Monday, 4 November 2013

Call for Papers: WCCI 2014 Special Session "Differential Evolution: Past, Present and Future"

Aim and Scope

Differential evolution (DE) emerged as a simple and powerful stochastic real-parameter optimizer more than a decade ago and has now developed into one of the most promising research areas in the field of evolutionary computation. The success of DE has been ubiquitously evidenced in various problem domains, e.g., continuous, combinatorial, mixed continuous-discrete, single-objective, multi-objective, constrained, large-scale, multimodal, dynamic and uncertain optimization problems. Furthermore, the remarkable efficacy of DE in real-world applications significantly boosts its popularity.

Over the past decades, numerous studies on DE have been carried out to improve the performance of DE, to give a theoretical explanation of the behavior of DE, to apply DE and its derivatives to solve various scientific and engineering problems, as demonstrated by a huge number of research publications on DE in the forms of monographs, edited volumes and archival articles. Consequently, DE related algorithms have frequently demonstrated superior performance in challenging tasks. It is worth noting that DE has always been one of the top performers in previous competitions held at the IEEE Congress on Evolutionary Computation. Nonetheless, the lack of systematic benchmarking of the DE related algorithms in different problem domains, the existence of many open problems in DE, and the emergence of new application areas call for an in-depth investigation of DE.

This special session aims at bringing together researchers and practitioners to review and re-analyze past achievements, to report and discuss latest advances, and to explore and propose future directions in this rapidly emerging research area. Authors are invited to submit their original and unpublished work in the areas including, but not limited to:
  • DE for continuous, discrete, mixed continuous-discrete, single-objective, multi-objective, constrained, large-scale, multiple optima seeking, dynamic and uncertain optimization
  • Review, comparison and analysis of DE in different problem domains
  • Experimental design and analysis of DE
  • Studies on initialization, reproduction and selection schemes in DE
  • Studies on control parameters (e.g. scale factor, crossover rate, population size) in DE
  • Self-adaptive and tuning-free DE
  • Parallel and distributed DE
  • Theory of DE
  • Synergy between DE and learning techniques 
  • Hybridization of DE with other optimization techniques
  • Interactive DE
  • Application of DE in real-world applications

Important Dates

Paper submissions    December 20, 2013
Notification of acceptance    March 15, 2014
Please refer to: http://www.ieee-wcci2014.org/ for the latest information.

Paper Submission

All papers should be submitted electronically through:
http://ieee-cis.org/conferences/cec2014/upload.php
When you submit your papers to our special session, please select "SS18.EC18: Differential Evolution: Past, Present and Future" as the Main research topic*.


Organizers

Kai Qin
RMIT University, Australia
Email: kai.qin@rmit.edu.au

Kenneth V. Price
Consultant, USA
Email: kvprice@jccomp.com

Swagatam Das
Electronics and Communication Sciences Unit, Indian Statistical Institute, India
Email: swagatamdas19@yahoo.co.in

Jouni Lampinen
Department of Computer Science, University of Vaasa, Finland
Email: jouni.lampinen@uwasa.fi

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