81 citations · 181 across the 14 of their papers we have counts for
5 papers · 1 filter
Latent Space Simulation for Carbon Capture Design Optimization
Brian Bartoldson, Rui Wang, Yucheng Fu +5
The CO2 capture efficiency in solvent-based carbon capture systems (CCSs) critically depends on the gas-solvent interfacial area (IA), making maximization of IA a foundational chal…
Discriminating modelling approaches for Point in Time Economic Scenario Generation
Rui Wang
We introduce the notion of Point in Time Economic Scenario Generation (PiT ESG) with a clear mathematical problem formulation to unify and compare economic scenario generation appr…
BAGUA: Scaling up Distributed Learning with System Relaxations
Shaoduo Gan, Xiangru Lian, Rui Wang +11
Recent years have witnessed a growing list of systems for distributed data-parallel training. Existing systems largely fit into two paradigms, i.e., parameter server and MPI-style…
Physics-Guided Deep Learning for Dynamical Systems: A Survey
Rui Wang, Rose Yu
Modeling complex physical dynamics is a fundamental task in science and engineering. Traditional physics-based models are sample efficient, and interpretable but often rely on rigi…
Meta-Learning Dynamics Forecasting Using Task Inference
Rui Wang, Robin Walters, Rose Yu
Current deep learning models for dynamics forecasting struggle with generalization. They can only forecast in a specific domain and fail when applied to systems with different para…