Kumara Sastry » Multiobjective Optimization http://www.kumarasastry.com Sun, 11 May 2008 17:12:11 +0000 http://wordpress.org/?v=2.3.3 en Genetic algorithms and genetic programming for multiscale modeling: Applications in materials science and chemistry and advances in scalability http://www.kumarasastry.com/2007/09/13/genetic-algorithms-and-genetic-programming-for-multiscale-modeling-applications-in-materials-science-and-chemistry-and-advances-in-scalability/ http://www.kumarasastry.com/2007/09/13/genetic-algorithms-and-genetic-programming-for-multiscale-modeling-applications-in-materials-science-and-chemistry-and-advances-in-scalability/#comments Thu, 13 Sep 2007 02:28:55 +0000 Kumara Sastry http://www.kumarasastry.com/2007/09/13/genetic-algorithms-and-genetic-programming-for-multiscale-modeling-applications-in-materials-science-and-chemistry-and-advances-in-scalability/ SHARETHIS.addEntry({ title: "Genetic algorithms and genetic programming for multiscale modeling: Applications in materials science and chemistry and advances in scalability", url: "http://www.kumarasastry.com/2007/09/13/genetic-algorithms-and-genetic-programming-for-multiscale-modeling-applications-in-materials-science-and-chemistry-and-advances-in-scalability/" }); ]]> Sastry, K. (2007). IlliGAL Report No. 2007019. University of Illinois at Urbana-Champaign, Urbana IL. [Ph.D. Thesis - PDF] [Ph.D. Thesis - PS] [Defense presentation slides].

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]]> http://www.kumarasastry.com/2007/09/13/genetic-algorithms-and-genetic-programming-for-multiscale-modeling-applications-in-materials-science-and-chemistry-and-advances-in-scalability/feed/ Single and multiobjective genetic algorithm toolbox for Matlab in C++ http://www.kumarasastry.com/2007/06/11/single-and-multiobjective-genetic-algorithm-toolbox-for-matlab-in-c/ http://www.kumarasastry.com/2007/06/11/single-and-multiobjective-genetic-algorithm-toolbox-for-matlab-in-c/#comments Mon, 11 Jun 2007 19:48:11 +0000 Kumara Sastry http://kumarasastry.com/?p=264 SHARETHIS.addEntry({ title: "Single and multiobjective genetic algorithm toolbox for Matlab in C++", url: "http://www.kumarasastry.com/2007/06/11/single-and-multiobjective-genetic-algorithm-toolbox-for-matlab-in-c/" }); ]]> Sastry, K. (2007). IlliGAL Report No. 2007017. University of Illinois at Urbana-Champaign, Urbana IL. [Documentation - PDF] [Documentation - PS] [Download source code].

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]]> http://www.kumarasastry.com/2007/06/11/single-and-multiobjective-genetic-algorithm-toolbox-for-matlab-in-c/feed/ Single and Multiobjective Genetic Algorithm Toolbox in C++ http://www.kumarasastry.com/2007/06/11/single-and-multiobjective-genetic-algorithm-toolbox-in-c/ http://www.kumarasastry.com/2007/06/11/single-and-multiobjective-genetic-algorithm-toolbox-in-c/#comments Mon, 11 Jun 2007 19:43:43 +0000 Kumara Sastry http://kumarasastry.com/?p=263 SHARETHIS.addEntry({ title: "Single and Multiobjective Genetic Algorithm Toolbox in C++", url: "http://www.kumarasastry.com/2007/06/11/single-and-multiobjective-genetic-algorithm-toolbox-in-c/" }); ]]> Sastry, K. (2007). IlliGAL Report No. 2007016. University of Illinois at Urbana-Champaign, Urbana IL. [Documentation - PDF] [Documentation - PS] [Download source code].

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]]> http://www.kumarasastry.com/2007/06/11/single-and-multiobjective-genetic-algorithm-toolbox-in-c/feed/ Optimization of semiempirical quantum chemisty methods via multiobjective genetic algorithms: Accurate photochemistry for larger molecules and longer time scales http://www.kumarasastry.com/2007/06/04/optimization-of-semiempirical-quantum-chemisty-methods-via-multiobjective-genetic-algorithms-accurate-photochemistry-for-larger-molecules-and-longer-time-scales/ http://www.kumarasastry.com/2007/06/04/optimization-of-semiempirical-quantum-chemisty-methods-via-multiobjective-genetic-algorithms-accurate-photochemistry-for-larger-molecules-and-longer-time-scales/#comments Mon, 04 Jun 2007 17:06:33 +0000 Kumara Sastry http://kumarasastry.com/?p=262 SHARETHIS.addEntry({ title: "Optimization of semiempirical quantum chemisty methods via multiobjective genetic algorithms: Accurate photochemistry for larger molecules and longer time scales", url: "http://www.kumarasastry.com/2007/06/04/optimization-of-semiempirical-quantum-chemisty-methods-via-multiobjective-genetic-algorithms-accurate-photochemistry-for-larger-molecules-and-longer-time-scales/" }); ]]> Sastry, K., Johnson, D. D., Thompson, A. L., Goldberg, D. E., Martinez, T. J., Leiding, J., Owens, J. (2007). Materials and Manufacturing Processes, 22(5), 553-561. [Full Paper - DOI]

