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Quantifying the Energy Floor: Direct Measurement and Replay Buffer Bias in SAC-Based HVAC Control on sbsim

Announce Type: new Abstract: We quantify the energy floor -- the minimum achievable cost given action space constraints -- for Soft Actor-Critic (SAC) HVAC control on the sbsim calibrated building simulator. Through minimum-action experiments, we directly measure this floor at USD 35.51/day, dominated by continuous electrical loads (USD 35.44, 99.8%) with negligible gas consumption. The standard SAC baseline, initialized with schedule-policy replay buffer transitions, converges to USD...

arXiv CS 8d ago

RESCAST-100K: A Comprehensive Dataset for Cross-Domain Residential Load and Indoor Temperature Forecasting

arXiv:2606.02852v1 Announce Type: new Abstract: Accurate short-term forecasting of residential energy load and indoor temperature is essential for home energy management systems, grid-level demand response, and community energy efficiency efforts. Domain adaptation and transfer learning have shown promise for improving forecasting accuracy under data heterogeneity and scarcity commonly seen in residential settings. However, progress is limited by the lack of comprehensive residential...

arXiv CS 7d ago

Smokin' Charley Hull gets off to a fast start at U.S. Women's Open before fading, Stephen A weight loss & MEAT

Welcome in to another edition of Friday Screencaps where I address my 16th wedding anniversary with Mrs. Screencaps and we check in with Smokin' Charley Hull at the U.S. Women's Open to see if she's returned to smoking cigs at a tournament as the pressure mounts. First, I would be a complete moron if I didn't mention the anniversary thing. Last week, Mrs. Screencaps and I started to build a plan for the evening and where we might want to go to dinner with our boys.

Fox News 5d ago