Paper Search Console

Home Search Page About Contact

Journal Title

Title of Journal: Soft Comput

Search In Journal Title:

Abbravation: Soft Computing

Search In Journal Abbravation:

Publisher

Springer Berlin Heidelberg

Search In Publisher:

DOI

10.1007/978-3-658-13809-7_6

Search In DOI:

ISSN

1433-7479

Search In ISSN:
Search In Title Of Papers:

Improving the multiobjective evolutionary algorith

Authors: Shengxiang Yang Shouyong Jiang Yong Jiang
Publish Date: 2016/02/18
Volume: 21, Issue: 16, Pages: 4677-4691
PDF Link

Abstract

It has been increasingly reported that the multiobjective optimization evolutionary algorithm based on decomposition MOEA/D is promising for handling multiobjective optimization problems MOPs MOEA/D employs scalarizing functions to convert an MOP into a number of singleobjective subproblems Among them penalty boundary intersection PBI is one of the most popular decomposition approaches and has been widely adopted for dealing with MOPs However the original PBI uses a constant penalty value for all subproblems and has difficulties in achieving a good distribution and coverage of the Pareto front for some problems In this paper we investigate the influence of the penalty factor on PBI and suggest two new penalty schemes ie adaptive penalty scheme and subproblembased penalty scheme SPS to enhance the spread of Paretooptimal solutions The new penalty schemes are examined on several complex MOPs showing that PBI with the use of them is able to provide a better approximation of the Pareto front than the original one The SPS is further integrated into two recently developed MOEA/D variants to help balance the population diversity and convergence Experimental results show that it can significantly enhance the algorithm’s performance

Keywords:

References

.
Search In Abstract Of Papers:
Other Papers In This Journal:
  1. Structure optimization of neural networks for evolutionary design optimization
  2. Sheaf representations of BL-algebras
  3. Flexible neural trees based early stage identification for IP traffic
  4. Rule acquisition and attribute reduction in real decision formal contexts
  5. An evaluation of non-redundant objective sets based on the spatial similarity ratio
  6. An approach to efficient business intelligent system for financial prediction
  7. Multi-Objective Optimization using Grid Computing
  8. Group decision-making procedure based on incomplete reciprocal relations
  9. An evolutionary algorithm to discover quantitative association rules in multidimensional time series
  10. Neighborhood field for cooperative optimization
  11. The equivalence between fuzzy Mealy and fuzzy Moore machines
  12. Computational evaluation of a MIP model for multi-port stowage planning problems
  13. A multiobjective discrete cuckoo search algorithm for community detection in dynamic networks
  14. Metric learning with geometric mean for similarities measurement
  15. Fuzzy adaptive genetic algorithms: design, taxonomy, and future directions
  16. Generalized fuzzy filters of R 0 -algebras
  17. Robust intelligent backstepping tracking control for wheeled inverted pendulum
  18. Minimax mean-variance models for fuzzy portfolio selection
  19. Selection of laser bending process parameters for maximal deformation angle through neural network and teaching–learning-based optimization algorithm
  20. A hill-jump algorithm of Hopfield neural network for shortest path problem in communication network
  21. Self-configuration single particle optimizer for DNA sequence compression
  22. Rough set feature extraction by remarkable degrees with real world decision-making problems
  23. Characterizations of two kinds of hemirings based on probability spaces
  24. An analytical solution to the TOPSIS model with interval type-2 fuzzy sets
  25. On investigation of interdependence between sub-problems of the Travelling Thief Problem
  26. Uncertain regression analysis: an approach for imprecise observations
  27. Particle swarm optimization-based feature selection in sentiment classification
  28. An approach to fuzzy default reasoning for function approximation
  29. A fuzzy interval analysis approach to kriging with ill-known variogram and data
  30. Topology optimization of compliant structures and mechanisms using constructive solid geometry for 2-d and 3-d applications
  31. Comparison of methods for developing dynamic reduced models for design optimization
  32. General form of α -resolution principle for linguistic truth-valued lattice-valued logic
  33. Similarity recognition using context-based pattern for cyber-society
  34. An extension of a fuzzy reputation agent trust model (AFRAS) in the ART testbed
  35. A robust algorithm of support vector regression with a trimmed Huber loss function in the primal
  36. On soft weak structures
  37. A memetic algorithm for the cyclic antibandwidth maximization problem
  38. Integration of classifier diversity measures for feature selection-based classifier ensemble reduction
  39. An evolutionary algorithm using spherical inversions
  40. Variational learning of hierarchical infinite generalized Dirichlet mixture models and applications
  41. ATAC4Cloud: a framework for modeling and simulating autonomic cloud
  42. Related Fritz Carlson type inequalities for Sugeno integrals
  43. Cultural algorithms: a Tabu search approach for the optimization of engineering design problems
  44. A special issue on decision intelligence with soft computing
  45. Fuzzy characterization of spike synchrony in parallel spike trains
  46. Minimal attribute reduction with rough set based on compactness discernibility information tree
  47. A hybrid approach of dimension partition and velocity control to enhance performance of particle swarm optimization
  48. Scenario Violation in Nursing Activities: Nursing Risk Management from the Viewpoint of Chance Discovery
  49. Nearest neighbor search with locally weighted linear regression for heartbeat classification
  50. An improved back propagation algorithm topredict episodes of poor air quality
  51. An algorithmic analysis of DNA structure
Search Result: