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Deep Neural Network
Using stochastic programming to train neural network approximation of nonlinear MPC laws
To facilitate the real-time implementation of nonlinear model predictive control (NMPC), this paper proposes a deep learning-based NMPC …
Yun Li
,
Kaixun Hua
,
Yankai Cao
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Data-driven lithium-ion battery capacity estimation from voltage relaxation
Accurate capacity estimation is critical for reliable and safe operation of lithium-ion batteries. A proposed approach exploiting …
Jiangong Zhu
,
Yuan Huang
,
Michael Knapp
,
Xinhua Liu
,
Yixiu Wang
,
R Bhushan Gopaluni
,
Yankai Cao
,
Michael Heere
,
Martin J Mühlbauer
,
Liuda Mereacre
,
Haifeng Dai
,
Anatoliy Senyshyn
,
Xuezhe Wei
,
Helmut Ehrenberg
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