SUCCESSIVE-APPROXIMATIONS OF LINEAR-CONTROL MODELS

Citation
Jr. Birge et S. Takriti, SUCCESSIVE-APPROXIMATIONS OF LINEAR-CONTROL MODELS, SIAM journal on control and optimization (Print), 37(1), 1999, pp. 165-176
Citations number
10
Categorie Soggetti
Mathematics,"Robotics & Automatic Control",Mathematics,"Robotics & Automatic Control
ISSN journal
03630129
Volume
37
Issue
1
Year of publication
1999
Pages
165 - 176
Database
ISI
SICI code
0363-0129(1999)37:1<165:SOLM>2.0.ZU;2-T
Abstract
We present a technique for approximating sequences of linear programs with varying right-hand sides and study the geometric properties of th is approximation. Our approximation has an efficiency advantage over o ptimal solutions. When applied to deterministic control problems, the suggested technique outperforms the linear feedback model and provides accurate results (error of 5.8% in our numerical example). Numerical experience with stochastic models indicates that this approach may out perform the limited lookahead policies while maintaining low computati onal requirements.