323
Views
13
CrossRef citations to date
0
Altmetric
Original Articles

Reconstruction of time series MODIS EVI data using de-noising algorithms

, , , &
Pages 1095-1113 | Received 27 Jan 2017, Accepted 08 May 2017, Published online: 05 Jun 2017

References

  • Beck PS, Atzberger C, Høgda KA, Johansen B, Skidmore AK. 2006. Improved monitoring of vegetation dynamics at very high latitudes: a new method using MODISNDVI. Remote Sens Environ. 100:321–334.10.1016/j.rse.2005.10.021
  • Bera S, Mistry B. 2014. Flood in the lower Damodar Basin and channel morphology: A case study at the bifurcation zone into Damodar and Mundeswari river, West Bengal. Int J Geol Earth Environ Sci. May–Aug;4:172–181 ISSN: 2277-2081 (Online). 2014.
  • Bojanowski J, Kowalik W, Bochenek Z. 2009. Noise reduction of NDVI time-series: a robust method based on Savitzky-Golay filter. Polish Assoc Spatial Inf Ann Geomat. VII: 2(32).
  • Boriah S, Kumar V, Steinbach M, Potter C, Klooster S. 2008. Land cover change detection: a case study. Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; p. 857–865.10.1145/1401890
  • Chakraborty K. 2009. Vegetation change detection in Barak Basin. Curr Sci. May 11;96:1236–1242.
  • Chen J, Jönsson P, Tamura M, Gu Z, Matsushita B, Eklundh B. 2004. A simple method for reconstructing a high-quality NDVI time-series data set based on the Savitzky-Golay filter. Remote Sens Environ. 91:332–344.
  • Dash J, Jeganathan C, Atkinson PM. 2010. The use of MERIS terrestrial chlorophyll index to study spatio-temporal variation in vegetation phenology over India. Remote Sens Environ. 114:1388–1402.10.1016/j.rse.2010.01.021
  • Dass AK, Shial RK, Gouda BS. 2012. Improvising MSN and PSNR for finger-print image noised by GAUSSIAN and SALT &PEPPER. Int J Multimedia Appl (IJMA). Aug;4:59.
  • Eklundh L, Jonsson P. 2012. TIMESAT 31 Software Manual.
  • Erasmi S, Bothe M, Petta RA. 2006. Enhanced filtering of MODIS time-series data for the analysis of desertification processes in northeast Brazil. Int Arch Photogram Remote Sens Spatial Inf Sci. 34:Part XXX.
  • Gonzalez RC, Woods RE, Eddins SL. 2008. Digital image processing using MATLAB. Upper Saddle River, NJ: Pearson Education: Third Impression. ISBN 81-7758-898-2.
  • Grossmann A, Morlet J. 1984. Decomposition of Hardy functions into square integrable wavelets of constant shape. SIAM J Anal. 15:1984.
  • Gu J, Li X, Huang C, Okin GS. 2009. A simplified data assimilation method for reconstructing time-series MODIS NDVI data. Adv Space Res. 44:501–509.10.1016/j.asr.2009.05.009
  • Holben BN. 1986. Characteristic of maximum value composite images for temporal AVHRR data. Int J Remote Sens. 7:1417–1434.10.1080/01431168608948945
  • Huete AR, Justice C, van Leeuwen W. 1999. MODIS Vegetation Index (MOD13). Algorithm Theoretical Basis Document (ATBD) version 3. Available from: https://modis.gsfc.nasa.gov/data/atbd/atbd_mod13.pdf
  • Jonsson P, Eklundh L. 2002. Seasonality extraction by function fitting to time-series of satellite sensor data. IEEE Trans Geosci Remote Sens. 40:1824–1832. doi:10.1109/TGRS.2002.802519.
  • Kaur P, Singh J 2011. A study on the effect of Gaussian noise on PSNR value for digital images. Int J Comput Electr Eng. Apr;3:319.
  • Kim S-R, Prasad AK, El-Askary H, Lee W-K, Kwak D-A, Lee S-H, Kafatos M. 2014. Application of the Savitzky-Golay filter to land cover classification using temporal MODIS vegetation indices. Photogramm Eng Remote Sens. 80:675–685.10.14358/PERS.80.7.675
  • Kumar P, Agarwal SK 2015. Analysis of wavelet denoising of a colour image with different types of noises. Int J Signal Process, Image Process Pattern Recognit. 8:125–134.10.14257/ijsip
  • Kumar R, Rattan M. 2012. Analysis of various quality metrics for medical image processing. Int J Adv Res Comput Sci Softw Eng. Nov;2: ISSN: 2277 128X.
