An active set Newton algorithm for large-scale nonlinear programs with box constraints

被引:73
作者
Facchinei, F
Judice, J
Soares, J
机构
[1] Univ Roma La Sapienza, Dipartimento Informat & Sistemist, I-00185 Rome, Italy
[2] Univ Coimbra, Dept Matemat, P-3000 Coimbra, Portugal
[3] Columbia Univ, New York, NY 10027 USA
关键词
Newton's method; box constraints; large-scale problems; active set;
D O I
10.1137/S1052623493253991
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A new algorithm for large-scale nonlinear programs with box constraints is introduced. The algorithm is based on an efficient identification technique of the active set at the solution and on a nonmonotone stabilization technique. It possesses global and superlinear convergence properties under standard assumptions. A new technique for generating test problems with known characteristics is also introduced. The implementation of the method is described along with computational results for large-scale problems.
引用
收藏
页码:158 / 186
页数:29
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