Abstract
Battery storage systems play a crucial role in modern energy infrastructure by enhancing grid flexibility. However, their long-term performance is limited by capacity degradation, which impacts operational efficiency and economic viability. This study proposes a degradation-aware optimization framework to evaluate the operational and economic performance of grid-connected battery systems across different stages of battery health, including new, mid-life, and near end-of-life conditions. The framework dynamically optimizes daily operational schedules, including cycle frequency, charge /discharge timing, and durations, in response to evolving degradation. The objective of optimization is to simultaneously maximize revenue and minimize degradation-related cost. The model incorporates both calendric and cyclic aging as functions of real-life operational conditions, ensuring informed and adaptive battery management. The results demonstrate that, despite a reduction in energy output per cycle from 95% in the first year to 77% near end-of-life, the proposed strategy stabilizes revenue across all stages by adjusting cycle characteristics. In the early stage, cycling is limited to once per day on over 80% of days, with extended charge/discharge durations (4–8 h) to mitigate initial degradation. In later stages, the strategy shifts to shorter charge/discharge durations (1–2 h) and increases the frequency to two cycles per day on up to 60% of days, thereby sustaining profitability. The findings offer valuable insights for grid operators, investors, and energy market participants in developing financially viable battery storage systems.
| Original language | English |
|---|---|
| Article number | 101113 |
| Journal | Energy Conversion and Management: X |
| Volume | 27 |
| DOIs | |
| Publication status | Published - Jul 2025 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Keywords
- Degradation-aware operation optimization
- Dynamic operational strategies
- Extending battery life
- Grid-connected battery storage systems
- Maximizing economic returns
- Real-life degradation modeling
ASJC Scopus subject areas
- Renewable Energy, Sustainability and the Environment
- Nuclear Energy and Engineering
- Fuel Technology
- Energy Engineering and Power Technology
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