Электронная книга: Alain Petrowski «Evolutionary Algorithms»
|
Evolutionary algorithms are bio-inspired algorithms based on Darwin’s theory of evolution. They are expected to provide non-optimal but good quality solutions to problems whose resolution is impracticable by exact methods. In six chapters, this book presents the essential knowledge required to efficiently implement evolutionary algorithms. Chapter 1 describes a generic evolutionary algorithm as well as the basic operators that compose it. Chapter 2 is devoted to the solving of continuous optimization problems, without constraint. Three leading approaches are described and compared on a set of test functions. Chapter 3 considers continuous optimization problems with constraints. Various approaches suitable for evolutionary methods are presented. Chapter 4 is related to combinatorial optimization. It provides a catalog of variation operators to deal with order-based problems. Chapter 5 introduces the basic notions required to understand the issue of multi-objective optimization and a variety of approaches for its application. Finally, Chapter 6 describes different approaches of genetic programming able to evolve computer programs in the context of machine learning. Издательство: "John Wiley&Sons Limited"
ISBN: 9781119136385 электронная книга Купить за 7335.57 руб и скачать на Litres |
Другие книги схожей тематики:
| Автор | Книга | Описание | Год | Цена | Тип книги |
|---|---|---|---|---|---|
| Patricia Ruiz | Evolutionary Algorithms for Mobile Ad Hoc Networks | Describes how evolutionary algorithms (EAs) can be used to identify, model, and minimize day-to-day problems that arise for researchers in optimization and mobile networking Mobile ad hoc networks… — John Wiley&Sons Limited, электронная книга Подробнее... | 8493.82 | электронная книга | |
| Evelyne Lutton | Evolutionary Algorithms for Food Science and Technology | Researchers and practitioners in food science and technology routinely face several challenges, related to sparseness and heterogeneity of data, as well as to the uncertainty in the measurements and… — John Wiley&Sons Limited, электронная книга Подробнее... | 10424.97 | электронная книга | |
| Omid Bozorg-Haddad | Meta-heuristic and Evolutionary Algorithms for Engineering Optimization | A detailed review of a wide range of meta-heuristic and evolutionary algorithms in a systematic manner and how they relate to engineering optimization problems This book introduces the main… — John Wiley&Sons Limited, электронная книга Подробнее... | 10424.97 | электронная книга | |
| Dan Simon | Evolutionary Optimization Algorithms | A clear and lucid bottom-up approach to the basic principles of evolutionary algorithms Evolutionary algorithms (EAs) are a type of artificial intelligence. EAs are motivated by optimization… — John Wiley&Sons Limited, электронная книга Подробнее... | 10269.66 | электронная книга | |
| Harding Jenny A. | Evolutionary Computing in Advanced Manufacturing | This cutting-edge book covers emerging, evolutionary and nature inspired optimization techniques in the field of advanced manufacturing. The complexity of real life advanced manufacturing problems… — John Wiley&Sons Limited, электронная книга Подробнее... | 15219.24 | электронная книга | |
| Dan Simon | Evolutionary Computation with Biogeography-based Optimization | Evolutionary computation algorithms are employed to minimize functions with large number of variables. Biogeography-based optimization (BBO) is an optimization algorithm that is based on the science… — John Wiley&Sons Limited, электронная книга Подробнее... | 10424.97 | электронная книга | |
| Hitoshi Iba | Evolutionary Computation in Gene Regulatory Network Research | Introducing a handbook for gene regulatory network research using evolutionary computation, with applications for computer scientists, computational and system biologists This book is a step-by-step… — John Wiley&Sons Limited, электронная книга Подробнее... | 10810.32 | электронная книга | |
| Labiod Houda | Vehicular Networks. Models and Algorithms | Over the last few years vehicular networks have been receiving a lot of attention from academia, industry, standardization bodies, and the various transportation agencies and departments of many… — John Wiley&Sons Limited, электронная книга Подробнее... | 13736.34 | электронная книга | |
| Jie Liang | Models and Algorithms for Biomolecules and Molecular Networks | By providing expositions to modeling principles, theories, computational solutions, and open problems, this reference presents a full scope on relevant biological phenomena, modeling frameworks… — John Wiley&Sons Limited, электронная книга Подробнее... | 8879.91 | электронная книга |
См. также в других словарях:
Evolutionary robotics — (ER) is a methodology that uses evolutionary computation to develop controllers for autonomous robots. Algorithms in ER frequently operate on populations of candidate controllers,initially selected from some distribution. This population is then… … Wikipedia
Evolutionary computation — For the journal, see Evolutionary Computation (journal). In computer science, evolutionary computation is a subfield of artificial intelligence (more particularly computational intelligence) that involves combinatorial optimization problems.… … Wikipedia
Evolutionary algorithm — In artificial intelligence, an evolutionary algorithm (EA) is a subset of evolutionary computation, a generic population based metaheuristic optimization algorithm. An EA uses some mechanisms inspired by biological evolution: reproduction,… … Wikipedia
Evolutionary informatics — is a subfield of informatics addressing the practice of information processing in, and the engineering of information systems for, the study of biological evolution, as well as the study of information in evolutionary systems, natural and… … Wikipedia
Evolutionary music — is the audio counterpart to Evolutionary art, whereby algorithmic music is created using an evolutionary algorithm. The process begins with a population of individuals which by some means or other produce audio (e.g. a piece, melody, or loop),… … Wikipedia
Evolutionary art — exploits the process of evolution to create an artwork which continually changes according to an evolutionary algorithm. In common with natural selection and animal husbandry, the members of a population undergoing artificial evolution modify… … Wikipedia
