Sayama Hiroki
Binghamton Center of Complex Systems, Binghamton University, State University of New York, Binghamton, NY 13902, USA.
Waseda Innovation Lab, Waseda University, Shinjuku, Tokyo 169-8050, Japan.
Philos Trans A Math Phys Eng Sci. 2025 Jan 30;383(2289):20240143. doi: 10.1098/rsta.2024.0143.
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'.
人工群体系统已在计算机科学、机器人技术、工程学和其他技术领域得到广泛研究和应用,主要作为实现预定义目标的强大分布式系统的平台。然而,这样的群体系统,尤其是异构群体系统,也可以用作创建开放式进化动力学的理想平台,这种动力学不会趋向于预定义目标,而是不断探索各种可能性并无限期地产生新颖的输出。在本文中,我们将回顾群体化学及其变体,作为具体的示例案例,以说明异构群体系统的有益特性,包括设计空间的基数飞跃、多尺度结构/行为及其多样性,以及涌现模式的强大自组织、自我修复和生态相互作用,所有这些都构成了开放式进化过程的驱动力。还讨论了其在科学、工程和艺术/娱乐领域的应用以及进一步的研究方向。本文是主题特刊“群体系统的未来之路”的一部分。