Geodesic
Minimization of nonlinear functions with linear constraints
Sibirskij žurnal vyčislitelʹnoj matematiki, Tome 16 (2013) no. 3, pp. 229-242

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In this paper, some aspects of numerical realization of algorithms from the software package for solving problems of minimization of nonlinear functions including non-smooth functions with allowance for the linear constraints set by sparse matrices are considered. Examples of the solution of test problems are presented. 
@article{SJVM_2013_16_3_a3,
     author = {G. I. Zabinyako and E. A. Kotel'nikov},
     title = {Minimization of nonlinear functions with linear constraints},
     journal = {Sibirskij \v{z}urnal vy\v{c}islitelʹnoj matematiki},
     pages = {229--242},
     publisher = {mathdoc},
     volume = {16},
     number = {3},
     year = {2013},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/SJVM_2013_16_3_a3/}
}
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G. I. Zabinyako; E. A. Kotel'nikov. Minimization of nonlinear functions with linear constraints. Sibirskij žurnal vyčislitelʹnoj matematiki, Tome 16 (2013) no. 3, pp. 229-242. http://geodesic.mathdoc.fr/item/SJVM_2013_16_3_a3/