Cookies help us deliver our services. By using our services, you agree to our use of cookies.

Difference between revisions of "Evolutionary algorithm jDE"


Line 2: Line 2:
  
 
{{cite journal nopages |  
 
{{cite journal nopages |  
   authors = J. Brest, S. Greiner, B. Bošković, M. Mernik, V. Žumer |
+
   authors = J. Brest, S. Greiner, B. Boskovic, M. Mernik, V. Zumer |
 
   title = Self-Adapting Control Parameters in Differential Evolution: A Comparative Study on Numerical Benchmark Problems |  
 
   title = Self-Adapting Control Parameters in Differential Evolution: A Comparative Study on Numerical Benchmark Problems |  
 
   url =  
 
   url =  
Line 17: Line 17:
  
 
{{cite journal nopages |  
 
{{cite journal nopages |  
   authors = J. Brest, B. Bošković, S. Greiner, V. Žumer, M. S. Maučec |
+
   authors = J. Brest, B. Boskovis, S. Greiner, V. Zumer, M. S. Maucec |
 
   title = Performance comparison of self-adaptive and adaptive differential evolution algorithms |  
 
   title = Performance comparison of self-adaptive and adaptive differential evolution algorithms |  
 
   url =  
 
   url =  
Line 30: Line 30:
  
 
{{cite conference local |  
 
{{cite conference local |  
   authors = J. Brest, V. Žumer, M. S. Maučec |
+
   authors = J. Brest, V. Zumer, M. S. Maucec |
 
   title = Self-adaptive differential evolution algorithm in constrained real-parameter optimization |  
 
   title = Self-adaptive differential evolution algorithm in constrained real-parameter optimization |  
 
   url =  Media:Janez cec06.pdf |
 
   url =  Media:Janez cec06.pdf |
Line 40: Line 40:
  
 
{{cite |  
 
{{cite |  
   authors = J. Brest, M. S. Maučec |
+
   authors = J. Brest, M. S. Maucec |
 
   title = Population Size Reduction for the Differential Evolution Algorithm |  
 
   title = Population Size Reduction for the Differential Evolution Algorithm |  
 
   url = http://www.springerlink.com/content/k173214714252683/fulltext.pdf |
 
   url = http://www.springerlink.com/content/k173214714252683/fulltext.pdf |
Line 62: Line 62:
  
 
{{cite |  
 
{{cite |  
   authors = J. Brest, A. Zamuda, B. Bošković, V. Žumer |
+
   authors = J. Brest, A. Zamuda, B. Boskovic, V. Zumer |
 
   title =  An Analysis of the Control Parameters’Adaptation in DE|  
 
   title =  An Analysis of the Control Parameters’Adaptation in DE|  
 
   url = http://www.springerlink.com/content/uv415646342621m3/fulltext.pdf |
 
   url = http://www.springerlink.com/content/uv415646342621m3/fulltext.pdf |
Line 74: Line 74:
  
 
{{cite |  
 
{{cite |  
   authors = J. Brest, A. Zamuda, B. Bošković, M. S. Maučec, V. Žumer|
+
   authors = J. Brest, A. Zamuda, B. Boskovic, M. S. Maucec, V. Zumer|
 
   title = High-dimensional Real-parameter Optimization Using Self-adaptive Differential Evolution Algorithm with Population Size Reduction |  
 
   title = High-dimensional Real-parameter Optimization Using Self-adaptive Differential Evolution Algorithm with Population Size Reduction |  
 
   url = http://nical.ustc.edu.cn/cec08ss.php |
 
   url = http://nical.ustc.edu.cn/cec08ss.php |
Line 82: Line 82:
  
 
{{cite |  
 
{{cite |  
   authors = J. Brest, A. Zamuda, B. Bošković, S. Greiner, M. S. Maučec, V. Žumer |
+
   authors = J. Brest, A. Zamuda, B. Boskovic, S. Greiner, M. S. Maucec, V. Zumer |
 
   title = Self-Adaptive Differential Evolution with SQP Local Search |
 
   title = Self-Adaptive Differential Evolution with SQP Local Search |
 
   media =  Media:BIOMA2008brest.pdf |
 
   media =  Media:BIOMA2008brest.pdf |
Line 100: Line 100:
  
 
{{cite conference |  
 
{{cite conference |  
   authors = B. Bošković, S. Greiner, J. Brest, V. Žumer |
+
   authors = B. Boskovic, S. Greiner, J. Brest, V. Zumer |
 
   title = A differential evolution for the tuning of a chess evaluation function |  
 
   title = A differential evolution for the tuning of a chess evaluation function |  
 
   url = http://ieeexplore.ieee.org/iel5/11108/35623/01688532.pdf?tp=&arnumber=1688532&isnumber=35623 |
 
   url = http://ieeexplore.ieee.org/iel5/11108/35623/01688532.pdf?tp=&arnumber=1688532&isnumber=35623 |
Line 108: Line 108:
  
 
{{cite |  
 
{{cite |  
   authors = A. Zamuda, J. Brest, B. Bošković, V. Žumer|
+
   authors = A. Zamuda, J. Brest, B. Boskovic, V. Zumer|
 
   title = Differential Evolution for Multiobjective Optimization with Self Adaptation|  
 
   title = Differential Evolution for Multiobjective Optimization with Self Adaptation|  
 
   url = http://ieeexplore.ieee.org/iel5/4424445/4424446/04424941.pdf?tp=&arnumber=4424941&isnumber=4424446 |
 
   url = http://ieeexplore.ieee.org/iel5/4424445/4424446/04424941.pdf?tp=&arnumber=4424941&isnumber=4424446 |
Line 116: Line 116:
  
 
{{cite |  
 
{{cite |  
   authors = A. Zamuda, J. Brest, B. Bošković, V. Žumer|
+
   authors = A. Zamuda, J. Brest, B. Boskovic, V. Zumer|
 
   title =  Large Scale Global Optimization Using Differential Evolution with Self-adaptation and Cooperative Co-evolution|  
 
   title =  Large Scale Global Optimization Using Differential Evolution with Self-adaptation and Cooperative Co-evolution|  
 
   url = http://nical.ustc.edu.cn/cec08ss.php |
 
   url = http://nical.ustc.edu.cn/cec08ss.php |
Line 124: Line 124:
  
 
{{cite |  
 
{{cite |  
   authors = B. Bošković, S. Greiner, J. Brest, A. Zamuda, V. Žumer |
+
   authors = B. Boskovic, S. Greiner, J. Brest, A. Zamuda, V. Zumer |
 
   title =  An Adaptive Differential Evolution Algorithm with Opposition-Based Mechanisms, Applied to the Tuning of a Chess Program|  
 
   title =  An Adaptive Differential Evolution Algorithm with Opposition-Based Mechanisms, Applied to the Tuning of a Chess Program|  
 
   url = http://www.springerlink.com/content/921x65822t7457q1/fulltext.pdf |
 
   url = http://www.springerlink.com/content/921x65822t7457q1/fulltext.pdf |

Revision as of 07:31, 4 August 2010

Our selected papers:

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. Boskovis, 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:


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: