Specialized fast algorithms for IQC feasibility and optimization problems

作者: Chung-Yao Kao , Alexandre Megretski , Ulf Jönsson

DOI: 10.1016/J.AUTOMATICA.2003.09.016

关键词:

摘要: The conventional way to treat integral quadratic constraint (IQC) problems is transform them into semi-definite programs (SDPs). SDPs can then be solved using interior point methods which have been proven efficient. This approach, however, not always the most efficient since it introduces additional decision variables SDP, and sometimes largely increase complexity of problem. In this paper, we demonstrate how solve IQC by other alternatives. More specifically, consider two cutting plane algorithms. We will show that in certain cases these algorithms much faster than approach. Numerical examples, as well some explanations from view computational complexity, are provided support our point.

参考文章(34)
J. L. Goffin, F. Sharifi-Mokhtarian, Primal–Dual–Infeasible Newton Approach for the Analytic Center Deep-Cutting Plane Method Journal of Optimization Theory and Applications. ,vol. 101, pp. 35- 58 ,(1999) , 10.1023/A:1021714926231
Anders Hansson, Ragnar Wallin, Efficient Implementations of Interior-Point Methods for Integral Quadratic Constraints Fourth SIAM Conference on Linear Algebra in Signals, Systems and Control, Boston, MA, USA, August, 2001. ,(2001)
Jean-Louis Goffin, Jean-Philippe Vial, A two-cut approach in the analytic center cutting plane method Mathematical Methods of Operations Research. ,vol. 49, pp. 149- 169 ,(1999) , 10.1007/S186-1999-8372-7
Jean-Louis Goffin, Jean-Philippe Vial, Shallow, deep and very deep cuts in the analytic center cutting plane method Mathematical Programming. ,vol. 84, pp. 89- 103 ,(1999) , 10.1007/S10107980011A
Craig H. Barratt, Stephen P. Boyd, Linear controller design: limits of performance Prentice-Hall, Inc.. ,(1991)
Ulf Jönsson, Robustness Analysis of Uncertain and Nonlinear Systems PhD Theses; TFRT-1047 (1996). ,(1996)
Jan C. Willems, Dissipative Dynamical Systems European Journal of Control. ,vol. 13, pp. 134- 151 ,(2007) , 10.3166/EJC.13.134-151