A coordinated optimization framework for flexible operation of pumped storage hydropower system: Nonlinear modeling, strategy optimization and decision making. (15th August 2019)
- Record Type:
- Journal Article
- Title:
- A coordinated optimization framework for flexible operation of pumped storage hydropower system: Nonlinear modeling, strategy optimization and decision making. (15th August 2019)
- Main Title:
- A coordinated optimization framework for flexible operation of pumped storage hydropower system: Nonlinear modeling, strategy optimization and decision making
- Authors:
- Zhao, Zhigao
Yang, Jiandong
Yang, Weijia
Hu, Jinhong
Chen, Man - Abstract:
- Graphical abstract: Highlights: The framework consisting of nonlinear modeling, strategy optimization and decision making is presented. Trade-off between accuracy and efficiency is conducted in nonlinear modeling. The multiple schemes and search corridor are defined in strategy optimization. Fuzzy analytic hierarchy process is used to select most satisfying non-dominated solution. The effectiveness and robustness of the framework are shown in extreme conditions. Abstract: Pumped storage hydropower system has now become a key support for integration of variable renewable energy. Along with the large-scale development of pumped storage plants all over the world, the importance of operation strategy is rapidly increasing with the fast-growing demand of flexibility. How to direct flexible operation and improve the stability of the system has become a key issue. This paper proposes a novel optimization framework to derive optimal operating policies for pumped storage hydropower system, which is divided into three coordinated stages: nonlinear modeling, strategy optimization and decision making. The real-time accurate equivalent circuit model is proposed in first stage, which can reconcile the conflict between simulation efficiency and accuracy, owing to the novel pump-turbine model and space-time discretization. The search corridor which consists of multiple constraints is defined to improve search efficiency. Reference vector guided evolutionary algorithm is performed to handleGraphical abstract: Highlights: The framework consisting of nonlinear modeling, strategy optimization and decision making is presented. Trade-off between accuracy and efficiency is conducted in nonlinear modeling. The multiple schemes and search corridor are defined in strategy optimization. Fuzzy analytic hierarchy process is used to select most satisfying non-dominated solution. The effectiveness and robustness of the framework are shown in extreme conditions. Abstract: Pumped storage hydropower system has now become a key support for integration of variable renewable energy. Along with the large-scale development of pumped storage plants all over the world, the importance of operation strategy is rapidly increasing with the fast-growing demand of flexibility. How to direct flexible operation and improve the stability of the system has become a key issue. This paper proposes a novel optimization framework to derive optimal operating policies for pumped storage hydropower system, which is divided into three coordinated stages: nonlinear modeling, strategy optimization and decision making. The real-time accurate equivalent circuit model is proposed in first stage, which can reconcile the conflict between simulation efficiency and accuracy, owing to the novel pump-turbine model and space-time discretization. The search corridor which consists of multiple constraints is defined to improve search efficiency. Reference vector guided evolutionary algorithm is performed to handle non-normalization objectives, multiple constraints and irregular Pareto fronts in second stage. Further, fuzzy analytic hierarchy process is innovatively introduced to select compatible solution under extreme conditions. The originality of the framework is embodied in multiple trade-offs, i.e. trade-off between accuracy and efficiency in the nonlinear model, trade-off between convergence and diversity in the strategy optimization, and trade-off in conflicting objectives of the decision making. Compared with the on-site operation, the maximum water pressure of volute and the vacuum at draft tube can be improved by 5.59% and 9.6%, the rotational speed oscillation also decreases with this framework in load rejection. The proposed framework can specify the optimal policy to enhance the system reliability, which can also serve as the basis for smart operation in various conditions. … (more)
- Is Part Of:
- Energy conversion and management. Volume 194(2019)
- Journal:
- Energy conversion and management
- Issue:
- Volume 194(2019)
- Issue Display:
- Volume 194, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 194
- Issue:
- 2019
- Issue Sort Value:
- 2019-0194-2019-0000
- Page Start:
- 75
- Page End:
- 93
- Publication Date:
- 2019-08-15
- Subjects:
- Pumped storage hydropower system -- Multi-objective optimization -- Reference vector guided evolutionary algorithm -- Multiple constraints -- Fuzzy analytic hierarchy process
Direct energy conversion -- Periodicals
Energy storage -- Periodicals
Energy transfer -- Periodicals
Énergie -- Conversion directe -- Périodiques
Direct energy conversion
Periodicals
621.3105 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01968904 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.enconman.2019.04.068 ↗
- Languages:
- English
- ISSNs:
- 0196-8904
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3747.547000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 10554.xml