Abstract
Due to the scarcity of fresh water resources, exploiting dams’ reservoirs, based on their optimal operation, obviates construction of extra dams and high costs and satisfies downstream consumers’ water needs with high reliability. In this research, a new hybrid approach of Artificial Fish Swarm Algorithm (AFSA) and Particle Swarm Optimization Algorithm (PSOA) is used to optimize Karun-4 reservoir, increase energy production and minimize downstream water shortages. This Hybrid Algorithm (HA) brings about diversity of responses in PSOA, prevents entrapment of AFSA in local optimum traps and increases convergence speed and balances between the abilities to scan and make profit in the AFSA. This method was assessed based on reliability, vulnerability and resilience indices. In addition, based on a multi-criteria decision-making model, it was evaluated by comparing it with other evolutionary algorithms. To verify the HA, it was tested on few mathematical functions. Results indicated that the HA features performed higher reliability, lower vulnerability and resiliency, as compared with AFSA and PSOA. In addition, HA is ranked first according to the multi criteria decision making model. Further, among all the tested evolutionary methods, this new algorithm yielded the best answer for dam power plant’s objective function.
| Original language | English |
|---|---|
| Pages (from-to) | 4668-4680 |
| Number of pages | 13 |
| Journal | KSCE Journal of Civil Engineering |
| Volume | 22 |
| Issue number | 11 |
| DOIs | |
| State | Published - 1 Nov 2018 |
| Externally published | Yes |
Bibliographical note
Publisher Copyright:© 2018, Korean Society of Civil Engineers.
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 6 Clean Water and Sanitation
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SDG 14 Life Below Water
Keywords
- artificial fish algorithm
- artificial intelligence
- optimization of reservoir operation
- particle swarm optimization algorithm
ASJC Scopus subject areas
- Civil and Structural Engineering
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