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Smart Agriculture ›› 2025, Vol. 7 ›› Issue (4): 47-57.doi: 10.12133/j.smartag.SA202505029

• 专题--农产品品质智能感知与分级 • 上一篇    下一篇

光在沃柑组织中传播的蒙特卡罗模拟和漫反射模式下光谱检测优化

欧阳爱国1,2, 王阳1, 刘燕德1,2(), 侯佑飞1, 王观田1   

  1. 1. 华东交通大学 机电与车辆工程学院,江西 南昌 330000,中国
    2. 厦门理工学院 机电与汽车工程学院,厦门 361024,中国
  • 收稿日期:2025-05-28 出版日期:2025-07-30
  • 基金项目:
    国家重点研发计划项目(2023YFD2001301)
  • 作者简介:

    欧阳爱国,教授,研究方向为智能机电装备技术。E-mail:

  • 通信作者:
    刘燕德,博士,教授,研究方向为无损智能检测技术。E-mail:

Monte Carlo Simulation of Light Propagation in Orah Mandarin Tissues and Optimization of Spectral Detection in Diffuse Reflection Mode

OUYANG Aiguo1,2, WANG Yang1, LIU Yande1,2(), HOU Youfei1, WANG Guantian1   

  1. 1. School of Mechatronics and Vehicle Engineering, East China Jiaotong University, Nanchang 330000, China
    2. School of Mechanical and Automotive Engineering, Xiamen University of Technology, Xiamen 361024, China
  • Received:2025-05-28 Online:2025-07-30
  • Foundation items:National Key Research and Development Program of China(2023YFD2001301)
  • About author:

    OUYANG Aiguo, E-mail:

  • Corresponding author:
    LIU Yande, E-mail:

摘要:

【目的/意义】 可见/近红外光谱(Visible/Near-Infrared Spectroscopy, Vis/NIRS)技术是一种有效评估沃柑品质的方法,然而沃柑作为一种多层厚皮水果,不同组织层的光学特性(Optical Properties, OPs)会对品质评价产生影响,因此本研究旨在利用蒙特卡罗方法模拟光在沃柑组织中的传播规律,来优化检测装置的配置。 【方法】 采用单积分球系统结合逆向加倍法测量了30个沃柑不同组织层(油胞层、海绵层和果肉组织)的光学参数,并结合基于体素的蒙特卡罗(Monte Carlo eXtreme, MCX)对光在沃柑组织内的传播进行模拟。 【结果和讨论】 光在沃柑组织内以吸收为主,透射的光子占比小于4.2%。随着光源检测器距离的增加,光在沃柑组织中的平均光程和光衰减增加,油胞层、海绵层和果肉组织对检测到信号的贡献率则分别为降低、降低和增加。此外,光学漫反射率随着光源检测器距离的增加而下降。基于模拟结果,建议沃柑品质检测装置的光源-探测器距离应设置在13~15 mm范围内,这一配置能够在确保果肉组织信号贡献率保持较高水平的同时,获得足够强的漫反射信号强度,从而提高检测精度和可靠性。 【结论】 本研究测量了沃柑组织的OPs,并研究了光在沃柑组织中的传播情况,为开发更精确的沃柑无损检测方法和设备提供了参考依据。

关键词: 沃柑, 光学特性, 蒙特卡罗模拟, 光传输, 漫反射

Abstract:

[Objective] Visible light/near-infrared (Vis/NIR) spectroscopy serves as an effective method for quality assessment of orah mandarin. However, as a multi-layered thick-skinned fruit, the optical properties (OPs) of different tissue layers in orah mandarin affect quality evaluation, resulting in weak signals and difficulties in extracting pulp information when applying Vis/NIR spectroscopy in practical applications. This research utilizes Monte Carlo methods to reveal the light propagation mechanism within the multi-layered tissues of orah mandarin, clarify the optical properties of each tissue layer and their contributions to detection signals, and provide theoretical basis and technical support for optimizing spectral detection systems under diffuse reflectance mode. [Methods] Orah mandarin was selected as the research material. The optical parameters of its oil sac layer, albedo layer, and pulp tissue were measured in the 500~1 050 nm band using a single integrating sphere system combined with the Inverse Adding-Doubling method (Integrating Sphere-Inverse Adding-Doubling method, IS-IAD). Based on the optical parameters of different tissue layers, a three-layer concentric sphere model (oil sac layer, albedo layer, and pulp tissue) was established. The voxel-based Monte Carlo eXtreme (MCX) method was employed to study the transmission patterns of simulated photons in orah mandarin under diffuse reflectance mode, in order to optimize the configuration of detection devices. [Results and Discussions] The experimental results demonstrated that throughout the entire wavelength range, the oil sac layer and albedo layer exhibited identical variation trends in average absorption coefficient and average reduced scattering coefficient. The oil sac layer, rich in liposoluble pigments such as carotenoids, resulted in a peak absorption coefficient at 500 nm, while the porous structure of the albedo layer led to a higher reduced scattering coefficient, and the pulp tissue exhibited the lowest reduced scattering coefficient due to its translucent structure. Light penetration depth analysis revealed that in the 500~620 nm band, the light penetration depth of the oil sac layer was higher than that of the albedo layer, while at 980 nm, due to water molecule absorption, the light penetration depth of the pulp tissue showed a significant valley. Monte Carlo simulation results indicated that light was primarily absorbed within orah mandarin tissue, with transmitted photons accounting for less than 4.2%. As the source-detector distance increased, the average optical path and light attenuation in orah mandarin tissue showed an upward trend, while the contribution rates of the oil sac layer, albedo layer, and pulp tissue to the detected signal showed decreasing, decreasing, and increasing trends, respectively. Additionally, the optical diffuse reflectance decreased significantly with increasing source-detector distance. Based on the simulation results, it was recommended that the source-detector distance for orah mandarin quality detection devices should be set in the range of 13~15 mm. This configuration could maintain a high signal contribution rate from pulp tissue while obtaining sufficient diffuse reflectance signal strength, thereby improving detection accuracy and reliability. [Conclusions] The combination of Vis/NIR spectroscopy and Monte Carlo simulation methods systematically reveals the light propagation patterns and energy distribution within orah mandarin tissue, providing important theoretical basis and methodological support for non-destructive detection of orah mandarin. By employing a single integrating sphere system with the Inverse Adding-Doubling method to obtain optical parameters of each tissue layer and utilizing voxel-based Monte Carlo simulation to thoroughly investigate photon propagation patterns within the fruit, this research accurately quantifies the contribution rates of different tissue layers to diffuse reflectance signals and effectively optimizes key parameters of the detection system. These findings provide important references for developing more precise non-destructive detection methods and equipment for orah mandarin.

Key words: orah mandarin, optical properties, Monte Carlo simulation, optical transmission, diffuse reflection

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