Titlebook: Applications of Metaheuristics in Process Engineering; Jayaraman Valadi,Patrick Siarry Book 2014 Springer International Publishing Switzer

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s in related computational intelligence domains and their applications in real-world process engineering. It will be of interest to industrial practitioners and research academics..978-3-319-35704-1978-3-319-06508-3

Constituent

George R. Merriam MD,David E. Cummings MDanking, altruism, etc., to enable faster convergence of the algorithms. Continuous improvements are being made by the use of new or hybrid concepts so as to provide improved applicability and flexibility, and so as to exploit the rapidly increasing computational speeds.

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Klaus-Martin Schulte MD, FRCS, Honccomplish this, by altering several features of the conventional neural networks (ANN) and genetic programming (GP) through a predator–prey type bi-objective genetic algorithm (GA), which gives rise to a Pareto frontier between the accuracy and complexity of the models, and a decision maker (DM) is

CHOP

Rebecca S. Sippel MD,Herbert Chen MDlation column. In contrast to the traditional penalty function method, the rule requires no additional parameters and can guide the swarm to the feasible region quickly. In addition, to avoid the premature convergence, simulated annealing (SA) is applied to the best solution of the swarm to help the

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Martin Almquist,Cornelia Dotzenrathal on the plant. To address this issue, model prediction confidence bound is incorporated in the optimization objective function. In addition to optimizing process operation objectives, the proposed strategy also searches for solutions that lead to narrow prediction confidence bounds (i.e., reliable

Addictive

Angelica Silva-Figueroa,Nancy D. Perrier for the development of new problem-specific solution strategies. The second heuristic reviewed in this chapter based on the ACP is the LARES algorithm. This algorithm was introduced in Irizarry (Evol. Comput. J. 12:435–460, 2004) and has been used as a general-purpose methodology to solve global op

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Michael J. Stechman,Gregory P. Sadlerindustry and economic and environmental study of the HDA process). The results are compared with the ones reported in the literature, and the analysis highlights the efficiency of the proposed algorithms either in the continuous case or in the mixed-integer one.