论文标题

动态环境的多尺度资产分配模型

Multi-Scale Asset Distribution Model for Dynamic Environments

论文作者

Zahadat, Payam, Diaconescu, Ada

论文摘要

在许多自组织系统中,从外部环境中提取必要资源的能力对于系统的增长和生存至关重要。例如,有机植物中的阳光和养分提取,商业组织中的货币收入以及蜂群情报行动中的移动机器人。当在竞争性,不断变化的环境中运行时,此类系统必须明智地分配其内部资产,以改善和调整其提取可用资源的能力。随着系统规模的增加,资产分布过程通常会围绕多规模控制拓扑组织进行组织。该拓扑可以取决于系统的内部约束和适应性机制,可以是静态(固定)或动态(启用生长和结构适应)。在本文中,我们扩展了一种受植物启发的资产分布模型,并引入了一个更通用的多尺度模型,可在更广泛的天然和人工系统域范围内。我们研究了多尺度控制过程的拓扑对系统在环境内部发生变化时自动适应资产分布的能力的影响。结果表明,当环境变化发生时,系统分支之间的不同拓扑特征和不同的竞争水平会影响整体系统的盈利能力,适应性延迟和干扰。这些发现为系统设计人员提供了为其特定应用程序和执行环境选择最合适的拓扑和配置的基础。

In many self-organising systems the ability to extract necessary resources from the external environment is essential to the system's growth and survival. Examples include the extraction of sunlight and nutrients in organic plants, of monetary income in business organisations and of mobile robots in swarm intelligence actions. When operating within competitive, ever-changing environments, such systems must distribute their internal assets wisely so as to improve and adapt their ability to extract available resources. As the system size increases, the asset-distribution process often gets organised around a multi-scale control topology. This topology may be static (fixed) or dynamic (enabling growth and structural adaptation) depending on the system's internal constraints and adaptive mechanisms. In this paper, we expand on a plant-inspired asset-distribution model and introduce a more general multi-scale model applicable across a wider range of natural and artificial system domains. We study the impact that the topology of the multi-scale control process has upon the system's ability to self-adapt asset distribution when resource availability changes within the environment. Results show how different topological characteristics and different competition levels between system branches impact overall system profitability, adaptation delays and disturbances when environmental changes occur. These findings provide a basis for system designers to select the most suitable topology and configuration for their particular application and execution environment.

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