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]]> http://www.kumarasastry.com/2007/06/04/optimization-of-semiempirical-quantum-chemisty-methods-via-multiobjective-genetic-algorithms-accurate-photochemistry-for-larger-molecules-and-longer-time-scales/feed/ Multiobjective genetic algorithms for multiscaling excited state direct dynamics in photochemistry http://www.kumarasastry.com/2006/07/11/multiobjective-genetic-algorithms-for-multiscaling-excited-state-direct-dynamics-in-photochemistry/ http://www.kumarasastry.com/2006/07/11/multiobjective-genetic-algorithms-for-multiscaling-excited-state-direct-dynamics-in-photochemistry/#comments Wed, 12 Jul 2006 00:35:17 +0000 Kumara Sastry http://kumarasastry.com/?p=207 SHARETHIS.addEntry({ title: "Multiobjective genetic algorithms for multiscaling excited state direct dynamics in photochemistry", url: "http://www.kumarasastry.com/2006/07/11/multiobjective-genetic-algorithms-for-multiscaling-excited-state-direct-dynamics-in-photochemistry/" }); ]]> Sastry, K., Johnson, D.D., Thompson, A. L., Goldberg, D. E., Martinez, T. J., Leiding, J., Owens, J. (2006). Proceedings of the 2006 Genetic and Evolutionary Computation Conference, 1745—1752. [Full paper - PDF] [Full paper - PS] [Presentation slides]. [Best paper award in Real World Applications track] [Silver Humie award at the Human Competitive Results Competition].

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]]> http://www.kumarasastry.com/2006/07/11/multiobjective-genetic-algorithms-for-multiscaling-excited-state-direct-dynamics-in-photochemistry/feed/ Multiobjective estimation of distribution algorithms http://www.kumarasastry.com/2006/03/20/multiobjective-estimation-of-distribution-algorithms/ http://www.kumarasastry.com/2006/03/20/multiobjective-estimation-of-distribution-algorithms/#comments Mon, 20 Mar 2006 20:21:37 +0000 Kumara Sastry http://kumarasastry.com/?p=168 SHARETHIS.addEntry({ title: "Multiobjective estimation of distribution algorithms", url: "http://www.kumarasastry.com/2006/03/20/multiobjective-estimation-of-distribution-algorithms/" }); ]]> Pelikan, M., Sastry, K., Goldberg, D. E. (In press). In Pelikan, M., Sastry, K., Cantú-Paz, E. (Eds.), Scalable Optimization via Probabilistic Modeling: From Algorithms to Applications.

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]]> http://www.kumarasastry.com/2006/03/20/multiobjective-estimation-of-distribution-algorithms/feed/ Limits of scalability of multiobjective estimation of distribution algorithms http://www.kumarasastry.com/2005/09/05/limits-of-scalability-of-multiobjective-estimation-of-distribution-algorithms/ http://www.kumarasastry.com/2005/09/05/limits-of-scalability-of-multiobjective-estimation-of-distribution-algorithms/#comments Mon, 05 Sep 2005 16:00:04 +0000 Kumara Sastry http://kumarasastry.com/?p=136 SHARETHIS.addEntry({ title: "Limits of scalability of multiobjective estimation of distribution algorithms", url: "http://www.kumarasastry.com/2005/09/05/limits-of-scalability-of-multiobjective-estimation-of-distribution-algorithms/" }); ]]> Sastry, K., Pelikan, M., Goldberg, D. E. (2005). Proceedings of the Congress on Evolutionary Computation, 3, 2217—2224. [Full paper - PDF] [Full paper - PS] [Presentation slides].

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]]> http://www.kumarasastry.com/2005/09/05/limits-of-scalability-of-multiobjective-estimation-of-distribution-algorithms/feed/ Multiojbective hBOA, clustering, and scalability http://www.kumarasastry.com/2005/06/24/multiojbective-hboa-clustering-and-scalability/ http://www.kumarasastry.com/2005/06/24/multiojbective-hboa-clustering-and-scalability/#comments Fri, 24 Jun 2005 16:00:49 +0000 Kumara Sastry http://kumarasastry.com/?p=121 SHARETHIS.addEntry({ title: "Multiojbective hBOA, clustering, and scalability", url: "http://www.kumarasastry.com/2005/06/24/multiojbective-hboa-clustering-and-scalability/" }); ]]> Pelikan, M., Sastry, K., Goldberg, D. E. (2005). Proceedings of the Genetic and Evolutionary Computation Conference. 663—670. [Full paper - PDF] [Full paper - PS].
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]]> http://www.kumarasastry.com/2005/06/24/multiojbective-hboa-clustering-and-scalability/feed/ Fitness inheritance in multi-objective optimization http://www.kumarasastry.com/2002/06/24/fitness-inheritance-in-multi-objective-optimization/ http://www.kumarasastry.com/2002/06/24/fitness-inheritance-in-multi-objective-optimization/#comments Mon, 24 Jun 2002 23:00:32 +0000 Kumara Sastry http://kumarasastry.com/?p=24 SHARETHIS.addEntry({ title: "Fitness inheritance in multi-objective optimization", url: "http://www.kumarasastry.com/2002/06/24/fitness-inheritance-in-multi-objective-optimization/" }); ]]> Chen, J.-H., Goldberg, D. E., Ho, S.-Y., Sastry, K. (2002). Proceedings of the Genetic and Evolutionary Computation Conference. 319—326. [Full paper - PDF] [Full paper - PS].
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