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Enabling robust mixed-integer nonlinear model predictive control via self-supervised learning and combinatorial integral approximation

delete2026-01-27
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J
Joshua Adamek *
L
Lukas Lüken
S
Sergio Lucia
DOI:10.1016/j.jprocont.2026.103636delete
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摘要

摘要

En 中文
• Integration of combinatorial integral approximation into robust multi-stage MPC. • Self-supervised learning approach for GPU-based acceleration of the MPC problem. • Real-time applicability for mixed-integer systems with large amounts of uncertainties.
Keyword:
Robust model predictive control
Learning-based control
Mixed integer nonlinear programming
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Journal of Process Control 封面图
Journal of Process Control
IF:
3.9
论文数:
3.5K
被引数:
7.3K

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