Some applications of polynomial optimization in operations research and real-time decision making

被引:29
|
作者
Ahmadi, Amir Ali [1 ]
Majumdar, Anirudha [2 ]
机构
[1] Princeton Univ, Dept Operat Res & Financial Engn, Princeton, NJ 08544 USA
[2] MIT, Dept Elect Engn & Comp Sci, CSAIL, Cambridge, MA 02139 USA
关键词
Polynomial optimization; Semidefinite programming; Second order cone programming; Algebraic techniques in optimization; Lyapunov methods; Real-time optimization; SAFETY VERIFICATION;
D O I
10.1007/s11590-015-0894-3
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
We demonstrate applications of algebraic techniques that optimize and certify polynomial inequalities to problems of interest in the operations research and transportation engineering communities. Three problems are considered: (1) wireless coverage of targeted geographical regions with guaranteed signal quality and minimum transmission power, (2) computing real-time certificates of collision avoidance for a simple model of an unmanned vehicle (UV) navigating through a cluttered environment, and (3) designing a nonlinear hovering controller for a quadrotor UV, which has recently been used for load transportation. On our smaller-scale applications, we apply the sum of squares (SOS) relaxation and solve the underlying problems with semidefinite programming. On the larger-scale or real-time applications, we use our recently introduced "SDSOS Optimization" techniques which result in second order cone programs. To the best of our knowledge, this is the first study of real-time applications of sum of squares techniques in optimization and control. No knowledge in dynamics and control is assumed from the reader.
引用
收藏
页码:709 / 729
页数:21
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