4.7 Article

Ripeness evaluation of 'Sun Bright' tomato using optical absorption and scattering properties

期刊

POSTHARVEST BIOLOGY AND TECHNOLOGY
卷 103, 期 -, 页码 27-34

出版社

ELSEVIER
DOI: 10.1016/j.postharvbio.2015.02.007

关键词

Tomato; Ripeness; Optical properties; Absorption; Scattering; Hyperspectral imaging

资金

  1. National Natural Science Foundation of China [61275155, 61271384]
  2. 111 Project [1312018]

向作者/读者索取更多资源

Ripeness is one of the most important factors in determining the processing and eating quality of tomato. The objective of this research was to evaluate the changes of optical absorption and scattering properties in tomatoes during ripening, and develop classification models for grading the ripeness of tomatoes using optical absorption and scattering spectra. Optical absorption (mu(a)) and reduced scattering (mu(s)') coefficients over the spectral region between 500 nm and 950 nm were measured, using a hyperspectral imaging-based spatially-resolved instrument, for 281 'Sun Bright' tomatoes harvested at six ripeness grades (i.e., 'Green', 'Breaker', 'Turning', 'Pink', 'Light-red', 'Red'). Absorption peak around 675 nm decreased consistently with the progression of ripeness, and its mean value for 'Red' tomatoes was almost zero. The reduced scattering spectra, on the other hand, decreased monotonically with the increasing wavelength; the value of mu(s): also decreased successively from 'Green' to 'Turning', and an opposite trend was observed from 'Pink' to 'Red'. Partial least squares discriminant analysis (PLS-DA) models yielded 92.1%, 84.4%, 92.3%, and 92.1% classification accuracies for the three ripeness grades (i.e., 'Green/Breaker', 'Turning/Pink', and 'Light-red/Red'), when using the full spectra (500-950 nm) of mu(a), mu(s), mu(a)&mu(s) and the effective attenuation coefficient (mu(eff) = [3 mu(a)(mu(a)+mu(s)')](1/2)), respectively. The PLS-DA model using mu(eff) achieved an overall classification accuracy of 88.4% for the six ripeness grades, which was 2.5% and 10.2% better than using the optical parameters of mu(a), and mu(s)' alone. The research demonstrated that the optical absorption and scattering spectra, especially their combinations, are effective for classification of tomato ripeness. (C) 2015 Elsevier B.V. All rights reserved.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

Article Agronomy

Genetic diversity and genome-wide association analysis of cooking time in dry bean (Phaseolus vulgaris L.)

Karen A. Cichy, Jason A. Wiesinger, Fernando A. Mendoza

THEORETICAL AND APPLIED GENETICS (2015)

Article Agronomy

Preharvest Herbicide Treatments Affect Black Bean Desiccation, Yield, and Canned Bean Color

Amanda M. Goffnett, Christy L. Sprague, Fernando Mendoza, Karen A. Cichy

CROP SCIENCE (2016)

Article Food Science & Technology

Automated prediction of sensory scores for color and appearance in canned black beans (Phaseolus vulgaris L.) using machine vision

Fernando A. Mendoza, James D. Kelly, Karen A. Cichy

INTERNATIONAL JOURNAL OF FOOD PROPERTIES (2017)

Article Agronomy

Predicting bruise susceptibility of 'Golden Delicious' apples using hyperspectral scattering technique

Qibing Zhu, Jiyu Guan, Min Huang, Renfu Lu, Fernando Mendoza

POSTHARVEST BIOLOGY AND TECHNOLOGY (2016)

Article Agronomy

Nondestructive detection of chilling injury in cucumber fruit using hyperspectral imaging with feature selection and supervised classification

Haiyan Cen, Renfu Lu, Qibing Zhu, Fernando Mendoza

POSTHARVEST BIOLOGY AND TECHNOLOGY (2016)

Article Agriculture, Multidisciplinary

Prediction of canned black bean texture (Phaseolus vulgaris L.) from intact dry seeds using visible/near infrared spectroscopy and hyperspectral imaging data

