Peer-reviewed research, actionable solutions, and the tools to make them work — from HVAC strategies to LED optimization.https://yunshi.tech/zh-CNhttps://yunshi.tech/papers/bu-2024-energy-factors/https://yunshi.tech/papers/bu-2024-energy-factors/U-value, COP, and LED efficacy — a random forest analysis reveals the three factors that explain most of the variation in plant factory energy consumption.Sat, 15 Mar 2025 00:00:00 GMTenergy-efficiencyrandom-foresthvacled-lightinghttps://yunshi.tech/papers/cai-2025-energy-consumption/https://yunshi.tech/papers/cai-2025-energy-consumption/A comprehensive analysis of energy consumption in modern plant factories reveals the baseline — and the path to dramatic improvement.Sat, 08 Mar 2025 00:00:00 GMTenergy-efficiencybaselinehvacled-lightinghttps://yunshi.tech/papers/li-2021-root-zone-cooling/https://yunshi.tech/papers/li-2021-root-zone-cooling/Inter-layer cooling airflow (ILCA) delivers cooling precisely where plants need it — at the roots — avoiding the massive waste of whole-room HVAC systems.Thu, 20 Feb 2025 00:00:00 GMThvaccoolingenergy-efficiencyairflowhttps://yunshi.tech/research/fresh-air-savings/https://yunshi.tech/research/fresh-air-savings/A deep technical analysis of how fresh air exchange affects energy consumption in sealed plant environments — with Python verification and real-world validation.Sat, 18 Jan 2025 00:00:00 GMTenergy-efficiencyhvacventilationcalculation