食品科学 ›› 2026, Vol. 47 ›› Issue (9): 312-323.doi: 10.7506/spkx1002-6630-20251101-001

• 安全检测 • 上一篇    下一篇

黑心病对马铃薯光学特性的影响及蒙特卡洛多层光传输模拟

李道城,于赛薇,陈国良,陈百超,郝泓瑞,刘大洋   

  1. (东北林业大学计算机与控制工程学院,黑龙江 哈尔滨 150040)
  • 出版日期:2026-05-15 发布日期:2026-06-03
  • 基金资助:
    国家自然科学基金青年科学基金项目(32202147);中国博士后基金项目(2021M690573); 中央高校基本科研业务费专项(2572020BF05)

Effect of Blackheart on Optical Properties of Potato Flesh and Monte Carlo Simulation of Light Transport in Multilayered Potato Tissues

LI Daocheng, YU Saiwei, CHEN Guoliang, CHEN Baichao, HAO Hongrui, LIU Dayang   

  1. (College of Computer and Control Engineering, Northeast Forestry University, Harbin 150040, China)
  • Online:2026-05-15 Published:2026-06-03

摘要: 马铃薯在贮藏和运输过程中易因缺氧诱发黑心病,严重影响品质与市场价值。针对现有研究缺乏1 000 nm以上波段黑心病组织光学参数的测量和忽略组织部位之间的差异,难以反映真实光传输规律的问题,本研究采用双积分球系统结合反向倍增算法,在420~1 650 nm波段测量了不同黑心程度组织的吸收系数(μa)和约化散射系数(μs’),并采用蒙特卡洛方法模拟了光在多层黑心病马铃薯组织中的传输情况。结果表明,随黑心程度加重,μa显著升高,在约530 nm处重度和轻度黑心组织分别为健康组织的5.7 倍和2.2 倍;μs’受组织结构变化影响而增加,中心与边缘差异较大,边缘通常为中心的1.5~2.0 倍。组织穿透深度整体呈现‘健康>黑心,中心>边缘>表皮’的趋势,且在可见光区健康组织的穿透深度通常分别高于轻度和重度黑心1.5 倍和2.5 倍,不同黑心程度间的差异更为明显。蒙特卡洛多层光传输模拟及卷积运算结果显示,入射光在马铃薯组织中以吸收为主,420 nm处衰减迅速、穿透受限,890 nm处吸收较弱、穿透与扩散更深且其漫反射响应对边缘组织病变具有较高辨识能力,说明该波段在黑心马铃薯无损检测中具有较高的应用潜力。本研究为基于光谱技术的马铃薯黑心病的无损检测与分级提供了理论依据。

关键词: 马铃薯;黑心病;光学参数;蒙特卡洛模拟;积分球

Abstract: Under hypoxic conditions during storage and transportation, potatoes are prone to developing blackheart, which severely degrades their quality and market value. In view of the limitations of existing studies, including the lack of measurements of optical properties of blackheart-affected tissues at wavelengths above 1 000 nm and the neglect of differences among tissue regions, hindering an accurate representation of light transport behavior, this study employed a double integrating sphere system combined with the inverse adding-doubling algorithm to measure the absorption coefficient (μa) and reduced scattering coefficient (μs’) of tissues with different blackheart severities over the 420–1 650 nm spectral range. In addition, the Monte Carlo method was used to simulate light transport in multilayer blackheart-affected potato tissues. The results showed that μa increased significantly with increasing blackheart severity. At approximately 530 nm, the μa values of severely and mildly blackheart-affected tissues were 5.7 and 2.2 times that of healthy tissue, respectively. The μs’ increased due to structural changes in tissues, with pronounced differences between the central and peripheral regions; the values in the peripheral region were generally 1.5–2.0 times those in the central region. Overall, the penetration depth of tissues followed the decreasing order of center > periphery > peel, with healthy tissue exhibiting greater penetration depth than blackheart-affected tissue. In the visible light region, the penetration depth of healthy tissue was 1.5 and 2.5 times that of mildly and severely blackheart-affected tissues, respectively, with more pronounced differences observed among different blackheart severities. Monte Carlo simulations of light transport in multilayered tissues combined with convolution analysis further indicated that light propagation in potato tissues was dominated by absorption. At 420 nm, attenuation was rapid and penetration was limited, whereas at 890 nm absorption was weaker, allowing deeper penetration and diffusion. Moreover, the diffuse reflectance response at 890 nm exhibited high sensitivity to lesions in peripheral tissues, demonstrating the strong potential of this wavelength for nondestructive detection of blackheart in potatoes. This study provides a theoretical basis for the nondestructive detection and grading of potato blackheart using spectroscopic techniques.

Key words: potato; blackheart; optical parameters; Monte Carlo simulation; integrating sphere

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