Hybrid Soft Computing Approaches: Research and Applications by Siddhartha Bhattacharyya

By Siddhartha Bhattacharyya

The publication offers a platform for facing the failings and failings of the smooth computing paradigm via diversified manifestations. the several chapters spotlight the need of the hybrid gentle computing technique regularly with emphasis on a number of software views particularly. ordinary examples comprise (a) examine of financial Load Dispatch by means of quite a few Hybrid Optimization options, (b) An program of colour Magnetic Resonance mind photograph Segmentation through Para Optimus LG Activation functionality, (c) Hybrid Rough-PSO process in distant Sensing Imagery research, (d) A learn and research of Hybrid clever recommendations for Breast melanoma Detection utilizing Breast Thermograms, and (e) Hybridization of 2D-3D pictures for Human Face acceptance. the flowery findings of the chapters increase the exhibition of the hybrid smooth computing paradigm within the box of clever computing.

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Liu C, Wechsler H (2000) Evolutionary pursuit and its application to face recognition. IEEE Trans Pattern Anal Mach Intell 22:570–582 9. Zheng WS, Lai JH, Yuen PC (2005) GA-Fisher: a new LDA-based face recognition algorithm with selection of principal components. IEEE Trans Syst Man Cybern Part B 35:1065–1078 10. Mitchell M (1998) An introduction to genetic algorithms. MIT Press, Cambridge 11. Dorigo M, Maniezzo V, Colorni A (1996) The ant system: optimization by a colony of cooperating agents.

The algorithm is based on the social flashing behavior of fireflies; two important issues are the variation of light intensity (associated with the objective function) and the formulation of the attractiveness. Since a firefly’s attractiveness (bÞ is proportional to the 2 light intensity (I) seen by adjacent fireflies and I varies as: I ðr Þ ¼ I0 eÀcr , the 2 attractiveness β(r) at a distance r is determined by: bðr Þ ¼ b0 eÀcr . The movement of a firefly i attracted to another firefly j is determined by: xiþ1 ¼ xi þ b0 e Àcr 2 À   1 xj À xi þ a rand À 2 Á ð9Þ Here, rand is a random number generator distributed uniformly in [0, 1] space and a is a randomization parameter.

Here, we consider two different constrained optimization issues. These examples are very interesting and may create interest among the readers to explore the idea further. A Hybrid CS–GSA Algorithm for Optimization 23 F15 10 CS-GSA GSA CS -2 CS-GSA GSA CS Best-so-far Best-so-far 10 F17 -1 10 10 10 0 -3 -4 0 200 400 600 800 1000 0 200 Iteration 400 600 800 1000 Iteration Fig. 1 Minimizing the Function Here, we present an application of the proposed CS–GSA algorithm for function minimization. This is a constrained optimization problem.

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