Reservoir quality management with CE-QUAL-W2/ANN surrogate model and PSO algorithm (case study: Pishin Dam, Iran)
Entry of various substances like phosphate and nitrate to a reservoir along with the factors such as scarcity of dissolved oxygen leads to water quality reduction. Despite these factors and lack of constant water flow into a reservoir with a long detention time, thermal stratification and eutrophica...
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| Published in | Arabian journal of geosciences Vol. 14; no. 5 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Cham
Springer International Publishing
01.03.2021
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1866-7511 1866-7538 |
| DOI | 10.1007/s12517-021-06735-x |
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| Abstract | Entry of various substances like phosphate and nitrate to a reservoir along with the factors such as scarcity of dissolved oxygen leads to water quality reduction. Despite these factors and lack of constant water flow into a reservoir with a long detention time, thermal stratification and eutrophication occur. This research investigates the capability of the two-dimensional CE-QUAL-W2/ANN surrogate model to simulate the quality situation in the Pishin Reservoir of Iran. For this purpose, three checkpoints with the highest average phosphate concentration in the reservoir are considered for measuring the eutrophication value using the trophic state index (TSI). In most parts of the reservoir, the concentration of phosphate as the main eutrophication indicator is up to three times the acceptable limit. Therefore, reservoir quality management is performed by controlling the amount of input phosphate from the river by optimization of the TSI with the PSO algorithm. Results demonstrate that the highest average amounts of daily allowable phosphate input to the reservoir from the first to third checkpoints are in the spring, spring, and winter, and also the least ones for these checkpoints occur in the summer, summer, and autumn, respectively. Allowable values of phosphate entrance for three checkpoints throughout the year are changed to 93%, 86%, and 59%, respectively. |
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| AbstractList | Entry of various substances like phosphate and nitrate to a reservoir along with the factors such as scarcity of dissolved oxygen leads to water quality reduction. Despite these factors and lack of constant water flow into a reservoir with a long detention time, thermal stratification and eutrophication occur. This research investigates the capability of the two-dimensional CE-QUAL-W2/ANN surrogate model to simulate the quality situation in the Pishin Reservoir of Iran. For this purpose, three checkpoints with the highest average phosphate concentration in the reservoir are considered for measuring the eutrophication value using the trophic state index (TSI). In most parts of the reservoir, the concentration of phosphate as the main eutrophication indicator is up to three times the acceptable limit. Therefore, reservoir quality management is performed by controlling the amount of input phosphate from the river by optimization of the TSI with the PSO algorithm. Results demonstrate that the highest average amounts of daily allowable phosphate input to the reservoir from the first to third checkpoints are in the spring, spring, and winter, and also the least ones for these checkpoints occur in the summer, summer, and autumn, respectively. Allowable values of phosphate entrance for three checkpoints throughout the year are changed to 93%, 86%, and 59%, respectively. |
| ArticleNumber | 401 |
| Author | Khodabandeh, Faranak Azhdary Moghaddam, Mehdi Hashemi Monfared, Seyed Arman Dehghani Darmian, Mohsen |
| Author_xml | – sequence: 1 givenname: Faranak surname: Khodabandeh fullname: Khodabandeh, Faranak organization: Civil Engineering Department, University of Sistan and Baluchestan – sequence: 2 givenname: Mohsen surname: Dehghani Darmian fullname: Dehghani Darmian, Mohsen email: mohsen.dehghani@pgs.usb.ac.ir organization: Civil Engineering Department, University of Sistan and Baluchestan – sequence: 3 givenname: Mehdi surname: Azhdary Moghaddam fullname: Azhdary Moghaddam, Mehdi organization: Civil Engineering Department, University of Sistan and Baluchestan – sequence: 4 givenname: Seyed Arman surname: Hashemi Monfared fullname: Hashemi Monfared, Seyed Arman organization: Civil Engineering Department, University of Sistan and Baluchestan, Water Security & Sustainable Development Hub, School of Engineering, Newcastle University |
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| CitedBy_id | crossref_primary_10_1007_s40996_024_01719_9 crossref_primary_10_1016_j_jenvman_2024_122092 crossref_primary_10_1016_j_ecoinf_2024_102829 crossref_primary_10_3390_w15061013 crossref_primary_10_1016_j_ecoenv_2025_117698 crossref_primary_10_1016_j_jenvman_2023_117985 crossref_primary_10_1007_s11356_023_26075_5 crossref_primary_10_1007_s12517_023_11330_3 crossref_primary_10_1016_j_ecoinf_2023_101999 |
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| Keywords | Trophic state index Water quality management CE-QUAL-W2/ANN Pishin Dam Optimization Eutrophication |
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| SubjectTerms | Algorithms Detention time Dissolved oxygen Earth and Environmental Science Earth science Earth Sciences Eutrophication Optimization Original Paper Phosphate Phosphates Quality management Reservoir management Reservoirs Spring Spring (season) Summer Thermal stratification Trophic state Two dimensional models Water flow Water quality |
| Title | Reservoir quality management with CE-QUAL-W2/ANN surrogate model and PSO algorithm (case study: Pishin Dam, Iran) |
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