二次规划是非线形规划中一类特殊的数学规划问题,它的解是可以通过求解得到的。通常通过解其库恩—塔克条件(KT条件),获取一个KT条件的解称为KT对,其中与原问题的变量对应的部分称为KT点。
二次规划分为凸二次规划与非凸二次规划,前者的KT点便是其全局极小值点,而后者的KT点可能连局部极小值点都不是。若它的目标函数是二次函数,则约束条件是线性的。由于求解二次规划的方法很多,所以较为复杂;其较简便易行的是沃尔夫法,它是依据库恩-塔克条件,在线性规划单纯形法的基础上加以修正而成的。此外还有莱姆基法、毕尔法、凯勒法等。
- Quadratic programming codes:
- BQPD from Roger Fletcher
- CPLEX Barrier/QP solver
- CPLEX Simplex/QP solver
- CPLEX Mixed-integer QP solver
- The Xpress-MP Newton-barrier QP solver from Dash Optimization
- HOPDM from Jacek Gondzio and Anna Altman
- LINDO
- The packages QPC, QPB and QPA from GALAHAD
- The packages VE02, VE09, VE17, HSL_VE12 and HSL_VE19 from HSL (formerly known as the Harwell Subroutine Library
- LOQO from Bob Vanderbei
- MINQ for convex general and non-convex bound constrained problems, in Matlab, by Arnold Neumaier
- CirCut for finding approximate solutions to certain binary quadratic programs, including the Max-Cut and the Max-Bisection problems, by Yin Zhang
- The subroutines E04NCF, E04NFF, E04NKF, H02CBF and H02CEF from the NAG fortran library
- The package nag_qp_sol from the NAG fl90 library
- The subroutines nag_opt_lin_lsq and nag_opt_sparse_convex_qp from the NAG C library
- KNITRO from Ziena Optimization Inc. is highly QP-capable.
- LSSOL from SOL Optimization Software
- OOQP by Mike Gertz and Steve Wright
- QPOPT again from SOL Optimization Software
- The C/Python QP package which is part of CVXOPT
- The package IQP, by Linda Kaufman and Jessica Hodgins, from the PORT Mathematical Subroutine Library
- The MOSEK package from Erling and Knud Andersen
- The subroutine HSQP from John Betts, which is Algorithm 559 from the Collected Algorithms of the ACM
- The COPL_QP package of Xiong Zhang and Yinyu Ye
- QuadProg++, a C++ solver for (strictly) convex problems from Luca Di Gaspero
- The exact solver QP_solver, part of the Computational Geometry Algorithms Library (CGAL)
See also Hans Mittelmann’s list of QP solvers
- Quadratic programming test examples:
- Maros and Meszaros’s set
- the same problems within the CUTEr test set
- The latest version of our BiBTeX quadratic programming bibliography.
- A paper summarizing this bibliography (compressed postscript, PDF)
- The overheads from a talk that Nick gave on “Quadratic programming: theory and methods ” at the 3rd FNRS Cycle in Mathematical Programming, Han-sur-Lesse, Belgium, in February 2000.
- The main content of a book on QP by Zhongzhen Zhang
http://pizi.shamoxia.com/html/y2009/155.html






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