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Nonlinear Model Inversion-Based Output Tracking Control for Battery Fast Charging

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Názov: Nonlinear Model Inversion-Based Output Tracking Control for Battery Fast Charging
Autori: Li, Yang, 1984, Wik, Torsten, 1968, Huang, Yicun, 1992, Zou, Changfu, 1987
Zdroj: Batteristyrning via adaptiv modellering och prediktiv reglering Litiumjonbatterikontroll för snabbare laddning och längre livslängd IEEE Transactions on Control Systems Technology. 32(1):225-240
Predmety: Electrolytes, Computational modeling, Electrochemical–thermal model, Optimization, Electrodes, Resistance, inversion-based control, fast charging, Lithium-ion batteries, lithium plating (LiP), lithium-ion batteries, Integrated circuit modeling
Popis: We propose a novel nonlinear control approach for fast charging of lithium-ion batteries, where health- and safety-related variables, or their time derivatives, are expressed in an input-polynomial form. By converting a constrained optimal control problem into an output tracking problem with multiple tracking references, the required control input, i.e., the charging current, is obtained by computing a series of candidate currents associated with different tracking references. Consequently, an optimization-free nonlinear model inversion-based control algorithm is derived for charging the batteries. We demonstrate the efficacy of our method using a spatially discretized high-fidelity pseudo-two-dimensional (P2D) model with thermal dynamics. Conventional methods require computationally demanding optimization to solve the corresponding fast charging problem for such a high-order system, leading to practical difficulties in achieving low-cost implementation. Results from comparative studies show that the proposed controller can achieve performance very close to nonlinear and linearized model predictive control but with much lower computational costs and minimal parameter tuning efforts.
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Prístupová URL adresa: https://research.chalmers.se/publication/536933
https://research.chalmers.se/publication/537449
https://research.chalmers.se/publication/537449/file/537449_Fulltext.pdf
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Items – Name: Title
  Label: Title
  Group: Ti
  Data: Nonlinear Model Inversion-Based Output Tracking Control for Battery Fast Charging
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AR" term="%22Li%2C+Yang%22">Li, Yang</searchLink>, 1984<br /><searchLink fieldCode="AR" term="%22Wik%2C+Torsten%22">Wik, Torsten</searchLink>, 1968<br /><searchLink fieldCode="AR" term="%22Huang%2C+Yicun%22">Huang, Yicun</searchLink>, 1992<br /><searchLink fieldCode="AR" term="%22Zou%2C+Changfu%22">Zou, Changfu</searchLink>, 1987
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <i>Batteristyrning via adaptiv modellering och prediktiv reglering Litiumjonbatterikontroll för snabbare laddning och längre livslängd IEEE Transactions on Control Systems Technology</i>. 32(1):225-240
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  Label: Subject Terms
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  Data: <searchLink fieldCode="DE" term="%22Electrolytes%22">Electrolytes</searchLink><br /><searchLink fieldCode="DE" term="%22Computational+modeling%22">Computational modeling</searchLink><br /><searchLink fieldCode="DE" term="%22Electrochemical–thermal+model%22">Electrochemical–thermal model</searchLink><br /><searchLink fieldCode="DE" term="%22Optimization%22">Optimization</searchLink><br /><searchLink fieldCode="DE" term="%22Electrodes%22">Electrodes</searchLink><br /><searchLink fieldCode="DE" term="%22Resistance%22">Resistance</searchLink><br /><searchLink fieldCode="DE" term="%22inversion-based+control%22">inversion-based control</searchLink><br /><searchLink fieldCode="DE" term="%22fast+charging%22">fast charging</searchLink><br /><searchLink fieldCode="DE" term="%22Lithium-ion+batteries%22">Lithium-ion batteries</searchLink><br /><searchLink fieldCode="DE" term="%22lithium+plating+%28LiP%29%22">lithium plating (LiP)</searchLink><br /><searchLink fieldCode="DE" term="%22lithium-ion+batteries%22">lithium-ion batteries</searchLink><br /><searchLink fieldCode="DE" term="%22Integrated+circuit+modeling%22">Integrated circuit modeling</searchLink>
– Name: Abstract
  Label: Description
  Group: Ab
  Data: We propose a novel nonlinear control approach for fast charging of lithium-ion batteries, where health- and safety-related variables, or their time derivatives, are expressed in an input-polynomial form. By converting a constrained optimal control problem into an output tracking problem with multiple tracking references, the required control input, i.e., the charging current, is obtained by computing a series of candidate currents associated with different tracking references. Consequently, an optimization-free nonlinear model inversion-based control algorithm is derived for charging the batteries. We demonstrate the efficacy of our method using a spatially discretized high-fidelity pseudo-two-dimensional (P2D) model with thermal dynamics. Conventional methods require computationally demanding optimization to solve the corresponding fast charging problem for such a high-order system, leading to practical difficulties in achieving low-cost implementation. Results from comparative studies show that the proposed controller can achieve performance very close to nonlinear and linearized model predictive control but with much lower computational costs and minimal parameter tuning efforts.
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  Data: electronic
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RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1109/TCST.2023.3306240
    Languages:
      – Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 16
        StartPage: 225
    Subjects:
      – SubjectFull: Electrolytes
        Type: general
      – SubjectFull: Computational modeling
        Type: general
      – SubjectFull: Electrochemical–thermal model
        Type: general
      – SubjectFull: Optimization
        Type: general
      – SubjectFull: Electrodes
        Type: general
      – SubjectFull: Resistance
        Type: general
      – SubjectFull: inversion-based control
        Type: general
      – SubjectFull: fast charging
        Type: general
      – SubjectFull: Lithium-ion batteries
        Type: general
      – SubjectFull: lithium plating (LiP)
        Type: general
      – SubjectFull: lithium-ion batteries
        Type: general
      – SubjectFull: Integrated circuit modeling
        Type: general
    Titles:
      – TitleFull: Nonlinear Model Inversion-Based Output Tracking Control for Battery Fast Charging
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            NameFull: Li, Yang
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            NameFull: Wik, Torsten
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            NameFull: Huang, Yicun
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            NameFull: Zou, Changfu
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            – D: 01
              M: 01
              Type: published
              Y: 2024
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            – TitleFull: Batteristyrning via adaptiv modellering och prediktiv reglering Litiumjonbatterikontroll för snabbare laddning och längre livslängd IEEE Transactions on Control Systems Technology
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