arXiv:2510.20469cs.MAcs.AI2025-10被引 7

资源受限下,多智能体系统自动生成灵活协作的融合结构。

Structures generated in a multiagent system performing information fusion in peer-to-peer resource-constrained networks

  • 基于多智能体模型,模拟资源受限时的协同信息融合。
  • 生成的拓扑结构具备适应环境变化与组件失效的能力。
  • 适合边缘计算、物联网等资源紧张场景下的系统设计。

近年来,信息融合从传统的层级模式演变为协作式方法,即全息融合(holonic fusion),更适用于民用与边缘组织。本文研究在能量、消息量、时间等资源受限条件下,由完全互连的智能体(同行)通过信息融合来应对通信中的模糊性与不确定性,如何自动生成全息结构。基于多智能体系统模型,展示了该机制的一般性运作方式。这些结构具有高度适应性,能应对环境突变或组件故障,即使在通信受限或部分组件失效时仍可保持协作能力,实现共同目标,对边缘计算和分布式系统设计具有重要价值。

原文摘要 · Abstract (English)

There has recently been a major advance with respect to how information fusion is performed. Information fusion has gone from being conceived as a purely hierarchical procedure, as is the case of traditional military applications, to now being regarded collaboratively, as holonic fusion, which is better suited for civil applications and edge organizations. The above paradigm shift is being boosted as information fusion gains ground in different non-military areas, and human-computer and machine-machine communications, where holarchies, which are more flexible structures than ordinary, static hierarchies, become more widespread. This paper focuses on showing how holonic structures tend to be generated when there are constraints on resources (energy, available messages, time, etc.) for interactions based on a set of fully intercommunicating elements (peers) whose components fuse information as a means of optimizing the impact of vagueness and uncertainty present message exchanges. Holon formation is studied generically based on a multiagent system model, and an example of its possible operation is shown. Holonic structures have a series of advantages, such as adaptability, to sudden changes in the environment or its composition, are somewhat autonomous and are capable of cooperating in order to achieve a common goal. This can be useful when the shortage of resources prevents communications or when the system components start to fail.

多智能体信息融合边缘计算自适应

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