1 citations · 1 across the 5 of their papers we have counts for
6 papers
When Agents Disagree: Bayesian Backward Reasoning as a Label-Free Anchor for Multi-Agent Collective Decision-Making
Ken Chen, Wei Wang, Sachith Seneviratne +2
When multiple LLM agents yield conflicting answers, the decision-making process dictates whether agent diversity improves performance or merely compounds shared errors. Existing co…
Bidirectional Multimodal Fusion of Sky Images and Time-Series for Solar Forecasting with Large Language Models
Ken Chen, Maneesha Perera, Wei Wang +3
Short-term photovoltaic (PV) power and global horizontal irradiance (GHI) forecasts are essential for effective dispatch, reserve scheduling, and grid operations. At these forecast…
Interpretable SHAP-bounded Bayesian Optimization for Underwater Acoustic Metamaterial Coating Design
Hansani Weeratunge, Dominic Robe, Elnaz Hajizadeh
We developed an interpretability informed Bayesian optimization framework to optimize underwater acoustic coatings based on polyurethane elastomers with embedded metamaterial featu…
Distributed solar generation forecasting using attention-based deep neural networks for cloud movement prediction
Maneesha Perera, Julian De Hoog, Kasun Bandara +2
Accurate forecasts of distributed solar generation are necessary to maintain grid stability amid the increased uptake of distributed solar photovoltaic (PV) systems. However, the h…
A novel machine learning enabled hybrid optimization framework for efficient and transferable coarse-graining of a model polymer
Zakiya Shireen, Hansani Weeratunge, Adrian Menzel +4
This work presents a novel framework governing the development of an efficient, accurate, and transferable coarse-grained (CG) model of a polyether material. The proposed framework…
A machine learning accelerated inverse design of underwater acoustic polyurethane coatings with cylindrical voids
Hansani Weeratunge, Zakiya Shireen, Sagar Iyer +5
Here, we report the development of a detailed "Materials Informatics" framework for the design of acoustic coatings for underwater sound attenuation through integrating Machine Lea…