Adaptive optimization methods

David E Goldberg; Claudio F Lima; Fernando Lobo; Kumara Sastry

Adaptive optimization methods

David E Goldberg (Inventor), Claudio F Lima (Inventor), Fernando Lobo (Inventor), Kumara Sastry (Inventor)

Research output: Patent

Abstract

Methods and systems for optimizing a solution set. A solution set is generated, and solutions in the solution set are evaluated. Desirable solutions from the solution set are selected. A structural model is created using the desirable solutions, and a surrogate fitness model is created based on the structural model and the desirable solutions. A new solution set may be generated and/or evaluated, based on analyzing at least one of the structural model and the surrogate fitness model, and determining a method for generating a new solution set and/or evaluating the new solution set based at least in part on the analyzing.

Original language	English (US)
U.S. patent number	8131656
Filing date	1/31/07
State	Published - Mar 6 2012

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title = "Adaptive optimization methods",

abstract = "Methods and systems for optimizing a solution set. A solution set is generated, and solutions in the solution set are evaluated. Desirable solutions from the solution set are selected. A structural model is created using the desirable solutions, and a surrogate fitness model is created based on the structural model and the desirable solutions. A new solution set may be generated and/or evaluated, based on analyzing at least one of the structural model and the surrogate fitness model, and determining a method for generating a new solution set and/or evaluating the new solution set based at least in part on the analyzing.",

author = "Goldberg, {David E} and Lima, {Claudio F} and Fernando Lobo and Kumara Sastry",

note = "STATEMENT OF GOVERNMENT INTEREST This invention was made with Government support under Contract Number F49620-03-1-0129 awarded by Air Force Office of Scientific Research (AFOSR). The Government has certain rights in the invention.; 8131656",

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month = mar,

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language = "English (US)",

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AU - Lima, Claudio F

AU - Lobo, Fernando

AU - Sastry, Kumara

N1 - STATEMENT OF GOVERNMENT INTEREST This invention was made with Government support under Contract Number F49620-03-1-0129 awarded by Air Force Office of Scientific Research (AFOSR). The Government has certain rights in the invention.

PY - 2012/3/6

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N2 - Methods and systems for optimizing a solution set. A solution set is generated, and solutions in the solution set are evaluated. Desirable solutions from the solution set are selected. A structural model is created using the desirable solutions, and a surrogate fitness model is created based on the structural model and the desirable solutions. A new solution set may be generated and/or evaluated, based on analyzing at least one of the structural model and the surrogate fitness model, and determining a method for generating a new solution set and/or evaluating the new solution set based at least in part on the analyzing.

AB - Methods and systems for optimizing a solution set. A solution set is generated, and solutions in the solution set are evaluated. Desirable solutions from the solution set are selected. A structural model is created using the desirable solutions, and a surrogate fitness model is created based on the structural model and the desirable solutions. A new solution set may be generated and/or evaluated, based on analyzing at least one of the structural model and the surrogate fitness model, and determining a method for generating a new solution set and/or evaluating the new solution set based at least in part on the analyzing.

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