000 | 03148nam a22004575i 4500 | ||
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001 | 978-3-540-73190-0 | ||
003 | DE-He213 | ||
005 | 20201213203723.0 | ||
007 | cr nn 008mamaa | ||
008 | 100301s2008 gw | s |||| 0|eng d | ||
020 |
_a9783540731900 _9978-3-540-73190-0 |
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024 | 7 |
_a10.1007/978-3-540-73190-0 _2doi |
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050 | 4 | _aTA329-348 | |
050 | 4 | _aTA640-643 | |
072 | 7 |
_aTBJ _2bicssc |
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072 | 7 |
_aMAT003000 _2bisacsh |
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082 | 0 | 4 |
_a519 _223 |
100 | 1 |
_aSivanandam, S.N. _eauthor. |
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245 | 1 | 0 |
_aIntroduction to Genetic Algorithms _h[electronic resource] / _cby S.N. Sivanandam, S.N. Deepa. |
264 | 1 |
_aBerlin, Heidelberg : _bSpringer Berlin Heidelberg, _c2008. |
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300 | _bonline resource. | ||
336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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347 |
_atext file _bPDF _2rda |
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505 | 0 | _aEvolutionary Computation -- Genetic Algorithms -- Terminologies and Operators of GA -- Advanced Operators and Techniques in Genetic Algorithm -- Classification of Genetic Algorithm -- Genetic Programming -- Genetic Algorithm Optimization Problems -- Genetic Algorithm Implementation Using Matlab -- Genetic Algorithm Optimization in C/C++ -- Applications of Genetic Algorithms -- to Particle Swarm Optimization and Ant Colony Optimization. | |
520 | _aGenetic Algorithms are adaptive heuristic search algorithm premised on the evolutionary ideas of natural selection and genetic. The basic concept of Genetic Algorithms is designed to simulate processes in natural system necessary for evolution, specifically those that follow the principles first laid down by Charles Darwin of survival of the fittest. This book is designed to provide an in-depth knowledge on the basic operational features and characteristics of Genetic Algorithms. The various operators and techniques given in the book are pertinent to carry out Genetic Algorithm Research Projects. The book also explores the different types are Genetic Algorithms available with their importance. Implementation of Genetic Algorithm concept has been performed using the universal language C/C++ and the discussion also extends to Genetic Algorithm MATLAB Toolbox. Few Genetic Algorithm problems are programmed using MATLAB and the simulated results are given for the ready reference of the reader. The applications of Genetic Algorithms in Machine learning, Mechanical Engineering, Electrical Engineering, Civil Engineering, Data Mining, Image Processing, and VLSI are dealt to make the readers understand where the concept can be applied. | ||
650 | 0 | _aEngineering. | |
650 | 0 | _aArtificial intelligence. | |
650 | 0 | _aEngineering mathematics. | |
650 | 1 | 4 | _aEngineering. |
650 | 2 | 4 | _aAppl.Mathematics/Computational Methods of Engineering. |
650 | 2 | 4 | _aArtificial Intelligence (incl. Robotics). |
700 | 1 |
_aDeepa, S.N. _eauthor. |
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710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer eBooks | |
776 | 0 | 8 |
_iPrinted edition: _z9783540731894 |
856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/978-3-540-73190-0 |
912 | _aZDB-2-ENG | ||
950 | _aEngineering (Springer-11647) | ||
999 |
_c22645 _d22645 |