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Energy-Efficient Smart Home Lighting AI by athadu_366384719 is a document available to read on EtoBox.

BitRL-Light is a novel framework that integrates 1-bit quantized Large Language Models with Deep Q-Network reinforcement learning for optimizing smart home lighting systems, achieving significant energy savings and user satisfaction. The system demonstrates a 32% reduction in energy consumption compared to traditional rule-based systems while maintaining low latency and high accuracy on resource-constrained devices like Raspberry Pi. This approach enables intelligent home automation without reliance on clou

Author
athadu_366384719
Language
EN