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Erschienen in: Water Resources Management 3/2020

03.02.2020

Generation of Clean Hydropower Energy in Multi-Reservoir Systems Based on a New Evolutionary Algorithm

verfasst von: Mojgan Dianatikhah, Hojat Karami, Khosrow Hosseini

Erschienen in: Water Resources Management | Ausgabe 3/2020

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Abstract

Lingering droughts and shortage of water sources signify the importance of optimal utilization of water reservoirs such as multi-reservoir systems. These systems could be employed not only as a storage system to manage the water utilization but also as a power generation system. To rise the generated power besides the management of water utilization, an optimization algorithm should be used. In this study, the kidney algorithm in three different scenarios, namely the wet, normal, and dry years is employed to fulfill such an engineering operation in a four-reservoir system in China. Simulations show well compatibility of the water level inside the reservoir with real statistical indices in terms of RMSE and MAE. Results also reveal that using the kidney algorithm not only reduces the required calculation but also increases the convergence pace with respect to other algorithms that have been used (bat, shark, abundance of particles, and genetic algorithms). Moreover, it increases the amount of the generated energy by a factor of 2.2–3.2 with respect to the aforementioned algorithms. Results indicate the capability of the kidney algorithm in the management of water sources and engineering operations.

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Literatur
Zurück zum Zitat Akbari-Alashti H., Bozorg Haddad O, Fallah-Mehdipour E, Marino MA (2014) Multi-reservoir real-time operation rules: a new genetic programming approach. In proceedings of the Institution of Civil Engineers-water management (Vol. 167, no. 10, pp. 561-576). Thomas Telford ltd. Akbari-Alashti H., Bozorg Haddad O, Fallah-Mehdipour E, Marino MA (2014) Multi-reservoir real-time operation rules: a new genetic programming approach. In proceedings of the Institution of Civil Engineers-water management (Vol. 167, no. 10, pp. 561-576). Thomas Telford ltd.
Zurück zum Zitat Valikhan-Anaraki M, Mousavi SF, Farzin S, Karami H, Ehteram M, Kisi O et al (2019) Development of a novel hybrid optimization algorithm for minimizing irrigation deficiencies. Sustainability 11(8):2337CrossRef Valikhan-Anaraki M, Mousavi SF, Farzin S, Karami H, Ehteram M, Kisi O et al (2019) Development of a novel hybrid optimization algorithm for minimizing irrigation deficiencies. Sustainability 11(8):2337CrossRef
Zurück zum Zitat Asgari HR, Bozorg Haddad O, Pazoki M, Loáiciga HA (2015) Weed optimization algorithm for optimal reservoir operation. J Irrig Drain Eng 142(2):04015055CrossRef Asgari HR, Bozorg Haddad O, Pazoki M, Loáiciga HA (2015) Weed optimization algorithm for optimal reservoir operation. J Irrig Drain Eng 142(2):04015055CrossRef
Zurück zum Zitat Bozorg-Haddad O, Karimirad I, Seifollahi-Aghmiuni S, Loáiciga HA (2014) Development and application of the bat algorithm for optimizing the operation of reservoir systems. J Water Resour Plan Manag 141(8):04014097CrossRef Bozorg-Haddad O, Karimirad I, Seifollahi-Aghmiuni S, Loáiciga HA (2014) Development and application of the bat algorithm for optimizing the operation of reservoir systems. J Water Resour Plan Manag 141(8):04014097CrossRef
