Literature DB >> 30456622

Prediction of cadmium concentration in brown rice before harvest by hyperspectral remote sensing.

Weihong Zhou1,2, Jingjing Zhang1, Mengmeng Zou1, Xiaoqing Liu1, Xiaolong Du1, Qian Wang1, Yangyang Liu1, Ying Liu1, Jianlong Li3.   

Abstract

Cadmium (Cd) contaminated rice has become a global food security issue. Hyperspectral remote sensing can do rapid and nondestructive monitoring of environmental stress in plant. To realize the nondestructive detection of Cd in brown rice before harvest, the leaf spectral reflectance of rice exposed to six different levels of Cd stress was measured during the whole life stages. In addition, the dry weight of rice grain and Cd concentrations in brown rice were measured after harvest. The impact of Cd stress on the quantity and the quality of rice grain and on the leaf reflectance of rice was analyzed, and hyperspectral estimation models for predicting the Cd content in brown rice during three growth stages were established. The results showed that rice plants can impact the quality of the brown rice seriously, even if the impact on the quantity was not significant. All the established models had the capability to estimate Cd concentrations in brown rice (R2 > 0.598), and the best performance model, with the R2 value of 0.873, was use first derivative spectrum of booting stage as variable. It was concluded that the hyperspectral of rice leaves provides a new insight to predict Cd concentration in brown rice before harvest.

Entities:  

Keywords:  Before harvest; Booting stage; Brown rice; Cd concentration; Derivative transformation; Hyperspectral

Mesh:

Substances:

Year:  2018        PMID: 30456622     DOI: 10.1007/s11356-018-3745-9

Source DB:  PubMed          Journal:  Environ Sci Pollut Res Int        ISSN: 0944-1344            Impact factor:   4.223


  20 in total

1.  Canonical discriminant analysis of cadmium content levels in unpolished rice using a portable near-infrared spectrometer.

Authors:  Masanori Kumagai; Naganori Ohisa; Toshio Amano; Nobuaki Ogawa
Journal:  Anal Sci       Date:  2003-11       Impact factor: 2.081

2.  Cadmium accumulation in different rice cultivars and screening for pollution-safe cultivars of rice.

Authors:  Hui Yu; Junli Wang; Wei Fang; Jiangang Yuan; Zhongyi Yang
Journal:  Sci Total Environ       Date:  2006-07-25       Impact factor: 7.963

3.  Hyperspectral remote sensing of foliar nitrogen content.

Authors:  Yuri Knyazikhin; Mitchell A Schull; Pauline Stenberg; Matti Mõttus; Miina Rautiainen; Yan Yang; Alexander Marshak; Pedro Latorre Carmona; Robert K Kaufmann; Philip Lewis; Mathias I Disney; Vern Vanderbilt; Anthony B Davis; Frédéric Baret; Stéphane Jacquemoud; Alexei Lyapustin; Ranga B Myneni
Journal:  Proc Natl Acad Sci U S A       Date:  2012-12-04       Impact factor: 11.205

4.  Variation in rice cadmium related to human exposure.

Authors:  Andrew A Meharg; Gareth Norton; Claire Deacon; Paul Williams; Eureka E Adomako; Adam Price; Yongguan Zhu; Gang Li; Fang-Jie Zhao; Steve McGrath; Antia Villada; Alessia Sommella; P Mangala C S De Silva; Hugh Brammer; Tapash Dasgupta; M Rafiqul Islam
Journal:  Environ Sci Technol       Date:  2013-05-23       Impact factor: 9.028

5.  Status of metal accumulation in farmland soils across China: from distribution to risk assessment.

Authors:  Lili Niu; Fangxing Yang; Chao Xu; Huayun Yang; Weiping Liu
Journal:  Environ Pollut       Date:  2013-02-13       Impact factor: 8.071

6.  Estimate of heavy metal contamination in soils after a mining accident using reflectance spectroscopy.

Authors:  Thomas Kemper; Stefan Sommer
Journal:  Environ Sci Technol       Date:  2002-06-15       Impact factor: 9.028

Review 7.  Selection and breeding of plant cultivars to minimize cadmium accumulation.

Authors:  C A Grant; J M Clarke; S Duguid; R L Chaney
Journal:  Sci Total Environ       Date:  2007-11-26       Impact factor: 7.963

8.  Transfer of metals from soil to vegetables in an area near a smelter in Nanning, China.

Authors:  Yu-Jing Cui; Yong-Guan Zhu; Ri-Hong Zhai; Deng-Yun Chen; Yi-Zhong Huang; Yi Qiu; Jian-Zhong Liang
Journal:  Environ Int       Date:  2004-08       Impact factor: 9.621

9.  Root-to-shoot Cd translocation via the xylem is the major process determining shoot and grain cadmium accumulation in rice.

Authors:  Shimpei Uraguchi; Shinsuke Mori; Masato Kuramata; Akira Kawasaki; Tomohito Arao; Satoru Ishikawa
Journal:  J Exp Bot       Date:  2009-04-28       Impact factor: 6.992

10.  Evidence for separate translocation pathways in determining cadmium accumulation in grain and aerial plant parts in rice.

Authors:  Takayuki Kashiwagi; Kumiko Shindoh; Naoki Hirotsu; Ken Ishimaru
Journal:  BMC Plant Biol       Date:  2009-01-21       Impact factor: 4.215

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  1 in total

Review 1.  Current State of Hyperspectral Remote Sensing for Early Plant Disease Detection: A Review.

Authors:  Anton Terentev; Viktor Dolzhenko; Alexander Fedotov; Danila Eremenko
Journal:  Sensors (Basel)       Date:  2022-01-19       Impact factor: 3.576

  1 in total

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