6252J/15084J非线性规划6.252J / 15.084J Nonlinear Programming |
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课程网址: | http://ocw.mit.edu/courses/electrical-engineering-and-computer-sc... |
主讲教师: | Dimitri Bertsekas |
开课单位: | 麻省理工学院 |
开课时间: | 信息不详。欢迎您在右侧留言补充。 |
课程语种: | 英语 |
中文简介: | 6.252J是本系的“通信、控制与信号处理”课程。浓度。本课程提供非线性最优化问题的统一分析与计算方法。本课程所涵盖的主题包括:无约束优化方法,约束优化方法,凸分析,拉格朗日松弛,不可微优化,以及整数规划中的应用。对最优性条件、拉格朗日乘子理论和对偶性理论进行了综合处理。在整个课程中,应用程序来自控制、通信、电力系统和资源分配问题。 |
课程简介: | 6.252J is a course in the department's "Communication, Control, and Signal Processing" concentration. This course provides a unified analytical and computational approach to nonlinear optimization problems. The topics covered in this course include: unconstrained optimization methods, constrained optimization methods, convex analysis, Lagrangian relaxation, nondifferentiable optimization, and applications in integer programming. There is also a comprehensive treatment of optimality conditions, Lagrange multiplier theory, and duality theory. Throughout the course, applications are drawn from control, communications, power systems, and resource allocation problems. |
关 键 词: | 非线性优化; 无约束优化; 梯度; 共轭方向; 拟牛顿方法; 约束优化; 投影; 拉格朗日乘子 |
课程来源: | 麻省理工学院公开课 |
最后编审: | 2018-06-08:cmh |
阅读次数: | 41 |