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EXACT GLOBAL OPTIMIZATION

Prof.Eng. Ph.D NAN Marin Silviu, Student Eng. Ph.D BOGDAN Constantin, Student Eng. Ph.D GRECEA Danu?, Student Eng. Ph.D MAMARA Nicoleta Loredana

First published: 2017-06-20https://doi.org/10.5593/sgem2017/21/s07.039View metrics

Abstract

Constrained optimization problems are problems for which a function f (x) is to be minimized or maximized subject to constraints ? (x) . Here f : Rn ? R is called the objective function and F(x) is a Boolean-valued formula. In Mathematica the constraints ? (x) can be an arbitrary Boolean combination of equations g (x) ?0 , weak inequalities g (x) >=0, strict inequalities g(x)> 0, x is integer and x>0 statements. A point u ? Rn is said to be a global minimum of f subject to constraints F if u satisfies the constraints and for any point v that satisfies the constraints, f (u) ? f(v). A value a? (-?,?) is said to be the global minimum value of f subject to constraints F if for any point v that satisfies the constraints, a ? f(v). A value a? (-?,?) is said to be the global minimum value of f subject to constraints F if for any point v that satisfies the constraints, a ? f (v). The global minimum value a exists for any f and ?. The global minimum value a is attained if there exists a point u such that ? (u) is true and f(u)= a. Such a point u is necessarily a global minimum. If f is a continuous function and the set of points satisfying the constraints ? is compact (closed and bounded) and nonempty, then a global minimum exists. Otherwise a global minimum may or may not exist. Here the minimum value is not attained. The set of points satisfying the constraints is not closed. Exact global optimization problems can be solved exactly using Minimize and Maximize.

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Publication details

Title
EXACT GLOBAL OPTIMIZATION
Authors
Prof.Eng. Ph.D NAN Marin Silviu, Student Eng. Ph.D BOGDAN Constantin, Student Eng. Ph.D GRECEA Danu?, Student Eng. Ph.D MAMARA Nicoleta Loredana
Proceedings
SGEM International Multidisciplinary Scientific GeoConference EXPO Proceedings; 17th International Multidisciplinary Scientific GeoConference SGEM2017, Informatics, Geoinformatics and Remote Sensing
Publisher
STEF92 Technology
Year
2017
Pages
303-310
SWS Citekey
NAN20177303310
ISSN
1314-2704
ISBN
978-619-7408-01-0
Language
en
Publication type
Conference Paper
Keywords
References4
  1. Mehrotra, S. "On the Implementation of a Primal-Dual Interior Point Method.", SIAM Journal on Optimization 2 (1992);

  2. Nelder, J.A. and R. Mead. "A Simplex Method for Function Minimization", The Computer Journal 7 (1965);

  3. Ingber, L. "Simulated Annealing: Practice versus Theory", Mathematical Computer Modelling 18, no. 11 (1993);

  4. Price, K. and R. Storn "Differential Evolution", Dr. Dobb's Journal 264 (1997).

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