Download Hybrid Soft Computing Approaches: Research and Applications by Siddhartha Bhattacharyya PDF

By Siddhartha Bhattacharyya

The booklet presents a platform for facing the failings and failings of the tender computing paradigm via varied manifestations. the various chapters spotlight the need of the hybrid smooth computing technique usually with emphasis on a number of program views specifically. ordinary examples comprise (a) learn of monetary Load Dispatch by way of numerous Hybrid Optimization ideas, (b) An software of colour Magnetic Resonance mind snapshot Segmentation via Para Optimus LG Activation functionality, (c) Hybrid Rough-PSO process in distant Sensing Imagery research, (d) A research and research of Hybrid clever options for Breast melanoma Detection utilizing Breast Thermograms, and (e) Hybridization of 2D-3D photos for Human Face acceptance. the flowery findings of the chapters improve the exhibition of the hybrid smooth computing paradigm within the box of clever computing.

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5 Conclusions In this chapter, the proposed hybrid algorithm CS–GSA outperforms both CS and GSA algorithms in terms of obtaining best solutions. In fact, the GSA is used to explore the local search ability, whereas CS is used to speed up the convergence rate. The convergence speed of the proposed hybrid algorithm is faster than CS and GSA algorithms. Interestingly, CS simulates the social behavior of Cuckoo birds, while GSA inspires by a physical phenomenon. This proposal can easily be extended to develop multi-objective optimization applications by considering different inbuilt constraints.

If c1 > c2, the particle tends to reach pbesti, the best position identified by the particle, rather than converge to gbesti found by the population and vice versa. PSO is very effective in finding global best of ELD problem and that is the reason why most of the hybrid techniques of solving ELD problem are found to hybridize PSO with other intelligent optimization techniques. PSO shares many similarities with GA though unlike GA, PSO has no evolution operators such as 42 D. Santra et al. crossover and mutation.

Fi ðPi Þ ¼ ai P2i þ bi Pi þ ci þ jei ðsinðfi ðPi min À Pi Þj ð17Þ Here ei and fi are cost coefficient of the ith generating unit. A comparison of PSO-DS performance (with GA, SA, and hybrid GA-SA methods) for a load demand of 2520 MW is shown in Table 1. The overall result of PSO-DS method is found to be better than the other three methods. [87] can be referred for detailed data for this test system. Case 2 This test was done with 3 subsystems and 10 generating units with multiple-fuel options. Unlike conventional ED problem which has a quadratic cost function, this system has piecewise quadratic fuel cost function (Eq.

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