Difference between revisions of "Evolutionary algorithm jDE"

Revision as of 13:19, 4 November 2008

Our papers:

J. Brest, S. Greiner, B. Bošković, M. Mernik, V. Žumer. Self-Adapting Control Parameters in Differential Evolution: A Comparative Study on Numerical Benchmark Problems. IEEE Transactions on Evolutionary Computation, 2006. DOI 10.1109/TEVC.2006.872133.

J. Brest, B. Bošković, S. Greiner, V. Žumer, M. S. Maučec. Performance comparison of self-adaptive and adaptive differential evolution algorithms. Soft computing, 2007. DOI 10.1007/s00500-006-0124-0.

J. Brest, V. Žumer, M. S. Maučec. Self-adaptive differential evolution algorithm in constrained real-parameter optimization. 2006 IEEE World Congress on Computational Intelligence, 2006, pp. 919-926.

(pdf) J. Brest, M. S. Maučec. Population Size Reduction for the Differential Evolution Algorithm. Applied Intelligence, 2008, volume 29, issue 3, pp. 228-247. DOI 10.1007/s10489-007-0091-x.

(pdf) J. Brest. Differential Evolution with Self-Adaptation. Encyclopedia of Artificial Intelligence, Information Science Reference: IGI Global, 2009, pp. 488-493.

(pdf) J. Brest, A. Zamuda, B. Bošković, V. Žumer. An Analysis of the Control Parameters’Adaptation in DE. Advances in Differential Evolution, Studies in Computational Intelligence, (ISBN: 978-3-540-68827-3), Chakraborty, Uday K. (Ed.), 2008, volume 143, pp. 89-110.

(pdf) J. Brest, A. Zamuda, B. Bošković, M. S. Maučec, V. Žumer. High-dimensional Real-parameter Optimization Using Self-adaptive Differential Evolution Algorithm with Population Size Reduction. 2008 IEEE World Congress on Computational Intelligence, 2008, pp. 2032-2039.

(pdf) J. Brest, A. Zamuda, B. Bošković, S. Greiner, M. S. Maučec, V. Žumer. Self-Adaptive Differential Evolution with SQP Local Search. The Third International Conference on Bioinspired Optimization Methods and their Applications, 2008, pp. 59-69.

Our paper related to Differential Evolution:

B. Bošković, S. Greiner, J. Brest, V. Žumer. A differential evolution for the tuning of a chess evaluation function. 2006 IEEE World Congress on Computational Intelligence, 2006, pp. 6742-6747.

(pdf) A. Zamuda, J. Brest, B. Bošković, V. Žumer. Differential Evolution for Multiobjective Optimization with Self Adaptation. The 2007 IEEE Congress on Evolutionary Computation CEC2007, 2007, pp. 3617-3624.

(pdf) A. Zamuda, J. Brest, B. Bošković, V. Žumer. Large Scale Global Optimization Using Differential Evolution with Self-adaptation and Cooperative Co-evolution. 2008 IEEE World Congress on Computational Intelligence, 2008, pp. 3719-3726.

(pdf) B. Bošković, S. Greiner, J. Brest, A. Zamuda, V. Žumer. An Adaptive Differential Evolution Algorithm with Opposition-Based Mechanisms, Applied to the Tuning of a Chess Program. Advances in Differential Evolution, Studies in Computational Intelligence, (ISBN: 978-3-540-68827-3), Chakraborty, Uday K. (Ed.), 2008, volume 143, pp. 287-298.

Citators of out papers:

• P. N. Suganthan
• Tvrdík Josef
• NICAL Nature Inspired Computation and Applications Laboratory
• Opposition-based Learning, Hamid R. Tizhoosh
• More: comming soon... this list is in preparation.

Links:

Differential Evolution homepage: http://www.icsi.berkeley.edu/~storn/code.html

Differential evolution. Wikipedia: http://en.wikipedia.org/wiki/Differential_evolution

List of References on Constraint-Handling Techniques used with Evolutionary Algorithms. Maintained by Carlos A. Coello Coello: http://www.cs.cinvestav.mx/~constraint

Evolutionary algorithm. Wikipedia: http://en.wikipedia.org/wiki/Evolutionary_computation

Encyclopedia of Computational Intelligence. Scholarpedia: http://www.scholarpedia.org/article/Encyclopedia_of_Computational_Intelligence

Applications of Differential Evolution, and other EAs:

• Breast cancer diagnosis
• Saving Earth from global warming
• Earthquake location
• Combustion burning in gas turbines
• Generation of medicaments
• Land use planning
• and many many more.