Global ETD Search
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Showing 1 to 2 of 2 for “"INVERSE PINNS"”.
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Physics-Informed Neural Networks (PINNS) and Inverse PINNS for the Modeling and Parameter Estimation of Electric Pumps in Liquid-Propellant Rocket Engines
… by utilizing Physics-Informed Neural Networks (PINNs) and inverse Physics-Informed Neural Networks (iPINNs). In an extreme system such as a liquidpropellent rocket engine, accurate control and efciency is imperative for successful performance. The electric pump system is inherently nonlinear and …
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Physics-Informed Neural Networks for Structural Health Monitoring of Bridges
… parameters using limited measurements. As PINNs are a relatively new development with almost no prior application to SHM at the commencement of this study, this research's approach has been incremental, starting from simple scenarios, and gradually ramping up complexity, examining both …