Efficient and Accurate Parallel Genetic Algorithms - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Efficient and Accurate Parallel Genetic Algorithms write by Erick Cantú-Paz. This book was released on 2012-12-06. Efficient and Accurate Parallel Genetic Algorithms available in PDF, EPUB and Kindle. As genetic algorithms (GAs) become increasingly popular, they are applied to difficult problems that may require considerable computations. In such cases, parallel implementations of GAs become necessary to reach high-quality solutions in reasonable times. But, even though their mechanics are simple, parallel GAs are complex non-linear algorithms that are controlled by many parameters, which are not well understood. Efficient and Accurate Parallel Genetic Algorithms is about the design of parallel GAs. It presents theoretical developments that improve our understanding of the effect of the algorithm's parameters on its search for quality and efficiency. These developments are used to formulate guidelines on how to choose the parameter values that minimize the execution time while consistently reaching solutions of high quality. Efficient and Accurate Parallel Genetic Algorithms can be read in several ways, depending on the readers' interests and their previous knowledge about these algorithms. Newcomers to the field will find the background material in each chapter useful to become acquainted with previous work, and to understand the problems that must be faced to design efficient and reliable algorithms. Potential users of parallel GAs that may have doubts about their practicality or reliability may be more confident after reading this book and understanding the algorithms better. Those who are ready to try a parallel GA on their applications may choose to skim through the background material, and use the results directly without following the derivations in detail. These readers will find that using the results can help them to choose the type of parallel GA that best suits their needs, without having to invest the time to implement and test various options. Once that is settled, even the most experienced users dread the long and frustrating experience of configuring their algorithms by trial and error. The guidelines contained herein will shorten dramatically the time spent tweaking the algorithm, although some experimentation may still be needed for fine-tuning. Efficient and Accurate Parallel Genetic Algorithms is suitable as a secondary text for a graduate level course, and as a reference for researchers and practitioners in industry.
Designing Efficient and Accurate Parallel Genetic Algorithms
Designing Efficient and Accurate Parallel Genetic Algorithms - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Designing Efficient and Accurate Parallel Genetic Algorithms write by Erick Cantu-Paz. This book was released on 1999. Designing Efficient and Accurate Parallel Genetic Algorithms available in PDF, EPUB and Kindle.
Parallel Genetic Algorithms
Parallel Genetic Algorithms - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Parallel Genetic Algorithms write by Gabriel Luque. This book was released on 2011-06-15. Parallel Genetic Algorithms available in PDF, EPUB and Kindle. This book is the result of several years of research trying to better characterize parallel genetic algorithms (pGAs) as a powerful tool for optimization, search, and learning. Readers can learn how to solve complex tasks by reducing their high computational times. Dealing with two scientific fields (parallelism and GAs) is always difficult, and the book seeks at gracefully introducing from basic concepts to advanced topics. The presentation is structured in three parts. The first one is targeted to the algorithms themselves, discussing their components, the physical parallelism, and best practices in using and evaluating them. A second part deals with the theory for pGAs, with an eye on theory-to-practice issues. A final third part offers a very wide study of pGAs as practical problem solvers, addressing domains such as natural language processing, circuits design, scheduling, and genomics. This volume will be helpful both for researchers and practitioners. The first part shows pGAs to either beginners and mature researchers looking for a unified view of the two fields: GAs and parallelism. The second part partially solves (and also opens) new investigation lines in theory of pGAs. The third part can be accessed independently for readers interested in applications. The result is an excellent source of information on the state of the art and future developments in parallel GAs.
The Design, Implementation, Application, and Dissemination of an Evolving Expression-Linkage Genetic Algorithms
The Design, Implementation, Application, and Dissemination of an Evolving Expression-Linkage Genetic Algorithms - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook The Design, Implementation, Application, and Dissemination of an Evolving Expression-Linkage Genetic Algorithms write by . This book was released on 2000. The Design, Implementation, Application, and Dissemination of an Evolving Expression-Linkage Genetic Algorithms available in PDF, EPUB and Kindle. AFOSR Grant No. F49620-97-I-0050 (Evolving Expression-Linkage GA) has come to a close and this report details project accomplishment. Particularly notable was the invention of a new competent GA, the Bayesian Optimization Algorithm (BOA) that works by budding and using a probabilistic model of the best solution points seen so far. BOA scales well and solves very hard problems quickly reliably and accurately. Another notable achievement was the completion of a Erick Cantu-Paz's magisterial PhD dissertation entitled 'Designing Efficient and Accurate Parallel Genetic Algorithms'. This thesis provides the first scaling laws that show why GAs are so easy to make parallel and how to do it better. These findings and accomplishments are discussed in the final project report together with others, including the development of a new theory of hybrid optimization and a. new theory of effective lime utilization. The report also details the affiliation and support of 26 researchers with the project, the publication, acceptance, or submission of 65 publications acknowledging AFOSR support, and numerous interactions and transitions.
Adaptive and Natural Computing Algorithms
Adaptive and Natural Computing Algorithms - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Adaptive and Natural Computing Algorithms write by Bartlomiej Beliczynski. This book was released on 2007-07-03. Adaptive and Natural Computing Algorithms available in PDF, EPUB and Kindle. This two volume set constitutes the refereed proceedings of the 8th International Conference on Adaptive and Natural Computing Algorithms, ICANNGA 2007, held in Warsaw, Poland, in April 2007. Coverage in the first volume includes evolutionary computation, genetic algorithms, and particle swarm optimization. The second volume covers neural networks, support vector machines, biomedical signal and image processing, biometrics, computer vision.
