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
January 17, 2025 | Scientific Reports |Â Introduction: Greenhouses require stable energy supplies for maintaining optimal environmental conditions, yet their heavy reliance on grid electricity increase
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
March 9, 2025 | Computers and Electronics in Agriculture |Introduction: Declining natural pollinators due to climate change, habitat loss, and pesticide use threaten yields of pollination-dependent tr
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
Introduction: Modern agriculture relies heavily on synthetic nitrogen fertilizers, which contribute to soil degradation, water eutrophication, and greenhouse gas emissions, making biological nitrogen
