PROJECT TITLE :

A Multioperator Search Strategy Based on Cheap Surrogate Models for Evolutionary Optimization

ABSTRACT:

It is well-known that in evolutionary algorithms (EAs), totally different copy operators may be appropriate for different problems or in several running stages. To improve the algorithm performance, the ensemble of multiple operators has become popular. Most ensemble techniques achieve this goal by selecting an operator in line with a probability learned from the previous expertise. In contrast to these ensemble techniques, in this paper we tend to propose a low cost surrogate model-primarily based multioperator search strategy for evolutionary optimization. In our approach, a collection of candidate offspring solutions are generated by using the multiple offspring copy operators, and the simplest one in step with the surrogate model is chosen as the offspring solution. Two major benefits of this approach are: one) every operator can generate a resolution for competition compared to the likelihood-primarily based approaches and 2) the surrogate model building is comparatively low-cost compared to that in the surrogate-assisted EAs. The model is used to implement multioperator ensemble in 2 fashionable EAs, that's, differential evolution and particle swarm optimization. Thirty benchmark functions and the functions presented in the CEC 2013 are chosen because the check suite to evaluate our approach. Experimental results indicate that the new approach will improve the performance of single operator-based ways in the majority of the functions.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here


PROJECT TITLE :Mobile converged networks: framework, optimization, and challengesABSTRACT:In this article, a replacement framework of mobile converged networks is proposed for flexible resource optimization over multi-tier wireless
PROJECT TITLE : Video Dissemination over Hybrid Cellular and Ad Hoc Networks - 2014 ABSTRACT: We study the problem of disseminating videos to mobile users by using a hybrid cellular and ad hoc network. In particular, we formulate
PROJECT TITLE : On the Delay Advantage of Coding in Packet Erasure Networks - 2014 ABSTRACT: We consider the delay of network coding compared to routing with retransmissions in packet erasure networks with probabilistic erasures.
PROJECT TITLE : Network Resource Allocation for Users With Multiple Connections Fairness and Stability - 2014 ABSTRACT: This paper studies network resource allocation between users that manage multiple connections, possibly
PROJECT TITLE : Multi-Core Embedded Wireless Sensor Networks Architecture and Applications - 2014 ABSTRACT: Technological advancements in the silicon industry, as predicted by Moore's law, have enabled integration of billions

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry