Active hyperspectral mid-infrared imaging based on a widely tunable quantum cascade laser for early detection of plant water stress

Plant water stress has been extensively studied using hyperspectral visible- and near-infrared systems. Thermal imaging and the recent availability of widely tunable infrared quantum cascade laser (QCL) allow us to propose an active hyperspectral imaging system operating in the mid-infrared (MIR) ba...

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Published inOptical engineering Vol. 60; no. 2; p. 023106
Main Authors El Fakir, Chaimae, Hjeij, Maroun, Le Page, Ronan, Poffo, Luiz, Billiot, Bastien, Besnard, Pascal, Goujon, Jean-Marc
Format Journal Article
LanguageEnglish
Published Society of Photo-Optical Instrumentation Engineers 01.02.2021
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Abstract Plant water stress has been extensively studied using hyperspectral visible- and near-infrared systems. Thermal imaging and the recent availability of widely tunable infrared quantum cascade laser (QCL) allow us to propose an active hyperspectral imaging system operating in the mid-infrared (MIR) band, where the system output consists of a series of narrowband subimages arranged across the reflectance spectrum of the sample, forming a hypercube data acquired by “staring” acquisition technique. To evaluate more precisely the capabilities of the active hyperspectral imaging, we propose a system composed of four powerful tunable QCL covering the 3.9- to 4.7-μm and 7.5- to 11-μm wavelengths ranges. Two cameras are used for detection: an InSb cooled camera ranging from 3 to 5  μm and a bolometer from 7.5 to 13  μm range. This system is validated by applying to growing plants for early water stress detection. Finally, we present and discuss results using partial least squares discriminant analysis classification technique to characterize water status of different plants, separated in two classes: control subjects were maintained at 80% of the amount of water to soil saturation ratio and stressed subjects at 20%. Initial discrimination results have shown the efficiency of the proposed system.
AbstractList Plant water stress has been extensively studied using hyperspectral visible- and near-infrared systems. Thermal imaging and the recent availability of widely tunable infrared quantum cascade laser (QCL) allow us to propose an active hyperspectral imaging system operating in the mid-infrared (MIR) band, where the system output consists of a series of narrowband subimages arranged across the reflectance spectrum of the sample, forming a hypercube data acquired by “staring” acquisition technique. To evaluate more precisely the capabilities of the active hyperspectral imaging, we propose a system composed of four powerful tunable QCL covering the 3.9- to 4.7-μm and 7.5- to 11-μm wavelengths ranges. Two cameras are used for detection: an InSb cooled camera ranging from 3 to 5  μm and a bolometer from 7.5 to 13  μm range. This system is validated by applying to growing plants for early water stress detection. Finally, we present and discuss results using partial least squares discriminant analysis classification technique to characterize water status of different plants, separated in two classes: control subjects were maintained at 80% of the amount of water to soil saturation ratio and stressed subjects at 20%. Initial discrimination results have shown the efficiency of the proposed system.
Plant water stress has been extensively studied using hyperspectral visible-and nearinfrared systems. Thermal imaging and the recent availability of widely tunable infrared quantum cascade laser (QCL) allow us to propose an active hyperspectral imaging system operating in the mid-infrared (MIR) band, where the system output consists of a series of narrowband subimages arranged across the reflectance spectrum of the sample, forming a hypercube data acquired by "staring" acquisition technique. To evaluate more precisely the capabilities of the active hyperspectral imaging, we propose a system composed of four powerful tunable QCL covering the 3.9-to 4.7-μm and 7.5-to 11-μm wavelengths ranges. Two cameras are used for detection: an InSb cooled camera ranging from 3 to 5 μm and a bolometer from 7.5 to 13 μm range. This system is validated by applying to growing plants for early water stress detection. Finally, we present and discuss results using partial least squares discriminant analysis classification technique to characterize water status of different plants, separated in two classes: control subjects were maintained at 80% of the amount of water to soil saturation ratio and stressed subjects at 20%. Initial discrimination results have shown the efficiency of the proposed system.
Author Besnard, Pascal
Poffo, Luiz
Billiot, Bastien
Goujon, Jean-Marc
El Fakir, Chaimae
Hjeij, Maroun
Le Page, Ronan
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Issue 2
Keywords water stress
plant classification
mid-infrared
spectroscopy
hyperspectral imaging
tunable quantum cascade laser
Language English
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Snippet Plant water stress has been extensively studied using hyperspectral visible- and near-infrared systems. Thermal imaging and the recent availability of widely...
Plant water stress has been extensively studied using hyperspectral visible-and nearinfrared systems. Thermal imaging and the recent availability of widely...
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StartPage 023106
SubjectTerms Agricultural sciences
Engineering Sciences
Life Sciences
Optics
Photonic
Sciences and technics of agriculture
Title Active hyperspectral mid-infrared imaging based on a widely tunable quantum cascade laser for early detection of plant water stress
URI http://www.dx.doi.org/10.1117/1.OE.60.2.023106
https://hal.science/hal-03219536
Volume 60
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