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二次规划Quadratic Programming(QP)以及工具
发表于845 天前 科研 评论数 4 ⁄ 被围观 950 次+

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:
  • 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

二次规划Quadratic Programming(QP)以及工具:目前有4 条留言

  1. Kir : 2010年04月15日9:16 下午 回复

    Good!

  2. Arnie : 2010年04月23日12:29 下午 回复

    Good

  3. Aron : 2010年05月20日6:04 下午 回复

    Good

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