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Abstract: Particle swarm optimization (PSO ) is an effective & reliable evolutionary based approach .

Yuhui Shi and Russell Eberhart "A modified particle swarm optimizer" 0- 7803-4869-9198 0.0001998 IEEE.

The organism requires minimal set of functional genes for its survival. Bateman A, Birney E, Cerruti L (2002).‖The Pfam Protein Families Database‖. Two kinds of improved evolution rules are proposed to replace the rule in regular cellular genetic algorithm, in which null cells are considered to the foods of individuals in population and the maximum of living individuals in cellular space is limited by their food.

This infectious disease results in Leprosy reactions that cause irreversible nerve damage and disabilities. Black PN, Zhang Q, Weimar JD, Di Russo CC (1997) Mutational analysis of a fatty Acyl-coenzyme A Synthetase signature motif identifies seven amino acid residues that modulate fatty acid substrate specificity. In: Proceedings of the ACM/IEEE Conference on Supercomputing (SC06), Nov 11–17, Florida. Chemotherapy of leprosy for control programs- report of WHO study (2004). In this paper, we advanced two kinds of cellular genetic algorithms inspired by the density dependence scheme in ecological system to solving dynamic optimization problems.

Stukenbrock, "Toward maximum flexibility in working machinery, iht control in a mecalac excavator," 2004. Yao, "Energy-saving control of singlerod hydraulic cylinders with programmable valves and improved working mode selection," 2002. Eriksson, "Control Strategy for Energy Efficient Fluid Power Actuators: Utilizing Individual Metering," SE-581 83 Linköping, Sweden: Linköping University, 2007. There are various field of power system in which PSO is successfully applied.

(April 2003), "Nanometer stepping drives of surface acoustic wave motor", IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control, 50, IEEE, pp. Due to its higher quality solution including mathematical simplicity, fast convergence & robustness it has become popular for many optimization problems.

The proposed system is a four ports hydraulic cylinder fitted with a novel flow control valve. Goldenberg, "Design of a new high performance electrohydraulic actuator," in Proceedings of The International Conference on Advanced Intelligent Mechatronics, IEEE/ASME,, 1999, pp.

Eberhart "Fuzzy Adaptive Particle Swarm Optimization" Evolutionary computation, 2001 proceeding of the 2001 congres on vol.1 page no.

Gaing, "Particle Swarm Optimization to solving the economic dispatch considering generator constraints," IEEE Trans.

Abstract: Leprosy or Hansen's disease is caused by an obligate intracellular pathogen i.e. Leprosy is a granulomatous disease of peripheral nerves and mucosa of the upper respiratory tract. Bowers KJ, Chow E, Xu H, Dror RO, Eastwood MP, Gregersen BA, Klepeis JL, Kolossvary I, Moraes MA, Sacerdoti FD, Salmon JK, Shan Y, Shaw DE (2006) Scalable Algorithms for Molecular Dynamics Simulations on Commodity Clusters. Abstract: For dynamic optimization problems, the aim of an effective optimization algorithm is both to find the optimal solutions and to track the optima over time.

Ki "Economic Load Dispatch: A New Hybrid Particle Swarm Optimization Approach"sept.11 2007.

Krus, "On Load Sensing Fluid Power Systems," Division of Fluid Power Control Department of Mechanical Engineering, Linkoping University, Sweden, 1988.

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