Zurück zum Zitat Ehteram M, Karami H, Mousavi SF, Farzin S, Kisi O (2017a) Evaluation of contemporary evolutionary algorithms for optimization in reservoir operation and water supply. Journal of water supply: research and technology-aqua, jws2017109 Ehteram M, Karami H, Mousavi SF, Farzin S, Kisi O (2017a) Evaluation of contemporary evolutionary algorithms for optimization in reservoir operation and water supply. Journal of water supply: research and technology-aqua, jws2017109
Zurück zum Zitat Ehteram M, Allawi MF, Karami H, Mousavi SF, Emami M, Ahmed ES, Farzin S (2017b) Optimization of chain-reservoirs’ operation with a new approach in artificial intelligence. Water Resour Manag 31(7):2085–2104CrossRef Ehteram M, Allawi MF, Karami H, Mousavi SF, Emami M, Ahmed ES, Farzin S (2017b) Optimization of chain-reservoirs’ operation with a new approach in artificial intelligence. Water Resour Manag 31(7):2085–2104CrossRef
Zurück zum Zitat Ehteram M, Allawi MF, Karami H, Mousavi SF, Emami M, Ahmed ES, Farzin S (2017c) Optimization of chain-reservoirs’ operation with a new approach in artificial intelligence. Water Resour Manag 31(7):2085–2104CrossRef Ehteram M, Allawi MF, Karami H, Mousavi SF, Emami M, Ahmed ES, Farzin S (2017c) Optimization of chain-reservoirs’ operation with a new approach in artificial intelligence. Water Resour Manag 31(7):2085–2104CrossRef
Zurück zum Zitat Ehteram M, Karami H, Mousavi SF, Farzin S, Kisi O (2017d) Optimization of energy management and conversion in the multi-reservoir systems based on evolutionary algorithms. J Clean Prod 168:1132–1142CrossRef Ehteram M, Karami H, Mousavi SF, Farzin S, Kisi O (2017d) Optimization of energy management and conversion in the multi-reservoir systems based on evolutionary algorithms. J Clean Prod 168:1132–1142CrossRef
Zurück zum Zitat Ehteram M, Ahmed AN, Fai CM, Afan HA, El-Shafie A (2019a) Accuracy enhancement for zone mapping of a solar radiation forecasting based multi-objective model for better Management of the Generation of renewable energy. Energies 12(14):2730CrossRef Ehteram M, Ahmed AN, Fai CM, Afan HA, El-Shafie A (2019a) Accuracy enhancement for zone mapping of a solar radiation forecasting based multi-objective model for better Management of the Generation of renewable energy. Energies 12(14):2730CrossRef
Zurück zum Zitat Ehteram M, Afan HA, Dianatikhah M, Ahmed AN, Fai CM, Hossain MS et al (2019b) Assessing the predictability of an improved ANFIS model for monthly Streamflow using lagged climate indices as predictors. Water 11(6):1130CrossRef Ehteram M, Afan HA, Dianatikhah M, Ahmed AN, Fai CM, Hossain MS et al (2019b) Assessing the predictability of an improved ANFIS model for monthly Streamflow using lagged climate indices as predictors. Water 11(6):1130CrossRef
Zurück zum Zitat Ehteram M, Binti Koting S, Afan HA, Mohd NS, Malek MA, Ahmed AN et al (2019c) New evolutionary algorithm for optimizing hydropower generation considering multireservoir systems. Appl Sci 9(11):2280CrossRef Ehteram M, Binti Koting S, Afan HA, Mohd NS, Malek MA, Ahmed AN et al (2019c) New evolutionary algorithm for optimizing hydropower generation considering multireservoir systems. Appl Sci 9(11):2280CrossRef
Zurück zum Zitat Haddad OB, Moravej M, Loáiciga HA (2014) Application of the water cycle algorithm to the optimal operation of reservoir systems. J Irrig Drain Eng 141(5):04014064CrossRef Haddad OB, Moravej M, Loáiciga HA (2014) Application of the water cycle algorithm to the optimal operation of reservoir systems. J Irrig Drain Eng 141(5):04014064CrossRef
Zurück zum Zitat Jaddi NS, Alvankarian J, Abdullah S (2017) Kidney-inspired algorithm for optimization problems. Commun Nonlinear Sci Numer Simul 42:358–369CrossRef Jaddi NS, Alvankarian J, Abdullah S (2017) Kidney-inspired algorithm for optimization problems. Commun Nonlinear Sci Numer Simul 42:358–369CrossRef
