Microsoft

Computationally Efficient Methods for Selecting Among Mixtures of Graphical Models

We describe computationally efficient methods for Bayesian model selection. The methods select among mixtures in which each component is a directed acyclic graphical model (mixtures of DAGs or MDAGs), ...
IEEE

Optimal Joint Operation Method of Integrated Electricity and Heating Systems Based on Multi-Agent Deep Reinforcement Learning Method

Conventional joint operation of integrated electricity and heating systems faces severe challenges, including nonconvex models and computation complexity. Additionally, there are adverse impacts from ...
IEEE

Modeling and Optimization Operation of Improved Power-to-Hydrogen-and-Heat Method at Low Temperature for Reducing Carbon Emissions

Abstract: The power-to-hydrogen-and-heat (P2HH) method is a potential means of improving energy efficiency while reducing carbon emissions. However, existing P2HH methods are ineffective at low ...