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Stochastic global optimization : techniques and applications in chemical engineering /

Optimization has played a key role in the design, planning and operation of chemical and related processes, for several decades. Global optimization has been receiving considerable attention in the past two decades. Of the two types of techniques for global optimization, stochastic global optimizati...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Otros Autores: Rangaiah, Gade Pandu
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Singapore ; Hackensack, NJ : World Scientific, ©2010.
Colección:Advances in process systems engineering ; v. 2.
Temas:
Acceso en línea:Texto completo

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245 0 0 |a Stochastic global optimization :  |b techniques and applications in chemical engineering /  |c editor, Gade Pandu Rangaiah. 
260 |a Singapore ;  |a Hackensack, NJ :  |b World Scientific,  |c ©2010. 
300 |a 1 online resource (xi, 709 pages) :  |b illustrations 
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490 1 |a Advances in process systems engineering ;  |v v. 2 
504 |a Includes bibliographical references and index. 
505 0 |a Ch. 1. Introduction / Gade Pandu Rangaiah -- ch. 2. Formulation and illustration of Luus-Jaakola optimization procedure / Rein Luus -- ch. 3. Adaptive random search and simulated annealing optimizers : algorithms and application issues / Jacek M. Jezowski, Grzegorz Poplewski and Roman Bochenek -- ch. 4. Genetic algorithms in process engineering : developments and implementation issues / Abdunnaser Younes, Ali Elkamel and Shawki Areibi -- ch. 5. Tabu search for global optimization of problems having continuous variables / Sim Mong Kai, Gade Pandu Rangaiah and Mekapati Srinivas -- ch. 6. Differential evolution : method, developments and chemical engineering applications / Chen Shaoqiang, Gade Pandu Rangaiah and Mekapati Srinivas -- ch. 7. Ant colony optimization : details of algorithms suitable for process engineering / V.K. Jayaraman [and others] -- ch. 8. Particle swarm optimization for solving NLP and MINLP in chemical engineering / Bassem Jarboui [and others] -- ch. 9. An introduction to the harmony search algorithm / Gordon Ingram and Tonghua Zhang -- ch. 10. Meta-heuristics : evaluation and reporting techniques / Abdunnaser Younes, Ali Elkamel and Shawki Areibi -- ch. 11. A hybrid approach for constraint handling in MINLP optimization using stochastic algorithms / G.A. Durand [and others] -- ch. 12. Application of Luus-Jaakola optimization procedure to model reduction, parameter estimation and optimal control / Rein Luus -- ch. 13. Phase stability and equilibrium calculations in reactive systems using differential evolution and tabu search / Adrian Bonilla-Petriciolet [and others] -- ch. 14. Differential evolution with tabu list for global optimization : evaluation of two versions on benchmark and phase stability problems / Mekapati Srinivas and Gade Pandu Rangaiah -- ch. 15. Application of adaptive random search optimization for solving industrial water allocation problem / Grzegorz Poplewski and Jacek M. Jezowski -- ch. 16. Genetic algorithms formulation for retrofitting heat exchanger network / Roman Bochenek and Jacek M. Jezowski -- ch. 17. Ant colony optimization for classification and feature selection / V.K. Jayaraman [and others] -- ch. 18. Constraint programming and genetic algorithm / Prakash R. Kotecha, Mani Bhushan and Ravindra D. Gudi -- ch. 19. Schemes and implementations of parallel stochastic optimization algorithms application of tabu search to chemical engineering problems / B. Lin and D.C. Miller. 
520 |a Optimization has played a key role in the design, planning and operation of chemical and related processes, for several decades. Global optimization has been receiving considerable attention in the past two decades. Of the two types of techniques for global optimization, stochastic global optimization is applicable to any type of problems having non-differentiable functions, discrete variables and/or continuous variables. It, thus, shows significant promise and potential for process optimization. So far, there are no books focusing on stochastic global optimization and its applications in chemical engineering. Stochastic Global Optimization - a monograph with contributions by leading researchers in the area ¿ bridges the gap in this subject, with the aim of highlighting and popularizing stochastic global optimization techniques for chemical engineering applications. The book, with 19 chapters in all, is broadly categorized into two sections that extensively cover the techniques and the chemical engineering applications. 
588 0 |a Print version record. 
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650 0 |a Chemical processes. 
650 0 |a Mathematical optimization. 
650 0 |a Stochastic processes. 
650 0 |a Chemical engineering  |x Mathematics. 
650 2 |a Stochastic Processes 
650 6 |a Procédés chimiques. 
650 6 |a Optimisation mathématique. 
650 6 |a Processus stochastiques. 
650 6 |a Génie chimique  |x Mathématiques. 
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650 7 |a Chemical engineering  |x Mathematics  |2 fast 
650 7 |a Chemical processes  |2 fast 
650 7 |a Mathematical optimization  |2 fast 
650 7 |a Stochastic processes  |2 fast 
700 1 |a Rangaiah, Gade Pandu. 
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