Battery energy storage system scheduling based on variable-step prediction and online dynamic nonlinear programming
The increased penetration of renewable energy sources has exacerbated the issue of peak shaving in power systems. To address this challenge, Battery Energy Storage Systems (BESS) emerge as a crucial solution. However, due to the limitations of BESS capacity, unrestricted charging/discharging is not...
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| Vydáno v: | Journal of energy storage Ročník 127; s. 116874 |
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| Hlavní autoři: | , , , , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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Elsevier Ltd
15.08.2025
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| ISSN: | 2352-152X |
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| Abstract | The increased penetration of renewable energy sources has exacerbated the issue of peak shaving in power systems. To address this challenge, Battery Energy Storage Systems (BESS) emerge as a crucial solution. However, due to the limitations of BESS capacity, unrestricted charging/discharging is not feasible. Present short-term programming strategies overlook this factor, leading to BESS being either fully charged or insufficiently charged, thereby impacting subsequent programming. In response, an Online Updating Dynamic Nonlinear Programming Algorithm Based on Variable-Step Prediction (OUDNLP-VSP) is proposed, aiming to minimize power fluctuations in the grid. OUDNLP-VSP is divided into two phases. In the day-ahead phase, a combined Convolutional Neural Network (CNN) and Long Short-Term Memory (LSTM) Network based forecasting model is utilized to obtain an approximate load profile for the following day, which is then used to formulate a charging/discharging strategy. In the intraday phase, the forecasting model is employed to predict the load value for the next time step, which can enable real-time optimization of the charging/discharging strategy established in the day-ahead phase.
•OUDNLP-VSP algorithm resolves BESS scheduling via dynamic nonlinear programming with online updates.•Day-ahead uses CNN-LSTM 96-step predictions for BESS strategy. Intraday refines via single-step predictions.•PI controller iteratively adjusts real-time predictions to enhance accuracy at each timestep.•Nonlinear programming updates sequences/constraints in real-time using latest forecast data. |
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| AbstractList | The increased penetration of renewable energy sources has exacerbated the issue of peak shaving in power systems. To address this challenge, Battery Energy Storage Systems (BESS) emerge as a crucial solution. However, due to the limitations of BESS capacity, unrestricted charging/discharging is not feasible. Present short-term programming strategies overlook this factor, leading to BESS being either fully charged or insufficiently charged, thereby impacting subsequent programming. In response, an Online Updating Dynamic Nonlinear Programming Algorithm Based on Variable-Step Prediction (OUDNLP-VSP) is proposed, aiming to minimize power fluctuations in the grid. OUDNLP-VSP is divided into two phases. In the day-ahead phase, a combined Convolutional Neural Network (CNN) and Long Short-Term Memory (LSTM) Network based forecasting model is utilized to obtain an approximate load profile for the following day, which is then used to formulate a charging/discharging strategy. In the intraday phase, the forecasting model is employed to predict the load value for the next time step, which can enable real-time optimization of the charging/discharging strategy established in the day-ahead phase.
•OUDNLP-VSP algorithm resolves BESS scheduling via dynamic nonlinear programming with online updates.•Day-ahead uses CNN-LSTM 96-step predictions for BESS strategy. Intraday refines via single-step predictions.•PI controller iteratively adjusts real-time predictions to enhance accuracy at each timestep.•Nonlinear programming updates sequences/constraints in real-time using latest forecast data. |
| ArticleNumber | 116874 |
| Author | Zhang, Xin Chen, Liang Cai, Jun Cheok, Adrian David Chen, Zhong Cai, Yuxin Yan, Ying |
| Author_xml | – sequence: 1 givenname: Jun surname: Cai fullname: Cai, Jun email: j.cai@nuist.edu.cn organization: C-MEIC, CICAEET, and School of Automation, Nanjing University of Information Science and Technology, Nanjing 210044, China – sequence: 2 givenname: Yuxin surname: Cai fullname: Cai, Yuxin email: yuxin.cai@nuist.edu.cn organization: C-MEIC, CICAEET, and School of Automation, Nanjing University of Information Science and Technology, Nanjing 210044, China – sequence: 3 givenname: Liang surname: Chen fullname: Chen, Liang email: ch.lg@nuist.edu.cn organization: C-MEIC, CICAEET, and School of Automation, Nanjing University of Information Science and Technology, Nanjing 210044, China – sequence: 4 givenname: Ying surname: Yan fullname: Yan, Ying email: ying.yan@nuist.edu.cn organization: C-MEIC, CICAEET, and School of Automation, Nanjing University of Information Science and Technology, Nanjing 210044, China – sequence: 5 givenname: Adrian David surname: Cheok fullname: Cheok, Adrian David email: adrian@imagineeringinstitute.org organization: C-MEIC, CICAEET, and School of Automation, Nanjing University of Information Science and Technology, Nanjing 210044, China – sequence: 6 givenname: Zhong surname: Chen fullname: Chen, Zhong email: cz1982@ahjzu.edu.cn organization: School of Mechanical and Electrical Engineering, Anhui Jianzhu University, Hefei 230009, China – sequence: 7 givenname: Xin surname: Zhang fullname: Zhang, Xin email: zhangxin_ieee@zju.edu.cn organization: College of Electrical Engineering, Zhejiang University, Hangzhou 310027, China |
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| Keywords | Peak shaving Battery Energy Storage System (BESS) Long Short-Term Memory (LSTM) Online Updating Dynamic Nonlinear Programming Algorithm Based on Variable-Step Prediction (OUDNLP-VSP) Convolutional Neural Network (CNN) |
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| Snippet | The increased penetration of renewable energy sources has exacerbated the issue of peak shaving in power systems. To address this challenge, Battery Energy... |
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| SubjectTerms | Battery Energy Storage System (BESS) Convolutional Neural Network (CNN) Long Short-Term Memory (LSTM) Online Updating Dynamic Nonlinear Programming Algorithm Based on Variable-Step Prediction (OUDNLP-VSP) Peak shaving |
| Title | Battery energy storage system scheduling based on variable-step prediction and online dynamic nonlinear programming |
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