On the efficient Gerschgorin inclusion usage in the global optimization $$\alpha \hbox {BB}$$ α BB method

作者: Milan Hladík

DOI: 10.1007/S10898-014-0161-7

关键词: ScalingState (functional analysis)Hessian matrixHeuristicsGlobal optimizationAlpha (programming language)Mathematical optimizationMathematicsEigenvalues and eigenvectorsGlobal optimization problemManagement Science and Operations ResearchControl and OptimizationApplied mathematicsComputer Science Applications

摘要: In this paper, we revisit the $$\alpha $$ ? BB method for solving global optimization problems. We investigate optimality of scaling vector used in Gerschgorin's inclusion theorem to calculate bounds on eigenvalues Hessian matrix. propose two heuristics compute a good $$d$$ d , and state three necessary conditions an optimal vector. Since vectors calculated by presented methods satisfy all conditions, they serve as cheap but efficient solutions. A small numerical study shows that are practically always optimal.

参考文章(42)
Christodoulos A. Floudas, Deterministic Global Optimization: Theory, Methods and (NONCONVEX OPTIMIZATION AND ITS APPLICATIONS Volume 37) (Nonconvex Optimization and Its Applications) Deterministic Global Optimization: Theory, Methods and (NONCONVEX OPTIMIZATION AND ITS APPLICATIONS Volume 37) (Nonconvex Optimization and Its Applications). ,(2005)
Siegfried M. Rump, INTLAB — INTerval LABoratory Developments in Reliable Computing. pp. 77- 104 ,(1999) , 10.1007/978-94-017-1247-7_7
Nils Tönshoff, Implementation and Computational Results Modular Machine Tools. pp. 112- 117 ,(1997) , 10.1007/978-3-663-08773-1_12
P. M. Pardalos, Christodoulos C. A. Floudas, Encyclopedia of Optimization Kluwer Academic Publishers. ,(2006)
Leslie Hogben, Handbook Of Linear Algebra ,(2010)
Eligius M.T. Hendrix, Boglárka G.-Tóth, Introduction to Nonlinear and Global Optimization ,(2008)
Bartlomiej Jacek Kubica, Vladik Kreinovich, From Computing Sets of Optima, Pareto Sets, and Sets of Nash Equilibria to General Decision-Related Set Computations Journal of Universal Computer Science. ,vol. 16, pp. 2657- 2685 ,(2010)