Modeling Communication Of Collaborative Multiagent System Under Epistemic Planning

INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS(2021)

引用 8|浏览14
暂无评分
摘要
In most multiagent applications, communication is essential among agents to coordinate their actions and achieve their goals. However, communication often has a related cost that affects overall system performance. In this paper, we draw inspiration from epistemic planning studies to develop a communication model for agents that allows them to cooperate and make communication decisions effectively within a planning task. The proposed model treats a communication process as an action that modifies the epistemic state of the team. We evaluate whether agents can cooperate effectively and achieve higher performance using communication protocol modeled in our epistemic planning framework in two simulated tasks. Based on an empirical study conducted using search and rescue tasks with different scenarios, our results show that the proposed model improved team performance across all scenarios than baseline models.
更多
查看译文
关键词
collaboration, communication process, epistemic logic, epistemic planning, multiagent system, shared mental model, team performance
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要