Influence of the size and skin thickness of apple varieties on the retrieval of internal optical properties using Vis/NIR spectroscopy: A Monte Carlo-based study

被引:23
作者
Vaudelle, Fabrice [1 ]
L'Huillier, Jean-Pierre [1 ]
机构
[1] Arts & Metiers ParisTech, LAMPA, PRES LUNAM, F-49035 Angers, France
关键词
Apple; Size and skin; Flesh optical properties; Inversion procedure; Vis/NIR spectroscopy; Monte Carlo simulation; TIME-RESOLVED REFLECTANCE; FINITE-ELEMENT APPROACH; PHOTON MIGRATION; DIFFUSE-REFLECTANCE; WAVELENGTH RANGE; SOLUBLE SOLIDS; TURBID MEDIA; FLUORESCENCE SPECTROSCOPY; SCATTERING PROPERTIES; SPECTRAL ABSORPTION;
D O I
10.1016/j.compag.2015.06.009
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Visible/near-infrared spectroscopy is a well-established method to measure optical properties of tissues, assuming that a light propagation model can be used to recover absorption and reduced scattering coefficients from non-invasive probing. Spectroscopic measurements have achieved success in non-destructive assessment of apple optical properties and quality attributes. However, the spectroscopy of apples must consider the size of the fruit and the presence of the thin skin layer that surrounds the flesh, to correctly read the signals acquired on the boundary. In this research, the fruit was modelled as a two layer spherical structure with various radii and finite thickness of the upper skin layer. Monte Carlo computations were performed to generate time-resolved reflectance and spatially-resolved reflectance measurements. Simulated data were then fitted using a procedure based on Levenberg Marquardt algorithm with specific semi-infinite models. The errors in the retrieved optical properties of the flesh (absorption coefficient mu(a), and reduced scattering coefficient mu'(s)) were studied as functions of apple radius, skin thickness, and source detector distance, for given optical parameter sets assigned to the flesh and the skin. The results suggest that the time-resolved reflectance spectroscopy may probe optical properties of the flesh regardless of the skin layer, when a sufficient source detector distance (15 mm) is used for the measurements. Similar results were found in case of using the spatially resolved spectroscopy, because measurements extend up to 15-29 mm by steps of 1 mm or 2 mm. The computations also show that the curvature of the boundary has noticeable effect on the errors in the retrieved optical coefficients of the flesh. However, results from time-resolved spectroscopy are more influenced by the size of apples, compared with the spatially-resolved spectroscopy. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:137 / 149
页数:13
相关论文
共 59 条
[1]  
Alerstam E., 2011, Optical spectroscopy of turbid media: time-domain measurements and accelerated Monte Carlo modelling
[2]   A FINITE-ELEMENT APPROACH FOR MODELING PHOTON TRANSPORT IN TISSUE [J].
ARRIDGE, SR ;
SCHWEIGER, M ;
HIRAOKA, M ;
DELPY, DT .
MEDICAL PHYSICS, 1993, 20 (02) :299-309
[3]   Time-dependent diffusion and transport calculations using a finite-element-spherical harmonics method [J].
Aydin, ED ;
Katsimichas, S ;
de Oliveira, CRE .
JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER, 2005, 95 (03) :349-363
[4]   Analysis of laser light propagation in kiwifruit using backscattering imaging and Monte Carlo simulation [J].
Baranyai, Laszlo ;
Zude, Manuela .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2009, 69 (01) :33-39
[5]   Three dimensional Monte Carlo code for photon migration through complex heterogeneous media including the adult human head [J].
Boas, DA ;
Culver, JP ;
Stott, JJ ;
Dunn, AK .
OPTICS EXPRESS, 2002, 10 (03) :159-170
[6]   A REVIEW OF THE OPTICAL-PROPERTIES OF BIOLOGICAL TISSUES [J].
CHEONG, WF ;
PRAHL, SA ;
WELCH, AJ .
IEEE JOURNAL OF QUANTUM ELECTRONICS, 1990, 26 (12) :2166-2185
[7]   Photon migration through a turbid slab described by a model based on diffusion approximation .2. Theory [J].
Contini, D ;
Martelli, F ;
Zaccanti, G .
APPLIED OPTICS, 1997, 36 (19) :4587-4599
[8]   Nondestructive quantification of chemical and physical properties of fruits by time-resolved reflectance spectroscopy in the wavelength range 650-1000 nm [J].
Cubeddu, R ;
D'Andrea, C ;
Pifferi, A ;
Taroni, P ;
Torricelli, A ;
Valentini, G ;
Dover, C ;
Johnson, D ;
Ruiz-Altisent, M ;
Valero, C .
APPLIED OPTICS, 2001, 40 (04) :538-543
[9]   Time-resolved reflectance spectroscopy applied to the nondestructive monitoring of the internal optical properties in apples [J].
Cubeddu, R ;
D'Andrea, C ;
Pifferi, A ;
Taroni, P ;
Torricelli, A ;
Valentini, G ;
Ruiz-Altisent, M ;
Valero, C ;
Ortiz, C ;
Dover, C ;
Johnson, D .
APPLIED SPECTROSCOPY, 2001, 55 (10) :1368-1374
[10]   Finite element approach to photon propagation modeling in semi-infinite homogeneous and multilayered tissue structures [J].
Deulin, X ;
L'Huillier, JP .
EUROPEAN PHYSICAL JOURNAL-APPLIED PHYSICS, 2006, 33 (02) :133-146