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cs.LG2025
Targeted Digital Twin via Flow Map Learning and Its Application to Fluid Dynamics
Qifan Chen, Zhongshu Xu, Jinjin Zhang +1
We present a numerical framework for constructing a targeted digital twin (tDT) that directly models the dynamics of quantities of interest (QoIs) in a full digital twin (DT). The…
cs.LG2025
DUE: A Deep Learning Framework and Library for Modeling Unknown Equations
Junfeng Chen, Kailiang Wu, Dongbin Xiu
Equations, particularly differential equations, are fundamental for understanding natural phenomena and predicting complex dynamics across various scientific and engineering discip…