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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Salimi, Shide Mawlana, Mohammed Hammad, Amin |
| Copyright Year | 2014 |
| Description | Author affiliation: Concordia University, 1455 De Maisonneuve Boulevard West, Montreal, QC H3G 1M8, CANADA (Salimi, Shide; Mawlana, Mohammed; Hammad, Amin) |
| Abstract | Conventionally, efforts are made to optimize the performance of simulation models by examining several possible resource combinations. However, the number of possible resource assignments increases exponentially with the increase of the range of available resources. Many researchers combined Genetic Algorithms (GAs) and other optimization techniques with simulation models to reach the Pareto solutions. However, due to the large number of resources required in complex and large-scale construction projects, which results in a very large search space, and the limittion of the GA capability in fast convergence to the optimum results, parallel computing is required to reduce the computational time. This paper proposes the usage of Non-dominated Sorting Genetic Algorithm (NSGA-II) as the optimization engine integrated with Discrete Event Simulation (DES) to model the bridge construction processes. The parallel computing platform is applied to reduce the computation time necessary to deal with multiple objective functions and the large search space. |
| Starting Page | 3272 |
| Ending Page | 3283 |
| File Size | 258039 |
| Page Count | 12 |
| File Format | |
| e-ISBN | 9781479974863 |
| DOI | 10.1109/WSC.2014.7020162 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2014-12-07 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Optimization Computational modeling Sociology Statistics Genetic algorithms Bridges Parallel processing |
| Content Type | Text |
| Resource Type | Article |
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