Zurück zum Zitat Li L, Deng X, Zhao J, Zhao F, Sutherland JW (2018) Multi-objective optimization of tool path considering efficiency, energy-saving and carbon-emission for free-form surface milling. J Clean Prod 172:3311–3322CrossRef Li L, Deng X, Zhao J, Zhao F, Sutherland JW (2018) Multi-objective optimization of tool path considering efficiency, energy-saving and carbon-emission for free-form surface milling. J Clean Prod 172:3311–3322CrossRef
Zurück zum Zitat Ming B, Chang JX, Huang Q, Wang YM, Huang SZ (2015) Optimal operation of multi-reservoir system based-on cuckoo search algorithm. Water Resour Manag 29(15):5671–5687CrossRef Ming B, Chang JX, Huang Q, Wang YM, Huang SZ (2015) Optimal operation of multi-reservoir system based-on cuckoo search algorithm. Water Resour Manag 29(15):5671–5687CrossRef
Zurück zum Zitat Ming B, Liu P, Bai T, Tang R, Feng M (2017) Improving optimization efficiency for reservoir operation using a search space reduction method. Water Resour Manag 31(4):1173–1190CrossRef Ming B, Liu P, Bai T, Tang R, Feng M (2017) Improving optimization efficiency for reservoir operation using a search space reduction method. Water Resour Manag 31(4):1173–1190CrossRef
Zurück zum Zitat Puming M, Prasad RK (2016) Optimal reservoir operation with environmental flows for Ranganadi hydroelectric project in Arunachal Pradesh. In urban hydrology, watershed management and socio-economic aspects (pp. 209-223). Springer international publishingCrossRef Puming M, Prasad RK (2016) Optimal reservoir operation with environmental flows for Ranganadi hydroelectric project in Arunachal Pradesh. In urban hydrology, watershed management and socio-economic aspects (pp. 209-223). Springer international publishingCrossRef
Zurück zum Zitat Tang X, Jin Y, Feng C, McLellan BC (2018) Optimizing the energy and water conservation synergy in China: 2007–2012. J Clean Prod 175:8–17CrossRef Tang X, Jin Y, Feng C, McLellan BC (2018) Optimizing the energy and water conservation synergy in China: 2007–2012. J Clean Prod 175:8–17CrossRef
Zurück zum Zitat Yahya A, Saeed A, Ahmed AN, Binti Othman F, Ibrahim RK, Afan HA et al (2019) Water quality prediction model based support vector machine model for Ungauged River catchment under dual scenarios. Water 11(6):1231CrossRef Yahya A, Saeed A, Ahmed AN, Binti Othman F, Ibrahim RK, Afan HA et al (2019) Water quality prediction model based support vector machine model for Ungauged River catchment under dual scenarios. Water 11(6):1231CrossRef
Zurück zum Zitat Yaseen ZM, Allawi MF, Karami H, Ehteram M, Farzin S, Ahmed AN et al (2019a) A hybrid bat–swarm algorithm for optimizing dam and reservoir operation. Neural Comput & Applic:1–15 Yaseen ZM, Allawi MF, Karami H, Ehteram M, Farzin S, Ahmed AN et al (2019a) A hybrid bat–swarm algorithm for optimizing dam and reservoir operation. Neural Comput & Applic:1–15
Zurück zum Zitat Yaseen ZM, Ehteram M, Hossain M, Fai CM, Binti Koting S, Mohd NS et al (2019b) A novel hybrid evolutionary data-intelligence algorithm for irrigation and power production management: application to multi-purpose reservoir systems. Sustainability 11(7):1953CrossRef Yaseen ZM, Ehteram M, Hossain M, Fai CM, Binti Koting S, Mohd NS et al (2019b) A novel hybrid evolutionary data-intelligence algorithm for irrigation and power production management: application to multi-purpose reservoir systems. Sustainability 11(7):1953CrossRef
Metadaten
Titel
Generation of Clean Hydropower Energy in Multi-Reservoir Systems Based on a New Evolutionary Algorithm
verfasst von
Mojgan Dianatikhah
Hojat Karami
Khosrow Hosseini
Publikationsdatum
03.02.2020
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 3/2020
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-020-02498-4

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