A common approach for solving simulation-driven engineering problems is by using metamodel-assisted optimization algorithms, namely, in which a metamodel approximates the computationally expensive simulation and provides predicted values at a lower computational cost. Such algorithms typically generate an initial sample of solutions which are then used to train a preliminary metamodel and to initiate an optimization process.
One approach for generating the initial sample is with the design of experiment methods which are statistically oriented, while the more recent search-driven sampling approach invokes a computational intelligence optimizer such as an evolutionary algorithm, and then uses the vectors it generated as the initial sample. This book discusses research and new developments on evolutionary computation.
| ISBN: | 9781634634939 |
| Publication date: | 1st January 2015 |
| Author: | Sean Washington |
| Publisher: | Nova Science Publishers an imprint of Nova Science Publishers, Inc |
| Format: | Hardback |
| Pagination: | 157 pages |
| Series: | Computer Science, Technology and Applications |
| Genres: |
Computer science |
A common approach for solving simulation-driven engineering problems is by using metamodel-assisted optimization algorithms, namely, in which a metamodel approximates the computationally expensive simulation and provides predicted values at a lower computational cost. Such algorithms typically generate an initial sample of solutions which are then used to train a preliminary metamodel and to initiate an optimization process.
New Developments in Evolutionary Computation Research features in the following genres: Computer science
Hardback. £219.59, down from the £243.99 cover price. Not Available.
New Developments in Evolutionary Computation Research was written by Sean Washington and published by Nova Science Publishers an imprint of Nova Science Publishers, Inc
New Developments in Evolutionary Computation Research has 157 pages
Yes it is part of Computer Science, Technology and Applications series
£219.59, reduced from £243.99. Not Available.