Search
-
-
2023-11-30
GHG Emission Reduction ICT in Agrifood Sustainability
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
Enhancing Energy Efficiency of Greenhouses using AI-based Climate Control
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
Nov 30, 2023
GHG Emission Reduction ICT in Agrifood Sustainability
Read More
Climate change impacts on crop breeding: Targeting interacting biotic and abiotic stresses for wheat improvement
Climate change impacts on crop breeding: Targeting interacting biotic and abiotic stresses for wheat improvement
July 06, 2023 | The Plant Genome |  Introduction: Researchers from CIMMYT (Mexico) and Mamoré Research and Innovation (UK) address a critical gap in wheat breeding research: the limited consideration
2026.01.28
ICT in Agrifood Sustainability
Smart breeding driven by big data, artificial intelligence, and integrated genomic-enviromic prediction
Smart breeding driven by big data, artificial intelligence, and integrated genomic-enviromic prediction
November 07, 2022 | Molecular Plant |  Introduction: Climate change and population growth necessitate a transition from traditional phenotypic selection to data-driven "smart breeding". A research tea
2026.01.28
ICT in Agrifood Sustainability
Precise irrigation water and nitrogen management improve water and nitrogen use efficiencies under conservation agriculture in the maize-wheat systems
Precise irrigation water and nitrogen management improve water and nitrogen use efficiencies under conservation agriculture in the maize-wheat systems
July 26, 2023 | Scientific Reports |  Introduction: Over a three-year field experiment aimed at addressing underground water depletion and ensuring agrifood system sustainability, researchers from Int
2023.11.30
ICT in Agrifood Sustainability
Context-specific assessments of carbon footprints of the rice value chain: from product labeling to potential mitigation impacts
Context-specific assessments of carbon footprints of the rice value chain: from product labeling to potential mitigation impacts
June 5, 2023 | International Journal of Life Cycle Assessment | Source |  Introduction: The study, led by researchers from the International Rice Research Institute (IRRI), investigates innovative too
2025.01.24
GHG Emission Reduction ICT in Agrifood Sustainability Measurement, Reporting, Verification
Internet of Plants: Revolutionizing Agriculture with Sensor Networks
Internet of Plants: Revolutionizing Agriculture with Sensor Networks
August 03, 2023 | Nature Reviews Methods Primers | In the study conducted by researchers from Delft University of Technology and Wageningen University & Research, the focus is on introducing the conce
2023.10.29
GHG Emission Reduction ICT in Agrifood Sustainability
BACK
TOP