Combining light polarization and speckle measurements with multivariate analysis to predict bulk optical properties of turbid media

Autor: Maxime Ryckewaert, Ryad Bendoula, Claude Amra, Myriam Zerrad, Daphné Héran, Yannick Abautret
Přispěvatelé: Information – Technologies – Analyse Environnementale – Procédés Agricoles (UMR ITAP), Institut national de recherche en sciences et technologies pour l'environnement et l'agriculture (IRSTEA)-Institut national d’études supérieures agronomiques de Montpellier (Montpellier SupAgro), Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro), CONCEPT (CONCEPT), Institut FRESNEL (FRESNEL), Centre National de la Recherche Scientifique (CNRS)-École Centrale de Marseille (ECM)-Aix Marseille Université (AMU)-Centre National de la Recherche Scientifique (CNRS)-École Centrale de Marseille (ECM)-Aix Marseille Université (AMU), Institut national de recherche en sciences et technologies pour l'environnement et l'agriculture (IRSTEA), Aix Marseille Université (AMU)-École Centrale de Marseille (ECM)-Centre National de la Recherche Scientifique (CNRS)-Aix Marseille Université (AMU)-École Centrale de Marseille (ECM)-Centre National de la Recherche Scientifique (CNRS), ANR-16-CE04-0010,OptiPAG,Outils optiques pour l'agriculture de précision(2016)
Jazyk: angličtina
Rok vydání: 2019
Předmět:
POLARIZATION
LIGHT ABSORPTION
POLARIZATION PARAMETERS
MULTI VARIATE ANALYSIS
PREDICTION MODEL
MULTIVARIANT ANALYSIS
01 natural sciences
Molecular physics
010309 optics
Speckle pattern
Optics
SCATTERING MEDIA
Light propagation
Dynamic light scattering
0103 physical sciences
Linear regression
ABSORPTION AND SCATTERINGS
OPTICAL PROPERTIES
Electrical and Electronic Engineering
Engineering (miscellaneous)
ComputingMilieux_MISCELLANEOUS
Physics
[PHYS.PHYS.PHYS-OPTICS]Physics [physics]/Physics [physics]/Optics [physics.optics]
STEPWISE MULTIPLE LINEAR REGRESSION
business.industry
Scattering
CHEMOMETRIC TOOLS
SPECKLE
Polarization (waves)
Atomic and Molecular Physics
and Optics

SPECKLE PATTERN ANALYSIS
[SPI.ELEC]Engineering Sciences [physics]/Electromagnetism
[SPI.OPTI]Engineering Sciences [physics]/Optics / Photonic
business
Material properties
LIGHT POLARIZATION
Zdroj: Applied optics
Applied optics, Optical Society of America, 2019, 58 (30), pp.8247. ⟨10.1364/AO.58.008247⟩
Applied optics, 2019, 58 (30), pp.8247. ⟨10.1364/AO.58.008247⟩
ISSN: 0003-6935
1539-4522
1559-128X
2155-3165
Popis: [Departement_IRSTEA]Ecotechnologies [TR1_IRSTEA]INSPIRE [ADD1_IRSTEA]Équiper l'agriculture; International audience; This study aims to investigate the combination of speckle pattern analysis, polarization parameters, and chemo-metric tools to predict the optical absorption and scattering properties of materials. For this purpose, an optical setup based on light polarization and speckle measurements was developed, and turbid samples were measured at 405 and 660 nm. First, a backscattered polarized speckle acquisition was performed on a set of 41 samples with various scattering (µ s) and absorbing (µ a) coefficients. Then, several parameters were computed from the polarized speckle images, and prediction models were built using stepwise multiple linear regression. For scattering media, µ s was predicted with R 2 = 0.9 using two parameters. In the case of scattering and absorbing media, prediction results using two parameters were R 2 = 0.62 for µ s and R 2 = 0.8 for µ a. The overall results obtained in this research showed that the combination of speckle pattern analysis, polarization parameters, and chemometric tools to predict the optical bulk properties of materials show interesting promise.
Databáze: OpenAIRE