Fernando A. Mendoza, Karen A. Cichy, Christy Sprague, Amanda Goffnett, Renfu Lu, James D. Kelly

JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE (2018)

Article Food Science & Technology

Hyperspectral Imaging-Based Classification and Wavebands Selection for Internal Defect Detection of Pickling Cucumbers

Haiyan Cen, Renfu Lu, Diwan P. Ariana, Fernando Mendoza

FOOD AND BIOPROCESS TECHNOLOGY (2014)

Article Food Science & Technology

Evaluation of Canning Quality Traits in Black Beans (Phaseolus vulgaris L.) by Visible/Near-Infrared Spectroscopy

Fernando A. Mendoza, Karen Cichy, Renfu Lu, James D. Kelly

FOOD AND BIOPROCESS TECHNOLOGY (2014)

Article Engineering, Chemical

Grading of apples based on firmness and soluble solids content using Vis/SWNIR spectroscopy and spectral scattering techniques

Fernando Mendoza, Renfu Lu, Haiyan Cen

JOURNAL OF FOOD ENGINEERING (2014)

Article Agronomy

Relationship of the optical absorption and scattering properties with mechanical and structural properties of apple tissue

Haiyan Cen, Renfu Lu, Fernando Mendoza, Randolph M. Beaudry

POSTHARVEST BIOLOGY AND TECHNOLOGY (2013)

Article Agricultural Engineering

ANALYSIS OF HYPERSPECTRAL SCATTERING IMAGES USING A MOMENT METHOD FOR APPLE FIRMNESS PREDICTION

Q. Zhu, M. Huang, R. Lu, F. Mendoza

TRANSACTIONS OF THE ASABE (2014)

Proceedings Paper Agronomy

Analysis of Absorption and Scattering Spectra for Assessing the Internal Quality of Apple Fruit

Haiyan Cen, Renfu Lu, F. A. Mendoza

IV INTERNATIONAL CONFERENCE POSTHARVEST UNLIMITED 2011 (2012)

Article Agricultural Engineering

ASSESSING MULTIPLE QUALITY ATTRIBUTES OF PEACHES USING OPTICAL ABSORPTION AND SCATTERING PROPERTIES

H. Cen, R. Lu, F. A. Mendoza, D. P. Ariana

TRANSACTIONS OF THE ASABE (2012)

Article Agronomy

Melatonin treatment induces DNA methylation to alleviate chilling induced-browning in cold stored peach fruit

Zeyang Bao, Qihang Zhou, Yan Yu, Wei Chen, Zhenfeng Yang, Shifeng Cao, Liyu Shi

Summary: Exogenous melatonin treatment can alleviate the chilling-induced browning in cold-stored peaches by upregulating gene expression and affecting DNA methylation levels to increase phenolic accumulation.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

Integrated transcriptomic and metabolomic analysis reveal the molecular and metabolic basis of flavonoids in Chinese sour jujube fruits in different harvest times

Guolong Li, Zhishu Tang, Zhongxing Song, Xinbo Shi, Changle Liu, Qiang Chen, Hongbo Liu

Summary: This study investigated the accumulation of flavonoids in Chinese sour jujube fruits from five different harvest times using a combined metabolomics and transcriptomics approach. A total of 1539 differentially accumulated metabolites (DAMs) and 11592 differentially expressed genes (DEGs) were identified. The biosynthetic pathways for flavonoids, flavones, and flavanols were significantly enriched. A regulatory network for flavonoids biosynthesis was built and key genes related to flavonoid biosynthesis were identified.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

UV-C radiation promoted flavonoid synthesis during early healing in potato tuber wounds with the possible involvement of ABA and related transcription factor regulation

Xuejiao Zhang, Xiaoyuan Zheng, Ruirui Yang, Qihui Wang, Lu Bai, Di Gong, Ye Han, Dov Prusky, Yang Bi

