A Near-Zero Energy Smart Greenhouse Integrated Into a Microgrid for Sustainable Energy and Microclimate Management

This paper presents a novel smart greenhouse integrated into a microgrid (SGIM) designed to optimize energy and microclimate management for sustainable agriculture. The SGIM integrates photovoltaic (PV) panels, a micro-combined heat and power (micro-CHP) unit, and an energy storage system to deliver...

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Main Authors: Tuan Minh Tran, Ahmed Ouammi, Louis A-Dessaint
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10858709/
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author Tuan Minh Tran
Ahmed Ouammi
Louis A-Dessaint
author_facet Tuan Minh Tran
Ahmed Ouammi
Louis A-Dessaint
author_sort Tuan Minh Tran
collection DOAJ
description This paper presents a novel smart greenhouse integrated into a microgrid (SGIM) designed to optimize energy and microclimate management for sustainable agriculture. The SGIM integrates photovoltaic (PV) panels, a micro-combined heat and power (micro-CHP) unit, and an energy storage system to deliver efficient, localized energy generation and management. Within this framework, a Nonlinear Model Predictive Control (NMPC) and an Extended Kalman Filter (EKF) are employed to regulate critical microclimate parameters such as temperature, relative humidity, CO2 concentration, and lighting intensity, while optimally managing energy storage to reduce grid power imports. The NMPC minimizes a cost function encompassing multiple objectives and constraints, whereas the EKF enhances control precision by addressing measurement errors and model noise. Simulations revealed that the SGIM met over 83% of its energy needs through local generation, with only 3.8% sourced from the external grid. This approach offers an effective solution for achieving near-zero energy consumption in sustainable agriculture, with scalability for various greenhouse types and sizes.
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publishDate 2025-01-01
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spelling doaj-art-40544e88ecb54f0c9f67ecd945b6baf62025-02-07T00:01:28ZengIEEEIEEE Access2169-35362025-01-0113222432225810.1109/ACCESS.2025.353753610858709A Near-Zero Energy Smart Greenhouse Integrated Into a Microgrid for Sustainable Energy and Microclimate ManagementTuan Minh Tran0https://orcid.org/0009-0005-4410-7453Ahmed Ouammi1https://orcid.org/0000-0002-3735-5062Louis A-Dessaint2https://orcid.org/0000-0003-2739-1999Department of Electrical Engineering, École de Technology Supérieure (ETS), Montreal, QC, CanadaDepartment of Electrical Engineering, École de Technology Supérieure (ETS), Montreal, QC, CanadaDepartment of Electrical Engineering, École de Technology Supérieure (ETS), Montreal, QC, CanadaThis paper presents a novel smart greenhouse integrated into a microgrid (SGIM) designed to optimize energy and microclimate management for sustainable agriculture. The SGIM integrates photovoltaic (PV) panels, a micro-combined heat and power (micro-CHP) unit, and an energy storage system to deliver efficient, localized energy generation and management. Within this framework, a Nonlinear Model Predictive Control (NMPC) and an Extended Kalman Filter (EKF) are employed to regulate critical microclimate parameters such as temperature, relative humidity, CO2 concentration, and lighting intensity, while optimally managing energy storage to reduce grid power imports. The NMPC minimizes a cost function encompassing multiple objectives and constraints, whereas the EKF enhances control precision by addressing measurement errors and model noise. Simulations revealed that the SGIM met over 83% of its energy needs through local generation, with only 3.8% sourced from the external grid. This approach offers an effective solution for achieving near-zero energy consumption in sustainable agriculture, with scalability for various greenhouse types and sizes.https://ieeexplore.ieee.org/document/10858709/Smart greenhousemicrogridrenewable energyenergy efficiency
spellingShingle Tuan Minh Tran
Ahmed Ouammi
Louis A-Dessaint
A Near-Zero Energy Smart Greenhouse Integrated Into a Microgrid for Sustainable Energy and Microclimate Management
IEEE Access
Smart greenhouse
microgrid
renewable energy
energy efficiency
title A Near-Zero Energy Smart Greenhouse Integrated Into a Microgrid for Sustainable Energy and Microclimate Management
title_full A Near-Zero Energy Smart Greenhouse Integrated Into a Microgrid for Sustainable Energy and Microclimate Management
title_fullStr A Near-Zero Energy Smart Greenhouse Integrated Into a Microgrid for Sustainable Energy and Microclimate Management
title_full_unstemmed A Near-Zero Energy Smart Greenhouse Integrated Into a Microgrid for Sustainable Energy and Microclimate Management
title_short A Near-Zero Energy Smart Greenhouse Integrated Into a Microgrid for Sustainable Energy and Microclimate Management
title_sort near zero energy smart greenhouse integrated into a microgrid for sustainable energy and microclimate management
topic Smart greenhouse
microgrid
renewable energy
energy efficiency
url https://ieeexplore.ieee.org/document/10858709/
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