Improving Land Cover Class Separation Using an Extended Kalman Filter on MODIS NDVI Time-Series Data

被引：39

作者：

Kleynhans, Waldo ^{[1
,2
]}

Olivier, Jan Corne ^{[1
]}

Wessels, Konrad J. ^{[2
]}

van den Bergh, Frans ^{[2
]}

Salmon, Brian P. ^{[1
,2
]}

Steenkamp, Karen C. ^{[2
]}

机构：

[1] Univ Pretoria, Dept Elect Elect & Comp Engn, ZA-0002 Pretoria, South Africa

[2] CSIR, Remote Sensing Res Unit, Meraka Inst, ZA-0001 Pretoria, South Africa

来源：

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS | 2010年 / 7卷 / 02期

关键词：

Discrete Fourier transforms; Kalman filtering; CLASSIFICATION; ECOSYSTEM; IDENTIFICATION; BRAZIL; STATE; BRDF;

D O I：

10.1109/LGRS.2009.2036578

中图分类号：

P3 [地球物理学]; P59 [地球化学];

学科分类号：

0708 ; 070902 ;

摘要：

It is proposed that the normalized difference vegetation index time series derived from Moderate Resolution Imaging Spectroradiometer satellite data can be modeled as a triply (mean, phase, and amplitude) modulated cosine function. Second, a nonlinear extended Kalman filter is developed to estimate the parameters of the modulated cosine function as a function of time. It is shown that the maximum separability of the parameters for natural vegetation and settlement land cover types is better than that of methods based on the fast Fourier transform using data from two study areas in South Africa.

引用

页码：381 / 385

页数：5

共 50 条

[1] Detecting Land Cover Change Using an Extended Kalman Filter on MODIS NDVI Time-Series Data
Kleynhans, W.
Olivier, J. C.
Wessels, K. J.
Salmon, B. P.
van den Bergh, F.
Steenkamp, K.
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2011, 8 (03) : 507 - 511
[2] IMPROVING NDVI TIME SERIES CLASS SEPARATION USING AN EXTENDED KALMAN FILTER
Kleynhans, W.
Olivier, J. C.
Salmon, B. P.
Wessels, K. J.
van den Bergh, F.
2009 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-5, 2009, : 2636 - +
[3] Estimated Rice Cultivation Date using an Extended Kalman Filter on MODIS NDVI Time-Series Data
Chumkesornkulkit, Kitti
Kasetkasem, Teerasit
Rakwatin, Preesan
Eiumnoh, Apisit
Kumazawa, Itsuo
Buddhaboon, Chitnucha
2013 10TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2013,
[4] A SPATIO-TEMPORAL APPROACH TO DETECTING LAND COVER CHANGE USING AN EXTENDED KALMAN FILTER ON MODIS TIME SERIES DATA
Kleynhans, W.
Olivier, J. C.
Salmon, B. P.
Wessels, K. J.
van den Bergh, F.
2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2010, : 1972 - 1975
[5] Time-Series analysis of MODIS NDVI data along with ancillary data for Land use/Land cover mapping of Uttarakhand
Patakamuri, Sandeep Kumar
Agrawal, Shefali
Krishnaveni, M.
ISPRS TECHNICAL COMMISSION VIII SYMPOSIUM, 2014, 40-8 : 1491 - 1500
[6] Improving MODIS Land Cover Classification Using NDVI Time-series and Support Vector Machine in the Poyang Lake Basin, China
Ye, Chun
Liu, Yuanbo
Peng, Jian
Song, Ping
Zhao, Dongbo
2010 6TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS NETWORKING AND MOBILE COMPUTING (WICOM), 2010,
[7] Land Cover Classification in Heihe River Basin with Time series MODIS NDVI Data
Gu, Juan
Li, Xin
Huang, Chunlin
FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 2, PROCEEDINGS, 2008, : 477 - 481
[8] An evaluation of time-series smoothing algorithms for land-cover classifications using MODIS-NDVI multi-temporal data
Shao, Yang
Lunetta, Ross S.
Wheeler, Brandon
Iiames, John S.
Campbell, James B.
REMOTE SENSING OF ENVIRONMENT, 2016, 174 : 258 - 265
[9] Assessing land cover performance in North piedmont of Yinshan Mountain using time-series NDVI data
Xu, Wenbo
Fan, Jinlong
Huang, Jianxi
IGARSS: 2007 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-12: SENSING AND UNDERSTANDING OUR PLANET, 2007, : 3378 - +
[10] Improving Land Cover Maps in Areas of Disagreement of Existing Products using NDVI Time Series of MODIS - Example for Europe
Vuolo, Francesco
Atzberger, Clement
PHOTOGRAMMETRIE FERNERKUNDUNG GEOINFORMATION, 2014, (05): : 393 - 407

← 1 2 3 4 5 →