A bundle-filter method for nonsmooth convex constrained optimization

作者: Elizabeth Karas , Ademir Ribeiro , Claudia Sagastizábal , Mikhail Solodov

DOI: 10.1007/S10107-007-0123-7

关键词:

摘要: For solving nonsmooth convex constrained optimization problems, we propose an algorithm which combines the ideas of proximal bundle methods with filter strategy for evaluating candidate points. The resulting inherits some attractive features from both approaches. On one hand, it allows effective control size quadratic programming subproblems via compression and aggregation techniques methods. other criterion accepting a point as new iterate is sometimes easier to satisfy than usual descent condition in Some encouraging preliminary computational results are also reported.

参考文章(30)
M. J. D. Powell, On the quadratic programming algorithm of Goldfarb and Idnani Mathematical Programming Essays in Honor of George B. Dantzig Part II. pp. 46- 61 ,(1985) , 10.1007/BFB0121074
Claudia A. Sagastizábal, J. Frédéric Bonnans, Claude Lemaréchal, Jean Charles Gilbert, Numerical Optimization: Theoretical and Practical Aspects (Universitext) Springer-Verlag New York, Inc.. ,(2006)
L. Lukšan, J. Vlček, Globally Convergent Variable Metric Method for Convex Nonsmooth Unconstrained Minimization1 Journal of Optimization Theory and Applications. ,vol. 102, pp. 593- 613 ,(1999) , 10.1023/A:1022650107080
Jean-Baptiste Hiriart-Urruty, Claude Lemaréchal, Convex analysis and minimization algorithms ,(1993)
A. Auslender, How to deal with the unbounded in optimization: theory and algorithms Mathematical Programming. ,vol. 79, pp. 3- 18 ,(1997) , 10.1007/BF02614308
Robert Mifflin, An Algorithm for Constrained Optimization with Semismooth Functions Mathematics of Operations Research. ,vol. 2, pp. 191- 207 ,(1977) , 10.1287/MOOR.2.2.191
Claude Lemaréchal, Claudia Sagastizábal, Variable metric bundle methods: from conceptual to implementable forms Mathematical Programming. ,vol. 76, pp. 393- 410 ,(1997) , 10.1007/BF02614390
Roger Fletcher, Sven Leyffer, Philippe L. Toint, On the Global Convergence of a Filter--SQP Algorithm Siam Journal on Optimization. ,vol. 13, pp. 44- 59 ,(2002) , 10.1137/S105262340038081X
Roger Fletcher, Nicholas I. M. Gould, Sven Leyffer, Philippe L. Toint, Andreas Wächter, Global Convergence of a Trust-Region SQP-Filter Algorithm for General Nonlinear Programming Siam Journal on Optimization. ,vol. 13, pp. 635- 659 ,(2002) , 10.1137/S1052623499357258