  • Lu X, Liu R, Liang S. 2007. Removal of noise by wavelet method to generate high quality temporal data of terrestrial MODIS products. Photogramm. Eng. Remote Sens. 73:1129–1139.
  • Liu M, Liu X, Ma A, Li T, Du Z. 2014. Spatio-temporal stability and abnormality of chlorophyll-a in the Northern South China Sea during 2002–2012 from MODIS images using wavelet analysis. Cont Shelf Res. 75:15–27.10.1016/j.csr.2013.12.010
  • Lunetta RS, Joseph FK. Ediriwickrema J, Lyon JG, Worthy LD. 2006. Land cover change detection using multi-temporal MODIS NDVI data. Remote Sens Env. 105:142–154.10.1016/j.rse.2006.06.018
  • Ma M, Veroustraete F. 2006. Reconstructing pathfinder AVHRR land NDVI time-series data for the Northwest of China. Adv Space Res. 37:835–840.10.1016/j.asr.2005.08.037
  • Moody EG, King MD, Platnick S, Schaaf CB, Gao F. 2005. Spatially complete global spectral surface albedos: Valueadded datasets derived from Terra MODIS land products. IEEE Trans Geosci Remote Sens. 43:144–158.10.1109/TGRS.2004.838359
  • Morlet J, Arens G, Fourgeau E, Giard D. 1982. Wave propagation and sampling theory, Part1: Complex signal land scattering in multilayer media. J Geophysics. 47:203–221.10.1190/1.1441328
  • Olsson L, Eklundh L. 1994. Fourier Series for analysis of temporal sequences of satellite sensor imagery. Int J Remote Sens. 15;18:3735–3741.10.1080/01431169408954355
  • PU RL, Gong P. 2004. Wavelet transform applied to EO-1 hyperspectral data for forest LAI and crown closure mapping. Remote Sens Env. 91:212–224.10.1016/j.rse.2004.03.006
  • Ranchina T, Aiazzib B, Alparonec L, Barontib S, Wald L. 2003. Image fusion—the ARSIS concept and some successful implementation schemes. ISPRS J Photogramm Remote Sens. 58:4–18.10.1016/S0924-2716(03)00013-3
  • Roerink G, Menenti M, Verhoef W. 2000. Reconstructing Cloud Free NDVI Composites Using Fourier Analysis of Time Series. Int J Remote Sens. 21:1911–1917. doi:10.1080/014311600209814.
  • Sakamoto T, Yokozawa M, Toritani H, Shibayama M, Ishitsuka N, Ohno H. 2005. A crop phenology detection method using time-series MODIS data. Remote Sens Env. 96:366–374.10.1016/j.rse.2005.03.008
  • Saribulut L, Teke A, Tumay M. 2013. Fundamentals and literature review of Fourier transform in power quality issues. J Electr Electron Eng Res.May;5:9–22. doi: 10.5897/JEEER2013.0436.
  • Savitzky A, Golay MJE. 1964. Smoothing and differentiation of data by simplified least squares procedures. Anal Chem. 36:1627–1639.10.1021/ac60214a047
  • Sellers PJ. 1985. Canopy reflectance, photosynthesis and transpiration. Int J Remote Sens. 6:1335–1372.10.1080/01431168508948283
  • Setiawan Y, Yoshino K. 2010. Temporal pattern analysis of wavelet-filtered MODIS EVI to detect land use change in JAVA island, Indonesia. Int Arch Photogramm Remote Sens Spatial Inf Sci. XXXVIII, Part 8, Kyoto Japan.
  • Sifuzzaman M, Islam MR, Ali MZ 2009. Application of Wavelet Transform and its Advantages Compared to Fourier Transform. J Phys Sci. 13:121–134. ISSN: 0972-8791.
  • Soni A, Roy V. 2014. De-noising of Gaussian noise using discrete wavelet transform. Int J Eng Trends Technol (IJETT). Feb;8:309–312.
  • Swets DL, Reed BC, Rowland JD, Marko SE. 1999. A weighted least squares approach to temporal NDVI smoothing. Proceedings of the ASPRS Annual Conference; 17–21 May; Washington (DC): 526–536.
  • Vijaykumar, V.R., Vanathi, P.T., Kanagasabapathy, P 2010. Fast and efficient algorithm to remove Gaussian noise in digital images. IAENG Int J Comput Sci. 37:1, IJCS_37_1_09.
  • Viovy N, Arino O, Belward AS. 1992. The best index slope extraction (BISE).A method for reducing noise in NDVI time-series. Int J Remote Sens. 13;8:1585–1590.10.1080/01431169208904212
  • Zhana X, Sohlberg RA, Townshend JRG, DiMiceli C, Carroll ML, Eastmana JC, Hansen MC, DeFries RS. 2002. Detection of land cover changes using MODIS 250 m data. Remote Sens Env. 83:336–350. doi:10.1016/S0034-4257(02)00081-0.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.