Optimal Supplemental Lighting Control Using LED Lamps in Greenhouses Considering Multicrops and Spatial Supplemental Light Distribution

This brief aims at developing an <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">optimal</i> supplemental lighting control method using light-emitting diode (LED) lamps in controlled environmental agriculture. Existing results in the literature have <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">not</i> contemplated the problem under <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">supplemental light distribution</i> and/or <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">multicrops</i> in greenhouses where “supplemental light distribution” is referred to the horizontal pattern it casts and amount of light that reaches certain vertical angles and “multicrops” is defined as cultivating different plants in a greenhouse. To the best knowledge of the authors, this work is the <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">first</i> that fills the aforementioned gap. To address the problem, an approach for <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">sectioning</i> LED lamps’ control sources in a greenhouse is proposed, and an optimization problem is formulated for minimizing the electricity cost, light intensity regulation, and/or peak of supplemental lights minimization under <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">both</i> supplemental light distribution and multicrops cases for which a learning-based algorithm is given under sunlight prediction (which is based on the Markov process). A switched algorithm is then proposed to reduce electricity cost to the lowest possible. Finally, a numerical example is provided in order to demonstrate the result and its advantages.

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Publication Details

Journal
IEEE Transactions on Control Systems Technology
Published
2025-03-31
DOI
https://doi.org/10.1109/tcst.2025.3553000
Primary Topic
Greenhouse Technology and Climate Control
Type
article
Field-Weighted Citation Impact
0.00
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article

Optimal Supplemental Lighting Control Using LED Lamps in Greenhouses Considering Multicrops and Spatial Supplemental Light Distribution

Marc W. van Iersel, Seyyed Shaho Alaviani, Javad Mohammadpour Velni
IEEE Transactions on Control Systems Technology
Greenhouse Technology and Climate Control
article

Optimal Supplemental Lighting Control Using LED Lamps in Greenhouses Considering Multicrops and Spatial Supplemental Light Distribution

Marc W. van Iersel, Seyyed Shaho Alaviani, Javad Mohammadpour Velni
article en

Abstract

This brief aims at developing an <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">optimal</i> supplemental lighting control method using light-emitting diode (LED) lamps in controlled environmental agriculture. Existing results in the literature have <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">not</i> contemplated the problem under <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">supplemental light distribution</i> and/or <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">multicrops</i> in greenhouses where “supplemental light distribution” is referred to the horizontal pattern it casts and amount of light that reaches certain vertical angles and “multicrops” is defined as cultivating different plants in a greenhouse. To the best knowledge of the authors, this work is the <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">first</i> that fills the aforementioned gap. To address the problem, an approach for <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">sectioning</i> LED lamps’ control sources in a greenhouse is proposed, and an optimization problem is formulated for minimizing the electricity cost, light intensity regulation, and/or peak of supplemental lights minimization under <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">both</i> supplemental light distribution and multicrops cases for which a learning-based algorithm is given under sunlight prediction (which is based on the Markov process). A switched algorithm is then proposed to reduce electricity cost to the lowest possible. Finally, a numerical example is provided in order to demonstrate the result and its advantages.

IEEE Transactions on Control Systems TechnologyVol. 33(5)
University of Minnesota (US), University of Georgia (US), Clemson University (US)
Affordable and clean energy
Openalex Percentile: Top 96%
Greenhouse Technology and Climate Control
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