智能优化算法导论

(王振坤)SDM50162024春  
2024春
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选课类别:专业任务 教学语言:中文
课程类别:专业选修课 开课单位:系统设计与智能制造学院
课程层次:未知 获得学分:1.0
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课程简介(教工部数据)
智能优化算法是计算智能领域的一个重要分支,也是人工智能领域的前沿热点之一。在当今大数据和大算力的背景下,智能优化算法已成为解决各种复杂优化问题的常用技术。本课程旨在介绍智能优化算法的原理、方法和应用,培养学生在实际问题求解中运用优化算法的能力。课程将从基础概念开始,系统介绍各类智能优化算法的原理、方法和应用。通过学习本课程,将获得利用人工智能技术求解复杂工程优化问题的技能;理解智能优化算法的基本概念、原理和特点;熟悉常见的智能优化算法及其优缺点,掌握智能优化算法的实现和调优技巧,能够自主设计和实现优化算法。希望本课程能够为学生提供广阔的知识视野和实践能力,推动人工智能与计算机科学、管理学、应用数学等学科的交叉融合。


Intelligent optimization algorithms are an important branch in the field of computational intelligence and one of the cutting-edge hot spots in the field of artificial intelligence. In today's context of big data and computing resources, intelligent optimization algorithms have become a common technology for solving various complex optimization problems. This course aims to introduce the principles, methods, and applications of intelligent optimization algorithms and cultivate students' ability to apply optimization algorithms in solving practical problems. The course will start with basic concepts and systematically introduce the principles, methods, and applications of various intelligent optimization algorithms. By studying this course, you will acquire the skills to use artificial intelligence technology to solve complex engineering optimization problems; understand the basic concepts, principles, and characteristics of intelligent optimization algorithms; become familiar with common intelligent optimization algorithms and their advantages and disadvantages, master the implementation and adjustment of intelligent optimization algorithms, and skills to independently design and implement optimization algorithms. It is hoped that this course can provide students with a broad knowledge horizon and practical ability and promote the cross-integration of artificial intelligence with computer science, management, applied mathematics, and other disciplines.
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王振坤

系统设计与智能制造学院

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