Summary: UV-C radiation promotes flavonoid synthesis in potato tuber wounds during early healing by upregulating the expression and activities of key enzymes and transcription factors involved in the flavonoid synthesis pathway, as well as increasing ABA levels and signaling.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

Involvement of LcmiR482e-LcACA2 mediated energy metabolism in senescence of harvested litchi fruit

Jiaqi Xiao, Yunyun Xie, Xiangjin Kong, Kuan Peng, Hong Zhu, Yueming Jiang, Hongxia Qu

Summary: The study reveals the positive role of Ca2+ ATPase in litchi energy metabolism and senescence. Higher expression of LcACAs is associated with better storability in litchi cultivars. Additionally, LcACA2 is identified as a target of LcmiR482e and ATP application can downregulate the expression of LcmiR482e, contributing to delayed senescence in litchi.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

CRISPR-Cas9-induced targeted mutagenesis of feruloyl CoA 6′-hydroxylase gene reduces postharvest physiological deterioration in cassava roots

Asunta Mukami, Bicko Steve Juma, Cecilia Mweu, Richard Oduor, Wilton Mbinda

Summary: This study employed the CRISPR-Cas9 system to mutate genes in cassava, resulting in an extended shelf life of cassava roots and improved yield stability and farmers' income.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

Treatment of 'cripps pink' apples with nitric oxide in a controlled atmosphere ultra-low oxygen: Impacts on overall fruit quality and anaerobic compounds

Paulo Sergio Gularte, Samara Martins Zanella, Cristiano Andre Steffens, Marceli Buss, Janaiana Catarina da Silva, Willian Coser, Aquidauana Miqueloto, Cassandro Vidal Talamini do Amarante

Summary: This study evaluated the impact of nitric oxide application on fruit quality and anaerobic metabolism products. The results showed that nitric oxide at appropriate concentrations can reduce respiration and ethylene evolution rates, preserve firmness, and reduce metabolite production and decay incidence.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

Exploring the limit of detection on early implicit bruised 'Korla' fragrant pears using hyperspectral imaging features and spectral variables

Yiting Li, Sicong You, Shasha Wu, Mengyao Wang, Jin Song, Weijie Lan, Kang Tu, Leiqing Pan

Summary: This study aimed to compare the discrimination ability and detection limit of visible and short-wave near-infrared hyperspectral imaging features and spectral information on early implicit bruised pears. Physical characteristics were more sensitive than chemical parameters for bruised pears during postharvest storage. The changes in spectral variations at specific wavelengths could explain the bruising changes in pears. Discrimination models based on selected spectral variables could effectively identify bruised pear areas, and the combination of imaging features and spectral variables achieved higher discrimination rates.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

Sucrose and brassinolide alleviated nitrite accumulation, oxidative stress and the reduction of phytochemicals in kale sprouts stored at low temperature

Yu Du, Mengyue Wang, Mengting Tong, Dengyun Wu, Jianzhou Chu, Xiaoqin Yao

Summary: This study investigated the effects of sucrose, brassinolide (BR), and their combination on the storage quality of kale sprouts. The results showed that the combined treatment improved the growth and development of sprouts, reduced oxidative stress, and inhibited nutrient loss. Furthermore, the combination treatment maintained the antioxidant capacity and nutrient content of kale sprouts.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

Attenuation of prochloraz phytotoxicity to postharvest mango fruit by melatonin is associated with the regulation of detoxification capacity

Zhiwen Hu, Jing Wei, Weimin Zhang, Long Wu, Di Gong, Yue Xiang, Jialiang Liu, Zhengke Zhang

Summary: In this study, the researchers investigated the effect of melatonin (Mel) on the phytotoxicity and residues of the fungicide prochloraz (Pcz) in mango fruit during storage. The results showed that pretreatment with Mel reduced Pcz residues and alleviated phytotoxicity in the fruit. Mel also suppressed Pcz-induced oxidative stress and enhanced the detoxification capacity of the fruit.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

