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Title page for ETD etd-06132011-114745


Type of Document Thesis
Author Azoulay, Ariel
URN etd-06132011-114745
Title Quasirandom Optimization
Degree Master of Science
Department Scientific Computing, Department of
Advisory Committee
Advisor Name Title
Janet Peterson Committee Chair
Gordon Erlebacher Committee Member
John Burkardt Committee Member
Max Gunzburger Committee Member
Keywords
  • search
  • sequences
  • numerical
  • quasirandom
  • Optimization
Date of Defense 2011-04-25
Availability unrestricted
Abstract
In this work we apply quasirandom sequences to develop a derivative-free algorithm for approximating the global maximum of a given function. This work is based on previous results which used a single type of quasirandom sequence in a Brute Force approach and in an approach called Localization of Search. In this work we present several methods for computing quasirandom sequences as well as measures for determining their properties. We discuss the shortcomings of the Brute Force and Localization of Search methods and then present modifications which address these issues which culminate in a new algorithm which we call Modified Localization of Search. Our algorithm is applied to a test suite of problems and the results are discussed. Finally we present some comments on code development for our algorithm.
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