Difference between revisions of "Evolutionary algorithm jDE"

Latest revision as of 08:24, 4 September 2012

Our selected papers:

J. Brest, M. S. Maucec. Self-adaptive Differential Evolution Algorithm using Population Size Reduction and Three Strategies. Soft Computing - A Fusion of Foundations, Methodologies and Applications, accepted. DOI 10.1007/s00500-010-0644-5.

• Complementary Material: SOCO Special Issue on Large Scale Continuous Optimization Problems: link (M. Lozano, F. Herrera, D. Molina (Eds.). Scalability of Evolutionary Algorithms and other Metaheuristics for Large Scale Continuous Optimization Problems. Soft Computing 2011.)

J. Brest, S. Greiner, B. Boskovic, M. Mernik, V. Zumer. 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.
(According to ISI Web of Knowledge (Web of Science) - Thomson Reuters, the number of citations this paper is high (see more ...))

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

J. Brest, V. Zumer, M. S. Maucec. 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. Maucec. 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. Boskovic, V. Zumer. 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. Boskovic, M. S. Maucec, V. Zumer. 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. Boskovic, S. Greiner, M. S. Maucec, V. Zumer. Self-Adaptive Differential Evolution with SQP Local Search. The Third International Conference on Bioinspired Optimization Methods and their Applications, 2008, pp. 59-69.

(Our bibliography:) Bibliography in BibTeX, PDF, or DVI format (see also bibliography)

Our paper related to Differential Evolution:

B. Boskovic, S. Greiner, J. Brest, V. Zumer. 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. Boskovic, V. Zumer. 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. Boskovic, V. Zumer. 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. Boskovic, S. Greiner, J. Brest, A. Zamuda, V. Zumer. 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.