Towards End-to-End Structure Solutions from Information-Compromised Diffraction Data via Generative Deep Learning

1 code implementation • 23 Dec 2023 • Gabe Guo, Judah Goldfeder, Ling Lan, Aniv Ray, Albert Hanming Yang, Boyuan Chen, Simon JL Billinge, Hod Lipson

The revolution in materials in the past century was built on a knowledge of the atomic arrangements and the structure-property relationship.

A Lightweight Calibrated Simulation Enabling Efficient Offline Learning for Optimal Control of Real Buildings

no code implementations • 12 Oct 2023 • Judah Goldfeder, John Sipple

Modern commercial Heating, Ventilation, and Air Conditioning (HVAC) devices form a complex and interconnected thermodynamic system with the building and outside weather conditions, and current setpoint control policies are not fully optimized for minimizing energy use and carbon emission.

Reinforcement Learning (RL)