Archive for 'Multiobjective Optimization' Category

Genetic algorithms and genetic programming for multiscale modeling: Applications in materials science and chemistry and advances in scalability

13 September 2007

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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Single and multiobjective genetic algorithm toolbox for Matlab in C++

11 June 2007

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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Single and Multiobjective Genetic Algorithm Toolbox in C++

11 June 2007

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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Optimization of semiempirical quantum chemisty methods via multiobjective genetic algorithms: Accurate photochemistry for larger molecules and longer time scales

4 June 2007

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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Multiobjective genetic algorithms for multiscaling excited state direct dynamics in photochemistry

11 July 2006

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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Multiobjective estimation of distribution algorithms

20 March 2006

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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Limits of scalability of multiobjective estimation of distribution algorithms

5 September 2005

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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Multiojbective hBOA, clustering, and scalability

24 June 2005

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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Fitness inheritance in multi-objective optimization

24 June 2002

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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