| contributor author | Haixing Liu | |
| contributor author | Christine A. Shoemaker | |
| contributor author | Yunzhong Jiang | |
| contributor author | Guangtao Fu | |
| contributor author | Chi Zhang | |
| date accessioned | 2022-01-30T21:17:08Z | |
| date available | 2022-01-30T21:17:08Z | |
| date issued | 12/1/2020 12:00:00 AM | |
| identifier other | %28ASCE%29WR.1943-5452.0001299.pdf | |
| identifier uri | http://yetl.yabesh.ir/yetl1/handle/yetl/4267934 | |
| description abstract | This paper develops a new domain knowledge–based initial design method for the optimization of water distribution network design. The new initial water distribution network design method, termed as head loss-based design preconditioner (HDP), is based on head loss analysis in the supplying path from source to user. The new HDP-preconditioned search is compared with two algorithms: one preconditioned on a velocity-based initial design method and a simple genetic algorithm without preconditioning. Results show the HDP head loss–based method outperforms the prescreened heuristic sampling method (PHSM) in terms of the quality of the initial solutions and computational efficiency on all three cases. HDP also outperforms stochastic initialization on two of the three cases. The results obtained imply that the proposed domain knowledge–based design method HDP also would be able to provide effective starting conditions for other optimization algorithms, besides genetic algorithm for large water distribution systems, since most optimization methods are greatly assisted by a good starting condition. | |
| publisher | ASCE | |
| title | Preconditioning Water Distribution Network Optimization with Head Loss–Based Design Method | |
| type | Journal Paper | |
| journal volume | 146 | |
| journal issue | 12 | |
| journal title | Journal of Water Resources Planning and Management | |
| identifier doi | 10.1061/(ASCE)WR.1943-5452.0001299 | |
| page | 11 | |
| tree | Journal of Water Resources Planning and Management:;2020:;Volume ( 146 ):;issue: 012 | |
| contenttype | Fulltext | |