Physics-constrained deep learning of multi-zone building thermal dynamics von Drgoňa, Ján, Tuor, Aaron R., Chandan, Vikas, Vrabie, Draguna L.

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Deep Learning Classification of Cheatgrass Invasion in the Western United States Using Biophysical and Remote Sensing Data von Larson, Kyle B., Tuor, Aaron R.

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Dissipative Deep Neural Dynamical Systems von Drgona, Jan, Tuor, Aaron, Vasisht, Soumya, Vrabie, Draguna

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Differentiable predictive control: Deep learning alternative to explicit model predictive control for unknown nonlinear systems von Drgoňa, Ján, Kiš, Karol, Tuor, Aaron, Vrabie, Draguna, Klaučo, Martin

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Learning Constrained Parametric Differentiable Predictive Control Policies With Guarantees von Drgona, Jan, Tuor, Aaron, Vrabie, Draguna

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Structural inference of networked dynamical systems with universal differential equations von Koch, James V., Chen, Zhao, Tuor, Aaron R., Drgona, Jan, Vrabie, Draguna L.

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Deep Learning Explicit Differentiable Predictive Control Laws for Buildings von Drgoňa, Ján, Tuor, Aaron, Skomski, Elliott, Vasisht, Soumya, Vrabie, Draguna

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Learning Stochastic Parametric Diferentiable Predictive Control Policies von Drgoňa, Ján, Mukherjee, Sayak, Tuor, Aaron, Halappanavar, Mahantesh, Vrabie, Draguna

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Domain-aware Control-oriented Neural Models for Autonomous Underwater Vehicles von Cortez, Wenceslao Shaw, Vasisht, Soumya, Tuor, Aaron, Koch, James, Drgoňa, Ján, Vrabie, Draguna

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Physics-Informed Neural State Space Models via Learning and Evolution von Skomski, Elliott, Drgona, Jan, Tuor, Aaron

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Structural Inference of Networked Dynamical Systems with Universal Differential Equations von Koch, James, Chen, Zhao, Tuor, Aaron, Drgona, Jan, Vrabie, Draguna

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Neural Lyapunov Differentiable Predictive Control von Mukherjee, Sayak, Drgoňa, Ján, Tuor, Aaron, Halappanavar, Mahantesh, Vrabie, Draguna

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Neuro-physical dynamic load modeling using differentiable parametric optimization von Abhyankar, Shrirang, Drgona, Jan, August, Andrew, Skomski, Elliot, Tuor, Aaron

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Learning Stochastic Parametric Differentiable Predictive Control Policies von Drgoňa, Ján, Mukherjee, Sayak, Tuor, Aaron, Halappanavar, Mahantesh, Vrabie, Draguna

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Neural Ordinary Differential Equations for Nonlinear System Identification von Rahman, Aowabin, Drgoňa, Ján, Tuor, Aaron, Strube, Jan

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Learning Constrained Adaptive Differentiable Predictive Control Policies With Guarantees von Drgona, Jan, Tuor, Aaron, Vrabie, Draguna

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Constrained Neural Ordinary Differential Equations with Stability Guarantees von Tuor, Aaron, Drgona, Jan, Vrabie, Draguna

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Deep Learning Explicit Differentiable Predictive Control Laws for Buildings von Drgona, Jan, Tuor, Aaron, Vasisht, Soumya, Skomski, Elliott, Vrabie, Draguna

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Domain-aware Control-oriented Neural Models for Autonomous Underwater Vehicles von Cortez, Wenceslao Shaw, Vasisht, Soumya, Tuor, Aaron, Drgoňa, Ján, Vrabie, Draguna

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Dissipative Deep Neural Dynamical Systems von Drgona, Jan, Vasisht, Soumya, Tuor, Aaron, Vrabie, Draguna

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