Projects per year
Abstract
This paper describes a penalty-free multi-objective evolutionary optimization approach for the phased whole-life design and rehabilitation of water distribution systems. The optimization model considers the initial construction, rehabilitation and upgrading costs. Repairs and pipe failure costs are included. The model also takes into consideration the deterioration over time of both the structural integrity and hydraulic capacity of every pipe. The fitness of each solution is determined from the trade-off between its lifetime costs and its actual hydraulic properties. The hydraulic analysis approach used, known as pressure-dependent modelling, considers explicitly the pressure dependency of the water supply consumers receive.
Results for two sample networks in the literature are included that show the algorithm is stable and finds optimal and near-optimal solutions reliably and efficiently. The results also suggest that the evolutionary sampling efficiency is very high. In other words, the number of solutions evolved and analysed on average before finding a near-optimal solution is small in comparison to the total number of feasible and infeasible solutions. We found better solutions than those reported previously in the literature for the two networks considered. For the Kadu network, for example, the new best solution costs Rs125,460,980 – a significant improvement. Additional statistics that are based on extensive testing are included.
Results for two sample networks in the literature are included that show the algorithm is stable and finds optimal and near-optimal solutions reliably and efficiently. The results also suggest that the evolutionary sampling efficiency is very high. In other words, the number of solutions evolved and analysed on average before finding a near-optimal solution is small in comparison to the total number of feasible and infeasible solutions. We found better solutions than those reported previously in the literature for the two networks considered. For the Kadu network, for example, the new best solution costs Rs125,460,980 – a significant improvement. Additional statistics that are based on extensive testing are included.
Original language | English |
---|---|
Pages (from-to) | 373-389 |
Number of pages | 17 |
Journal | Water Resources Management |
Volume | 28 |
Issue number | 2 |
Early online date | 20 Dec 2013 |
DOIs | |
Publication status | Published - Jan 2014 |
Keywords
- multi-objective evolutionary optimization
- pressure-dependent analysis
- water distribution system
- genetic algorithm
- hydraulic reliability
- penalty-free boundary search
Fingerprint
Dive into the research topics of 'Assessment of penalty-free multi-objective evolutionary optimization approach for the design and rehabilitation of water distribution systems'. Together they form a unique fingerprint.Projects
- 1 Finished
-
PF-MOEA: Penalty-free feasibility boundary-convergent multi-objective evolutionary approach for water distribution
Tanyimboh, T.
EPSRC (Engineering and Physical Sciences Research Council)
1/10/09 → 31/03/13
Project: Research
-
Multiobjective evolutionary optimization of water distribution systems: exploiting diversity with infeasible solutions
Tanyimboh, T. T. & Seyoum, A. G., 1 Dec 2016, In: Journal of Environmental Management. 183, Part 1, p. 133-141 9 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile16 Citations (Scopus)126 Downloads (Pure) -
Investigation into the pressure-driven extension of the EPANET hydraulic simulation model for water distribution systems
Seyoum, A. G. & Tanyimboh, T. T., 29 Sept 2016, (E-pub ahead of print) In: Water Resources Management. 17 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile12 Citations (Scopus)155 Downloads (Pure) -
Penalty-free multi-objective evolutionary approach to optimization of anytown water distribution network
Siew, C., Tanyimboh, T. T. & Seyoum, A. G., 1 Sept 2016, In: Water Resources Management. 30, 11, p. 3671–3688 18 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile30 Citations (Scopus)232 Downloads (Pure)