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Study on reservoir optimal operation based on coupled adaptive ε constraint and multi strategy improved Pelican
Ji He1, Xiaoqi Guo1, Songlin Wang2
1School of Water Resources, North China University of Water Resources and Electric Power, Zhengzhou, 450011, China.
This study introduces an improved Pelican optimization algorithm (ε-IPOA) for complex reservoir group operations. The new method effectively reduces peak flood flow rates, enhancing reservoir flood control strategies.
Area of Science:
- Optimization algorithms
- Water resource management
- Flood control engineering
Background:
- Reservoir group operation is a complex, multi-stage optimization challenge.
- Existing algorithms struggle with high-dimensional, constrained problems in flood control.
Purpose of the Study:
- To develop an enhanced optimization algorithm for optimal reservoir operation.
- To improve flood control efficiency in cascade reservoirs.
Main Methods:
- Coupling the Pelican optimization algorithm with adaptive ε constraint methods.
- Incorporating population initialization, reverse differential evolution, and t-distribution perturbation.
- Applying the improved algorithm (ε-IPOA) to a peak-cutting model for Sanmenxia and Xiaolangdi reservoirs.
Main Results:
- The ε-IPOA algorithm demonstrated strong optimization ability and stable performance on test functions.
- Applied to cascade reservoirs, ε-IPOA achieved a 44% peak shaving rate at Huayuankou control point.
- Effectively reduced peak flow to 12,319 m³/s, well below the safe overflow limit of 22,000 m³/s.
- Outperformed ε-POA and ε-DE algorithms, which failed to find valid solutions.
Conclusions:
- The proposed ε-IPOA algorithm offers a novel and effective approach for optimizing cascade reservoir flood control.
- This method provides a significant advancement in managing complex water resource systems for enhanced safety.
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