Tools for analyzing intelligent agent systems

T. Bosse, D. Lam, K. S. Barber
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引用次数: 15

Abstract

When developing sophisticated multi-agent systems whose behaviors include collaboration, negotiation, and conflict resolution, analyzing and (empirically) verifying agent system behavior is a challenging task. To aid the developer in such tasks, this paper presents an approach that combines two software engineering tools - the Tracer Tool and the TTL Checker, which together record agent activities as execution traces and verify that the traces satisfy specified properties. The objective of the combined tool is to aid the user in redesigning, debugging, and maintaining the agent system. The Tracer Tool ensures that the user's comprehension of the system behavior is accurate with respect to the execution traces and provides explanations of anomalous behavior, which can be detected as a failed behavioral property by the TTL Checker. The integrated approach has been applied to an agent-based system designed to coordinate unmanned aerial vehicles.
用于分析智能代理系统的工具
当开发复杂的多智能体系统,其行为包括协作、协商和冲突解决时,分析和(经验地)验证智能体系统的行为是一项具有挑战性的任务。为了帮助开发人员完成这些任务,本文提出了一种结合了两个软件工程工具的方法-跟踪工具和TTL检查器,它们一起记录代理活动作为执行跟踪并验证跟踪是否满足指定的属性。组合工具的目的是帮助用户重新设计、调试和维护代理系统。跟踪工具确保用户对系统行为的理解相对于执行跟踪是准确的,并提供异常行为的解释,这些异常行为可以被TTL检查器检测为失败的行为属性。该方法已应用于基于智能体的无人机协调系统。
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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