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optimal_control_planning's Introduction

因为最近对最优控制来解planning问题比较感兴趣,所以新建一个仓库来存储最优控制解决规划问题的一些资料,包括:

  • 最优控制的书籍;
  • 最优控制的博士论文;
  • 最优控制的paper;

book

  • Convex Optimization, Stephen Boyd
  • Feedback Control of Dynamic Systems 8th edition -- Gene F. Franklin, J. David Powell, Abbas Emami-Naeini
  • John T. Betts - Practical Methods for Optimal Control and Estimation Using Nonlinear Programming, Second Edition (Advances in Design and Control) (2009)
  • Jr. Arthur E. Bryson, Yu-Chi Ho - Applied Optimal Control_ Optimization, Estimation, And Control (1975)
  • Modern Control Engineering (5th Edition)
  • MPC-book-2nd-edition-1st-printing
  • Numerical Optimization
  • Sauer - Numerical Analysis
  • An Introduction to Optimal Control Theory
  • 科学计算导论
  • Numerical Optimal Control (draft manuscript) by S. Gros and M. Diehl
  • Calculus of Variations and Optimal Control Theory: A Concise Introduction,by Daniel

最优控制解决规划问题的一些流行技术:

  • ec-lqr;
  • al-ilqr;
  • cilqr;
  • admm ilqr;
  • mincon, 这个看汪哲培的博士论文;

课程

optimal_control_planning's People

Contributors

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