Enhancing Energy Efficiency of Greenhouses using AI-based Climate Control
February 28, 2023 | Advances in Applied Energy |
Introduction: Researchers from Cornell University in USA proposed the use of novel artificial intelligence (AI)-based control framework to enhance the energy efficiency of greenhouses while accurately regulating their indoor climate. The AI-based strategy learns from historical greenhouse climate data and adapts to current weather conditions and crop growth.
Key findings: In comparison to traditional control methods, the AI-based framework demonstrated remarkable performance. In a case study focused on controlling the greenhouse climate for tomato crops, the proposed strategy led to a substantial 57% reduction in energy consumption compared to conventional methods.
Read more: Energy-efficient AI-based Control of Semi-closed Greenhouses Leveraging Robust Optimization in Deep Reinforcement Learning
Fig. | Greenhouse simulation depicting the external disturbances, control actuators, and greenhouse states along with its components.
Viewed Articles
February 28, 2023 | Advances in Applied Energy |Â Â Introduction: Researchers from Cornell University in USA proposed the use of novel artificial intelligence (AI)-based control framework to enhance the
Read More
November 20, 2020 | Journal of Cleaner Production |Â Introduction: Greenhouses account for the largest share of final energy consumption in agriculture, with heating alone consuming 65-85% of total ene
May 24, 2025 | Computers and Electronics in Agriculture |  Introduction: Timely and accurate monitoring of rice pests and diseases is essential for limiting production losses estimated at 10–30% of an
February, 2025 | Agricultural Systems | Â Introduction: Accurate and timely yield prediction is critical for breeding trials, as it enables early elimination of poor-performing varieties and accelerate
December 19, 2024 | Sensors |Â Introduction: Automated greenhouse systems typically depend on fixed set-point controls that require skilled technicians for configuration and maintenance, limiting scala
April 20, 2023 | Journal of Cleaner Production | Source | Â Introduction: Fresh food cold supply chains (CSCs) in developing countries face major sustainability issues, including food waste, high energ
