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Transforming 3D multi-physics simulations into real-time onboard intelligence for energy storage systems thermal management with physics-informed neural networks

Applied Energy, vol. 418, pp. 128057

Authors 7

  1. Lanzhou Jiaotong University · RWTH Aachen University

    Affiliation as printed

    Center for Aging, Reliability and Lifetime Prediction of Electrochemical and Power Electronic Systems (CARL), RWTH Aachen University, Campus-Boulevard 89, 52074 Aachen, Germany

    Innovation Centre for Energy Storage System and Operation Control Technology of Gansu Province, Lanzhou 730070, Gansu, PR China

    Institute for Power Electronics and Electrical Drives (ISEA), RWTH Aachen University, Campus-Boulevard 89, 52074 Aachen, Germany

    Lanzhou Jiaotong University, Lanzhou 730070, Gansu, PR China

  2. Lanzhou Jiaotong University

    Affiliation as printed

    Innovation Centre for Energy Storage System and Operation Control Technology of Gansu Province, Lanzhou 730070, Gansu, PR China

    Lanzhou Jiaotong University, Lanzhou 730070, Gansu, PR China

  3. RWTH Aachen University

    Affiliation as printed

    Center for Aging, Reliability and Lifetime Prediction of Electrochemical and Power Electronic Systems (CARL), RWTH Aachen University, Campus-Boulevard 89, 52074 Aachen, Germany

    Institute for Power Electronics and Electrical Drives (ISEA), RWTH Aachen University, Campus-Boulevard 89, 52074 Aachen, Germany

  4. Lanzhou Jiaotong University

    Affiliation as printed

    Innovation Centre for Energy Storage System and Operation Control Technology of Gansu Province, Lanzhou 730070, Gansu, PR China

    Lanzhou Jiaotong University, Lanzhou 730070, Gansu, PR China

  5. Lanzhou Jiaotong University

    Affiliation as printed

    Innovation Centre for Energy Storage System and Operation Control Technology of Gansu Province, Lanzhou 730070, Gansu, PR China

    Lanzhou Jiaotong University, Lanzhou 730070, Gansu, PR China

  6. Lanzhou Jiaotong University

    Affiliation as printed

    Innovation Centre for Energy Storage System and Operation Control Technology of Gansu Province, Lanzhou 730070, Gansu, PR China

    Lanzhou Jiaotong University, Lanzhou 730070, Gansu, PR China

  7. RWTH Aachen University

    Affiliation as printed

    Center for Aging, Reliability and Lifetime Prediction of Electrochemical and Power Electronic Systems (CARL), RWTH Aachen University, Campus-Boulevard 89, 52074 Aachen, Germany

    Institute for Power Electronics and Electrical Drives (ISEA), RWTH Aachen University, Campus-Boulevard 89, 52074 Aachen, Germany

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References 48