Citral enhances disease resistance in postharvest citrus fruit through inducing jasmonic acid pathway and accumulating phenylpropanoid compounds

Bin Duan, Okwong Oketch Reymick, Zhaoguo Liu, Yun Zhou, Xin Wang, Zhao Feng, Nengguo Tao

Summary: The monoterpene citral can enhance disease resistance and reduce fruit decay in postharvest citrus fruit. It increases the activity of certain enzymes and the content of specific compounds, as well as triggers the accumulation of plant hormones and metabolites. Gene expression analysis reveals that citral upregulates genes involved in the jasmonic acid pathway and phenylpropanoid biosynthesis.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

GABA primes defense responses against Botrytis cinerea in tomato fruit by modulating ethylene and JA signaling pathways

Meiqi Li, Xinhua Zhang, Jiaoqi Li, Maratab Ali, Yuting Wang, Xiuling Liu, Fujun Li, Xiaoan Li

Summary: This research aimed to investigate the potential action mechanism of gamma-aminobutyric acid (GABA) in controlling Botrytis cinerea (B. cinerea) in tomato fruit. The findings showed that GABA treatment effectively reduced the disease incidence and lesion diameter of tomato fruit caused by B. cinerea. GABA triggered defense responses and up-regulated the expression of pathogenesis-related genes, while also inhibiting the expression of ethylene synthesis genes.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

Exploring shelf-life predictability of appearance traits and fruit texture in blueberry

Heeduk Oh, Marti Pottorff, Lara Giongo, Charles M. Mainland, Massimo Iorizzo, Penelope Perkins-Veazie

Summary: This study evaluated a large set of blueberry cultivars to understand the relationship between mechanical texture and appearance characteristics at harvest and after storage, and tested multiple statistical models to predict shelf-life. The results showed that fruit characteristics measured at harvest or two weeks post-harvest can predict weight loss, texture change, and fruit wrinkling. These findings provide empirical data that blueberry breeders can use to select cultivars with extended shelf-life.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

Exogenous hydrogen sulphide alleviates senescence of postharvest pakchoi through regulating antioxidant system, endogenous hydrogen sulphide and nitric oxide metabolism

Haitao Yu, Liuli Song, Jingjing Han, Xiaoyu Yu, Yuzhen Wu, Zhifang Yu

Summary: This study found that H2S treatment can delay the senescence process of postharvest pakchoi by regulating antioxidant system, endogenous H2S and NO metabolism. H2S increased the activities of antioxidant enzymes by up-regulating the expression of enzyme genes, reducing the accumulation of harmful substances. Furthermore, H2S increased the content of cysteine and nitrate in pakchoi by regulating the expression of related genes and enzyme activities, thus slowing down the senescence of pakchoi.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

Sensors in postharvest technologies: Evidence from patent portfolio analysis

Jasna Mastilovic, Zarko Kevresan, Dragan Kukolj, Renata Kovac, Dragana Ubiparip Samek, Stevan Stankovski, Gordana Ostojic, Marina Deric

Summary: This study analyzes the patent portfolio and trends of sensors in postharvest of fresh produce, providing insights into the development of sensing technologies in this area. China is the leading country in patent applications, and the patent themes include produce sorting and packaging, produce storage, and the development and application of sensors. The findings highlight the significant impact of these technologies on postharvest processes, particularly in quality and safety monitoring. Moreover, they are expected to facilitate the integration of artificial intelligence into postharvest processes, enhancing the coherence and efficiency of supply chains.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)

Article Agronomy

The polyphenolic suberized peridermal skin of the Sikkim cucumber acts as an effective chemical barrier against Botrytis cinerea infection

Gal Nomberg, Gulab Chand Arya, Ekaterina Manasherova, Ofir Marinov, Oded Yarden, Hagai Cohen

Summary: Certain fleshy fruit species form a polyphenolic suberized peridermal skin to seal wounded skin and prevent invasion by pathogenic fungi.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2024)