Literature DB >> 28993964

Estimating cadmium concentration in the edible part of Capsicum annuum using hyperspectral models.

Ting Wang1, Hong Wei2, Cui Zhou1, Yanwen Gu1, Rui Li1, Hongchun Chen1, Wenchao Ma1.   

Abstract

Hyperspectral remote sensing can be applied to the rapid and nondestructive monitoring of heavy-metal pollution in crops. To realize the rapid and real-time detection of cadmium in the edible part (fruit) of Capsicum annuum, the leaf spectral reflectance of plants exposed to different levels of cadmium stress was measured using hyperspectral remote sensing during four growth stages. The spectral indices or bands sensitive to cadmium stress were determined by correlation analysis, and hyperspectral estimation models for predicting the cadmium content in the fruit of C. annuum during the mature growth stage were established. The models were cross validated by taking the sensitive spectral indices in the bud stage and the sensitive spectral bands in the flowering stage as the input variables. The results indicated that cadmium accumulated in the leaves and fruit of C. annuum and leaf cadmium content in the three early growth stages were correlated with the cadmium content of the pepper in the mature stage. Leaf spectral reflectance was sensitive to cadmium stress, and the first derivative of the original spectral reflectance was strongly correlated with leaf cadmium content during all growth stages. Among the established models, the multiple regression model based on the sensitive spectral bands in the flowering stage was optimal for predicting fruit cadmium content of the pepper. This model provides a promising method to ensure food safety during the early growth stage of the plant.

Entities:  

Keywords:  Cadmium; Capsicum annuum; Estimation models; Sensitive spectral bands; Sensitive spectral indices

Mesh:

Substances:

Year:  2017        PMID: 28993964     DOI: 10.1007/s10661-017-6261-3

Source DB:  PubMed          Journal:  Environ Monit Assess        ISSN: 0167-6369            Impact factor:   2.513


  11 in total

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Journal:  Guang Pu Xue Yu Guang Pu Fen Xi       Date:  2009-10       Impact factor: 0.589

2.  Cadmium phytoavailability to rice (Oryza sativa L.) grown in representative Chinese soils. A model to improve soil environmental quality guidelines for food safety.

Authors:  Muhammad T Rafiq; Rukhsanda Aziz; Xiaoe Yang; Wendan Xiao; Muhammad K Rafiq; Basharat Ali; Tingqiang Li
Journal:  Ecotoxicol Environ Saf       Date:  2014-01-10       Impact factor: 6.291

3.  Genetic diversity and structure in semiwild and domesticated chiles (Capsicum annuum; Solanaceae) from Mexico.

Authors:  Araceli Aguilar-Meléndez; Peter L Morrell; Mikeal L Roose; Seung-Chul Kim
Journal:  Am J Bot       Date:  2009-06       Impact factor: 3.844

Review 4.  Root responses to cadmium in the rhizosphere: a review.

Authors:  Alexander Lux; Michal Martinka; Marek Vaculík; Philip J White
Journal:  J Exp Bot       Date:  2010-09-20       Impact factor: 6.992

Review 5.  Review of remediation practices regarding cadmium-enriched farmland soil with particular reference to China.

Authors:  X Tang; Q Li; M Wu; L Lin; M Scholz
Journal:  J Environ Manage       Date:  2016-08-23       Impact factor: 6.789

6.  Leaf-based physiological, metabolic, and ultrastructural changes in cultivated cotton cultivars under cadmium stress mediated by glutathione.

Authors:  M K Daud; Lei Mei; Azizullah Azizullah; Muhammad Dawood; Imran Ali; Qaisar Mahmood; Waheed Ullah; Muhammad Jamil; S J Zhu
Journal:  Environ Sci Pollut Res Int       Date:  2016-04-29       Impact factor: 4.223

Review 7.  Plant science: the key to preventing slow cadmium poisoning.

Authors:  Stephan Clemens; Mark G M Aarts; Sébastien Thomine; Nathalie Verbruggen
Journal:  Trends Plant Sci       Date:  2012-09-12       Impact factor: 18.313

8.  Accumulation of heavy metals in leaf vegetables from agricultural soils and associated potential health risks in the Pearl River Delta, South China.

Authors:  C Y Chang; H Y Yu; J J Chen; F B Li; H H Zhang; C P Liu
Journal:  Environ Monit Assess       Date:  2013-11-03       Impact factor: 2.513

9.  Levels and potential health risk of heavy metals in marketed vegetables in Zhejiang, China.

Authors:  Xiao-Dong Pan; Ping-Gu Wu; Xian-Gen Jiang
Journal:  Sci Rep       Date:  2016-02-02       Impact factor: 4.379

10.  Hyperspectral Imaging for Determining Pigment Contents in Cucumber Leaves in Response to Angular Leaf Spot Disease.

Authors:  Yan-Ru Zhao; Xiaoli Li; Ke-Qiang Yu; Fan Cheng; Yong He
Journal:  Sci Rep       Date:  2016-06-10       Impact factor: 4.379

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  1 in total

1.  Selection of the Optimal Spectral Resolution for the Cadmium-Lead Cross Contamination Diagnosing Based on the Hyperspectral Reflectance of Rice Canopy.

Authors:  Shuangyin Zhang; Ying Zhu; Mi Wang; Teng Fei
Journal:  Sensors (Basel)       Date:  2019-09-09       Impact factor: 3.576

  1 in total

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