An integrated framework for optimizing large hydro–photovoltaic hybrid energy systems: Capacity planning and operations management. (15th July 2021)
- Record Type:
- Journal Article
- Title:
- An integrated framework for optimizing large hydro–photovoltaic hybrid energy systems: Capacity planning and operations management. (15th July 2021)
- Main Title:
- An integrated framework for optimizing large hydro–photovoltaic hybrid energy systems: Capacity planning and operations management
- Authors:
- Ming, Bo
Liu, Pan
Cheng, Lei - Abstract:
- Abstract: Synchronous resolution of capacity planning and operations management sub-problems of large hybrid energy systems (HESs) may further enhance the synergy between different energy sources. However, these two sub-problems constitute a complex bi-level programming problem, which is difficult to effectively solve. In this study, we proposed an effective framework to synchronously determine the optimal photovoltaic (PV) size and long-term operating rules for large hydro–PV HESs. Firstly, a set of short-term operation models for each possible PV size were established to simulate joint operation processes of hydropower and PV power. Then, PV-energy loss functions were derived based on short-term simulation results and they were subsequently incorporated into long-term optimal operation models, aiming to maximize net energy production of the HES. Thirdly, long-term operating strategies were optimized by dynamic programing and sampled using a bootstrap method to generate inputs for a capacity planning model. Finally, the optimal PV size was determined by maximizing the net present value of the PV plant over its life-span, while operating rules were obtained using a regression analysis method. A case study was carried out using China's Longyangxia hydro–PV HES. The results showed that: (1) the integrated framework could synchronously yield optimal PV size and operating rules for the HES without heavy computational burden; (2) the capacity planning model could provide anAbstract: Synchronous resolution of capacity planning and operations management sub-problems of large hybrid energy systems (HESs) may further enhance the synergy between different energy sources. However, these two sub-problems constitute a complex bi-level programming problem, which is difficult to effectively solve. In this study, we proposed an effective framework to synchronously determine the optimal photovoltaic (PV) size and long-term operating rules for large hydro–PV HESs. Firstly, a set of short-term operation models for each possible PV size were established to simulate joint operation processes of hydropower and PV power. Then, PV-energy loss functions were derived based on short-term simulation results and they were subsequently incorporated into long-term optimal operation models, aiming to maximize net energy production of the HES. Thirdly, long-term operating strategies were optimized by dynamic programing and sampled using a bootstrap method to generate inputs for a capacity planning model. Finally, the optimal PV size was determined by maximizing the net present value of the PV plant over its life-span, while operating rules were obtained using a regression analysis method. A case study was carried out using China's Longyangxia hydro–PV HES. The results showed that: (1) the integrated framework could synchronously yield optimal PV size and operating rules for the HES without heavy computational burden; (2) the capacity planning model could provide an optimal PV size of 880 MW with a confidence interval of [820, 930] MW; and (3) the derived operating rules outperformed the conventional reservoir operating rule curves in terms of power generation and water supply performances. Therefore, the proposed framework can be an effective tool for the planning and management of large hydro–PV HESs. Highlights: New framework developed to optimize operating rules and photovoltaic system size. Long- and short-term models used to simulate hybrid system operations. Sizing model plus bootstrap provided optimal photovoltaic size. … (more)
- Is Part Of:
- Journal of cleaner production. Volume 306(2021)
- Journal:
- Journal of cleaner production
- Issue:
- Volume 306(2021)
- Issue Display:
- Volume 306, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 306
- Issue:
- 2021
- Issue Sort Value:
- 2021-0306-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-07-15
- Subjects:
- Hybrid energy system -- Hydropower -- Large-scale photovoltaic power -- Capacity planning -- Operating rules
Factory and trade waste -- Management -- Periodicals
Manufactures -- Environmental aspects -- Periodicals
Déchets industriels -- Gestion -- Périodiques
Usines -- Aspect de l'environnement -- Périodiques
628.5 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09596526 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jclepro.2021.127253 ↗
- Languages:
- English
- ISSNs:
- 0959-6526
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4958.369720
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 16888.xml