Kiran Bacsa

Physics-guided Deep Markov Models for learning nonlinear dynamical systems with uncertainty

Wei Liu, Zhilu Lai, Kiran Bacsa et al. · Mechanical Systems and Signal Processing · 2022 · 60 citations · Full text

Computing, Computer Science, Physics +15

Neural extended Kalman filters for learning and predicting dynamics of structural systems

Wei Liu, Zhilu Lai, Kiran Bacsa et al. · Structural Health Monitoring · 2023 · 34 citations

Computing, Computer Science, Dynamical Systems +16

Neural modal ordinary differential equations: Integrating physics-based modeling with neural ordinary differential equations for modeling high-dimensional monitored structures

Zhilu Lai, Wei Liu, Xudong Jian et al. · Data-Centric Engineering · 2022 · 29 citations · Full text

Computing, Computational Engineering, Computer Science +16

Discussing the spectrum of physics-enhanced machine learning: a survey on structural mechanics applications

Marcus Haywood-Alexander, Wei Liu, Kiran Bacsa et al. · Data-Centric Engineering · 2024 · 27 citations · Full text

Computing, Computer Science, Physics +9

Symplectic encoders for physics-constrained variational dynamics inference

Kiran Bacsa, Zhilu Lai, Wei Liu et al. · Scientific Reports · 2023 · 19 citations · Full text

Natural Sciences, Computer Science, Physics +17