Adaptive estimation-based hierarchical model predictive control methodology for battery active equalization topologies: Part II - equalizer control. (January 2022)
- Record Type:
- Journal Article
- Title:
- Adaptive estimation-based hierarchical model predictive control methodology for battery active equalization topologies: Part II - equalizer control. (January 2022)
- Main Title:
- Adaptive estimation-based hierarchical model predictive control methodology for battery active equalization topologies: Part II - equalizer control
- Authors:
- Wang, Ya-Xiong
Zhong, Hao
Li, Jianwei
Zhang, Wei - Abstract:
- Highlights: Bidirectional flyback converter is selected as an individual cell equalizer (ICE). SOC estimation via extended Kalman filter based unified ICE model is presented. ICE adaptive SMC regulates current/voltage against uncertainties and disturbances. Adaptive SMC is proposed to track the optimal balancing current yielded by the MPC. SOC differences reduce from 13% to 1% in a 5-series cells by the proposed method. Abstract: In the first paper, a model predictive control (MPC) balancing strategy as the superior control is developed based on a universal equalization plant with balancing efficiency. Herein, two typical active equalization topologies, i.e., bidirectional adjacent, and bus-based, are considered to design the low-level controller, and the bidirectional flyback converter is selected as an individual cell equalizer (ICE). First, the extended Kalman filter (EKF) state-of-charge (SOC) estimation is presented to develop a unified ICE model. Then, an adaptive estimation-based control is proposed to track the optimal balancing reference current yielding from the superior control MPC formulation under the charge/discharge disturbance and parameters uncertainties. The current/voltage adaptive sliding-mode tracking control of the ICE is derived through the defined Lyapunov function, and the results are compared with a PI controller. Combined with the MPC balancing strategy, the EKF and adaptive-based controls are utilized to perform a balancing task for a 5-seriesHighlights: Bidirectional flyback converter is selected as an individual cell equalizer (ICE). SOC estimation via extended Kalman filter based unified ICE model is presented. ICE adaptive SMC regulates current/voltage against uncertainties and disturbances. Adaptive SMC is proposed to track the optimal balancing current yielded by the MPC. SOC differences reduce from 13% to 1% in a 5-series cells by the proposed method. Abstract: In the first paper, a model predictive control (MPC) balancing strategy as the superior control is developed based on a universal equalization plant with balancing efficiency. Herein, two typical active equalization topologies, i.e., bidirectional adjacent, and bus-based, are considered to design the low-level controller, and the bidirectional flyback converter is selected as an individual cell equalizer (ICE). First, the extended Kalman filter (EKF) state-of-charge (SOC) estimation is presented to develop a unified ICE model. Then, an adaptive estimation-based control is proposed to track the optimal balancing reference current yielding from the superior control MPC formulation under the charge/discharge disturbance and parameters uncertainties. The current/voltage adaptive sliding-mode tracking control of the ICE is derived through the defined Lyapunov function, and the results are compared with a PI controller. Combined with the MPC balancing strategy, the EKF and adaptive-based controls are utilized to perform a balancing task for a 5-series battery cells module, which reduced the unbalanced SOC from 13% to 1%. To conclude, with the proposed superior control MPC strategy yielding optimal current targets, the low-level adaptive estimation-based controller for the ICE can effectively balance the inconsistent series-connected cells in typical active equalization systems by taking disturbance and uncertainty into consideration. … (more)
- Is Part Of:
- Journal of energy storage. Volume 45(2022)
- Journal:
- Journal of energy storage
- Issue:
- Volume 45(2022)
- Issue Display:
- Volume 45, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 45
- Issue:
- 2022
- Issue Sort Value:
- 2022-0045-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-01
- Subjects:
- Active equalization topologies -- State-of-charge (SOC) -- Individual cell equalizer (ICE) -- Bidirectional flyback converter -- Adaptive sliding-mode control -- Disturbance -- uncertainty estimation
Energy storage -- Periodicals
Energy storage -- Research -- Periodicals
621.3126 - Journal URLs:
- http://www.sciencedirect.com/science/journal/2352152X ↗
http://www.sciencedirect.com/ ↗ - DOI:
- 10.1016/j.est.2021.102958 ↗
- Languages:
- English
- ISSNs:
- 2352-152X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - BLDSS-3PM
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