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Formal Context Representation and Calculus for Context-Aware Computing Read chapter Read first chapter

2019 | OriginalPaper | Chapter

MVMO with Opposite Gradient Initialization for Single Objective Problems

Author : Thirachit Saenphon

Published in: Context-Aware Systems and Applications, and Nature of Computation and Communication

Publisher: Springer International Publishing

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Abstract

The objective of this paper is to describe an opposite gradient initialization concept with mean-variance mapping optimization (OGI-MVMO). OGI-MVMO is an optimization based on the actual manifold of objective function whereas original MVMO based stochastic optimization. Generating the new candidate solution to speed up the solution finding and accuracy of solution are important purposes. The OGI-MVMO algorithm consist of 2 steps: the primary step is generating new solution by OGI and also the second step is mutation between every of selected candidate solution supported the mean and variance of the population. The results showed that OGI-MVMO algorithm has better performance than other algorithm include the original MVMO for 15 real-parameter single objective functions.

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Literature
1.
Erlich, I., Shewarega, F., Feltes, C., Koch, F., Fortmann, J.: Determination of dynamic wind farm equivalents using heuristic optimization. In: Proceedings of 2012 IEEE Power and Energy Society General Meeting, San Diego, USA (2012)
2.
Loshchilov, I.: CMA-ES with restarts for solving CEC 2013 benchmark problems. In: Proceedings of Proceedings of IEEE Congress on Evolutionary Computation (CEC), Cancun, Mexico, pp. 369–376 (2013)
3.
Liang, J., Qu, B.Y., Suganthan, P.N., Hernandez-Diaz, A.G.: Problem definitions and evaluation criteria for the CEC 2013 special session on real-parameter optimization. Technical reportTR2012, Cancun, Mexico (2013)
4.
Rueda, J.L., Erlich, I.: Hybrid mean-variance mapping optimization for solving the IEEE-CEC 2013 competition problems. In: Proceedings of IEEE Congress on Evolutionary Computation (CEC), Cancun, Mexico, pp. 1664–1671 (2013)
5.
Coelho, L.D., Ayala, H.V.H., Freire, R.Z.: Population’s variance-based Adaptive Differential Evolution for real parameter optimization. In: Proceedings of IEEE Congress on Evolutionary Computation (CEC), Cancun, Mexico, pp. 1672–1677 (2013)
6.
Holtschneider, T., Erlich, I.: Optimization of electricity pricing considering neural network based model of consumers’ demand response. In: Proceedings of 2013 IEEE Symposium Series on Computational Intelligence, Singapore (2013)
7.
Saenphon, T., Phimoltares, S., Lursinsap, C.: Combining new Fast Opposite Gradient Search with Ant Colony Optimization for solving travelling salesman problem. Eng. Appl. Artif. Intell. 35, 324–334 (2014)CrossRef
Metadata
Title
MVMO with Opposite Gradient Initialization for Single Objective Problems
Author
Thirachit Saenphon
Copyright Year
2019
Book
Context-Aware Systems and Applications, and Nature of Computation and Communication

Print ISBN: 978-3-030-06151-7

Electronic ISBN: 978-3-030-06152-4

Copyright Year: 2019

DOI
https://doi.org/10.1007/978-3-030-06152-4_11

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