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非凸优化问题Lagrange对偶性及其应用 被引量:2

Lagrange Duality of Nonconvex Optimization Problems and Its Appli cations
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摘要 利用非凸优化问题中的Lagrange对偶性思想 ,对可行集进行恰当的细划 ,证明了求解相应的Lagrangian对偶问题所获得的剖分对偶界在适当的假设条件下收敛到原问题的最优值 .应用包括反凸约束凹极小问题以及多胞形上极大仿射比和问题的求解算法 . The nonconvex global optimization problems are methodic al ly similar to the partial convex optimization problems,which had been studied by the author.We used the Lagrange duality of nonconvex optimization problems and made suitable refined partitioning for the feasible set.It is shown that,under m ild hypotheses ,the partitoning duality bounds obtained by solving corresponding Lagrangian dual converge to the primary problem's optimal value.Applications co mprise all branch-and-bound algorithms for global optimization of nonconvex ob jective functions over polytopes as well as concave minimization under reverse c onvex constraints,and optimization of sums of ratios affine functions over polyt opes.
作者 杜廷松
机构地区 三峡大学理学院
出处 《三峡大学学报(自然科学版)》 CAS 2001年第5期463-467,共5页 Journal of China Three Gorges University:Natural Sciences
关键词 全局优化 非凸 分枝定界法 Lagrange对偶性 global optimization nonconvex branch-and-bound method
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参考文献6

  • 1杜廷松.非凸优化问题Lagrange对偶性及其应用[J].三峡大学学报(自然科学版),2001,23(5):463-467. 被引量:2
  • 2Horst R,Tuy H.Global optimization(deterministic approaches)[M].3rd Edition.Berlin:Springer,1996.
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  • 6Falk J E,Palocsay S W. Image space analysis of generalized fractional programs[J]. J. of Global Optimization, 1994,4(1):63~88.

二级参考文献6

  • 1Horst R,Tuy H.Global optimization(deterministic approaches)[M].3rd Edition.Berlin:Springer,1996.
  • 2Bental A, Eiger G, Gershovitz V.Global minimization by reducing the duality gap[J].Mathematical Programming,1994,62(2):193~213.
  • 3Pappalardo M.On the duality gap in nonconvex optimization[J]. Mathematics of Operations Research, 1986,11(1):30~35.
  • 4Schajble S.Fractional programming, handbook of global optimization[M].Dordrecht:Kluwer Academic publishers,1995.
  • 5Falk J E,Palocsay S W. Image space analysis of generalized fractional programs[J]. J. of Global Optimization, 1994,4(1):63~88.
  • 6杜廷松.非凸优化问题Lagrange对偶性及其应用[J].三峡大学学报(自然科学版),2001,23(5):463-467. 被引量:2

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同被引文献12

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  • 9Pappalardo M.On the duality gap in nonconvex optimization[J]. Mathematics of Operations Research, 1986,11(1):30~35.
  • 10Schajble S.Fractional programming, handbook of global optimization[M].Dordrecht:Kluwer Academic publishers,1995.

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