily as a\\nplatform for implementing robust distributed systems to achieve pre-defined\\nobjectives. However, such swarm systems, especially heterogeneous ones, can\\nalso be utilized as an ideal platform for creating *open-ended evolutionary\\ndynamics* that do not converge toward pre-defined goals but keep exploring\\ndiverse possibilities and generating novel outputs indefinitely. In this\\narticle, we review Swarm Chemistry and its variants as concrete sample cases to\\nillustrate beneficial characteristics of heterogeneous swarm systems, including\\nthe cardinality leap of design spaces, multiscale structures/behaviors and\\ntheir diversity, and robust self-organization, self-repair and ecological\\ninteractions of emergent patterns, all of which serve as the driving forces for\\nopen-ended evolutionary processes. Applications to science, engineering, and\\nart/entertainment as well as the directions of further research are also\\ndiscussed.\",\"PeriodicalId\":501044,\"journal\":{\"name\":\"arXiv - QuanBio - Populations and Evolution\",\"volume\":\"12 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuanBio - Populations and Evolution\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.01469\",\"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 - QuanBio - Populations and Evolution","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.01469","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Swarm Systems as a Platform for Open-Ended Evolutionary Dynamics
Artificial swarm systems have been extensively studied and used in computer
science, robotics, engineering and other technological fields, primarily as a
platform for implementing robust distributed systems to achieve pre-defined
objectives. However, such swarm systems, especially heterogeneous ones, can
also be utilized as an ideal platform for creating *open-ended evolutionary
dynamics* that do not converge toward pre-defined goals but keep exploring
diverse possibilities and generating novel outputs indefinitely. In this
article, we review Swarm Chemistry and its variants as concrete sample cases to
illustrate beneficial characteristics of heterogeneous swarm systems, including
the cardinality leap of design spaces, multiscale structures/behaviors and
their diversity, and robust self-organization, self-repair and ecological
interactions of emergent patterns, all of which serve as the driving forces for
open-ended evolutionary processes. Applications to science, engineering, and
art/entertainment as well as the directions of further research are also
discussed.