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author:

Qiu, Bingwen (Qiu, Bingwen.) [1] (Scholars:邱炳文) | Fan, Zhanling (Fan, Zhanling.) [2] | Zhong, Ming (Zhong, Ming.) [3] | Tang, Zhenghong (Tang, Zhenghong.) [4] | Chen, Chongcheng (Chen, Chongcheng.) [5] (Scholars:陈崇成)

Indexed by:

EI Scopus SCIE

Abstract:

This paper develops a new crop mapping method through combined utilization of both time and frequency information based on wavelet variance and Jeffries-Matusita (JM) distance (CIWJ for short). A two-dimensional wavelet spectrum was obtained from datasets of daily continuous vegetation indices through a continuous wavelet transform using the Mexican hat and the Morlet mother wavelets. The time-average wavelet variance (TAWV) and the scale-average wavelet variance (SAWV) were then calculated based on the wavelet spectrum of the Mexican hat and the Morlet wavelet, respectively. The class separability based on the JM distance was evaluated to discriminate the proper period or scale range applied. Finally, a procedure for criteria quantification was developed using the TAWV and SAWV as the major metrics, and the similarity between unclassified pixels and established land use/cover types was calculated. The proposed CIWJ method was applied to the middle Hexi Corridor in northwest China using 250-m 8-day composite moderate-resolution imaging spectroradiometer (MODIS) enhanced vegetation index (EVI) time series datasets in 2012. The CIWJ method was shown to be efficient in crop field mapping, with an overall accuracy of 83.6 % and kappa coefficient of 0.7009, assessed with 30 m Chinese Environmental Disaster Reduction Satellite (HJ-1)-derived data. Compared with methods utilizing information on either frequency or time, the CIWJ method demonstrates tremendous potential for efficient crop mapping and for further applications. This method could be applied to either coarse or high spatial resolution images for agricultural crop identification, as well as other more general or specific land use classifications.

Keyword:

Continuous wavelet transform Crop mapping JM distance SAWV TAWV

Community:

  • [ 1 ] [Qiu, Bingwen]Fuzhou Univ, Natl Engn Res Ctr Geospatial Informat Technol, Spatial Informat Res Ctr Fujian Prov, Fuzhou 350002, Fujian, Peoples R China
  • [ 2 ] [Fan, Zhanling]Fuzhou Univ, Natl Engn Res Ctr Geospatial Informat Technol, Spatial Informat Res Ctr Fujian Prov, Fuzhou 350002, Fujian, Peoples R China
  • [ 3 ] [Zhong, Ming]Fuzhou Univ, Natl Engn Res Ctr Geospatial Informat Technol, Spatial Informat Res Ctr Fujian Prov, Fuzhou 350002, Fujian, Peoples R China
  • [ 4 ] [Chen, Chongcheng]Fuzhou Univ, Natl Engn Res Ctr Geospatial Informat Technol, Spatial Informat Res Ctr Fujian Prov, Fuzhou 350002, Fujian, Peoples R China
  • [ 5 ] [Tang, Zhenghong]Univ Nebraska, Community & Reg Planning Program, Lincoln, NE USA

Reprint 's Address:

  • 邱炳文

    [Qiu, Bingwen]Fuzhou Univ, Natl Engn Res Ctr Geospatial Informat Technol, Spatial Informat Res Ctr Fujian Prov, Sci Bldg,13th Floor,Gongye Rd 523, Fuzhou 350002, Fujian, Peoples R China

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Source :

ENVIRONMENTAL MONITORING AND ASSESSMENT

ISSN: 0167-6369

Year: 2014

Issue: 11

Volume: 186

Page: 7929-7940

1 . 6 7 9

JCR@2014

2 . 9 0 0

JCR@2023

ESI Discipline: ENVIRONMENT/ECOLOGY;

ESI HC Threshold:324

JCR Journal Grade:2

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 21

SCOPUS Cited Count: 26

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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