Swarm systems as a platform for open-ended evolutionary dynamics.

IF 4.3 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Hiroki Sayama
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引用次数: 0

Abstract

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, multi-scale structures/behaviours 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.This article is part of the theme issue 'The road forward with swarm systems'.

群系统作为开放式进化动力的平台。
人工群系统在计算机科学、机器人技术、工程和其他技术领域得到了广泛的研究和应用,主要是作为实现鲁棒分布式系统以实现预定目标的平台。然而,这样的群体系统,特别是异质的群体系统,也可以作为一个理想的平台来创造开放式的进化动力学,这种进化动力学不会向预定的目标收敛,而是不断探索各种可能性,并无限地产生新的输出。在本文中,我们回顾了群体化学及其变体作为具体的样本案例,以说明异质群体系统的有益特征,包括设计空间的基数飞跃,多尺度结构/行为及其多样性,以及涌现模式的鲁棒自组织,自我修复和生态相互作用,所有这些都是开放式进化过程的驱动力。讨论了在科学、工程和艺术/娱乐方面的应用以及进一步研究的方向。本文是“群系统的前进之路”主题的一部分。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
9.30
自引率
2.00%
发文量
367
审稿时长
3 months
期刊介绍: Continuing its long history of influential scientific publishing, Philosophical Transactions A publishes high-quality theme issues on topics of current importance and general interest within the physical, mathematical and engineering sciences, guest-edited by leading authorities and comprising new research, reviews and opinions from prominent researchers.
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