多智能体系统

(程然)CS3252024秋  
2024秋
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选课类别:专业任务 教学语言:英文
课程类别:专业选修课 开课单位:计算机科学与工程系
课程层次:未知 获得学分:3.0
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课程简介(教工部数据)
本课程旨在提供一个全面和综合的视角,探讨多智能体系统(MAS)与人工智能(AI)之间的关系,桥接这两个领域的基础理论和高级方法论,课程内容涵盖MAS传统要素以及受最新AI进展影响的创新实践。学生将探索MAS的核心原则,包括智能体通信、协调和合作,同时还将学习智能优化和智能决策等主题。通过理论课程和实践环节,课程将学习如何在MAS框架下应用如粒子群优化(PSO)和蚁群优化(ACO)等算法,以及高级AI策略如神经进化增强拓扑(NEAT)和遗传编程(GP)。通过将理论知识与实践应用相结合,本课程将为学生提供设计、实施和评估智能系统所需的技能,促进分析思维和创新问题解决能力的融合。


The course aims to provide a comprehensive and integrativeperspective on Multi-Agent Systems (MAS) and Artificial Intelligence (AI),bridging the gap between foundational theories and advanced methodologies inthese fields. It is meticulously designed to cultivate a deep understanding ofMAS, encompassing both traditional elements and innovative practices influencedby the latest advancements in AI. Students will explore the core principles ofMAS, including agent communication, coordination, and cooperation, alongsideadvanced topics such as intelligent optimization and decision-making. Through acombination of lectures and hands-on lab sessions, the course will delve intothe application of algorithms like Particle Swarm Optimization (PSO) and AntColony Optimization (ACO) within MAS, as well as advanced AI strategies likeNeuroEvolution of Augmenting Topologies (NEAT) and Genetic Programming (GP). Byintegrating theoretical knowledge with practical application, the courseprepares students to tackle complex, real-world problems using MAS and AI. Itaims to equip students with the skills necessary to design, implement, andevaluate intelligent systems, fostering a blend of analytical thinking andinnovative problem-solving.
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程然

计算机科学与工程系

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