Optimization Algorithms for Sustainable Operation of Multi-Unit Hydropower Plants
Open Access
- 18 December 2024
- journal article
- research article
- Published by MDPI AG in Sustainability
- Vol. 16 (24) , 11093
Abstract
The work presented in this article concerns numerical studies on optimization methods used for the sustainable utilization of the energy potential of water, converting it into electricity in a hydropower plant equipped with more than one unit. These methods allow for maximization of production in given hydrological conditions, leading to the balanced, lossless, and environmentally friendly use of the renewable energy source that is water. Methods are selected from three groups, i.e., analytical, enumeration, and randomized. The results of calculations of optimal points of selected test functions carried out using the Broyden–Fletcher–Goldfarb–Shanno Limited-Memory Version (L-BFGS-B), Explicit Complete Enumeration (ECE), and Genetic Algorithm (GA) methods provided basic information on the features of these methods. Based on these tests, the GA method was selected to solve the problem of the optimal load distribution in a hydropower plant equipped with three identical hydro units. The defined optimization problem consisted of finding a configuration of hydro units in operation that would guarantee the maximum efficiency of the power plant under the imposed hydrological conditions. During the numerical studies, a number of calculations were performed to identify the impact of procedures and parameters characteristic of the optimization methods on the obtained results. Particular attention was paid to the GA method and penalty functions, enabling the elimination of results from the area of prohibited solutions.Keywords
This publication has 22 references indexed in Scilit:
- An optimization model to maximize energy generation in short-term hydropower unit commitment using efficiency pointsInternational Journal of Electrical Power & Energy Systems, 2021
- Optimization of the hydropower energy generation using Meta-Heuristic approaches: A reviewEnergy Reports, 2020
- Mixed-integer nonseparable piecewise linear models for the hydropower production function in the Unit Commitment problemElectric Power Systems Research, 2020
- Small hydropower plants optimization for equipping and exploitation software applicationProcedia Manufacturing, 2018
- Operation of hydro power plants-a reviewRenewable and Sustainable Energy Reviews, 2017
- Decision support system for operation, scheduling and optimization of hydro power plant in Jammu and Kashmir regionRenewable and Sustainable Energy Reviews, 2015
- Performance evaluation and energy production optimization in the real-time operation of hydropower plantsElectric Power Systems Research, 2014
- Optimization methods applied to renewable and sustainable energy: A reviewRenewable and Sustainable Energy Reviews, 2011
- Optimal load distribution between units in a power plantISA Transactions, 2007
- Unit commitment of single hydroelectric plantElectric Power Systems Research, 2005