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Original Articles

Reducing landscape heterogeneity for improved land use and land cover (LULC) classification across the large and complex Ethiopian highlands

ORCID Icon, ORCID Icon, ORCID Icon, ORCID Icon & ORCID Icon
Pages 53-69 | Received 28 Apr 2016, Accepted 07 Aug 2016, Published online: 23 Aug 2016

References

  • Anderson JR, Hardy EE, Roach JT, Witmer RE. 1976. A land use and land cover classification system for use with remote sensor data. U.S. Geological Survey Professional Paper 964; Washington: USGS.
  • Atkinson PM, Foody GM, Curran PJ, Boyd DS. 2000. Assessing the ground data requirements for regional scale remote sensing of tropical forest biophysical properties. Int J Remote Sens. 21:2571–2587.10.1080/01431160050110188
  • Bartholomé E, Belward AS. 2005. GLC2000: a new approach to global land cover mapping from earth observation data. Int J Remote Sens. 26:1959–1977.10.1080/01431160412331291297
  • Beaubien J, Cihlar J, Simard G, Latifovic R. 1999. Land cover from multiple thematic mapper scenes using a new enhancement-classification methodology. J Geophys Res Atmos. 104:27909–27920.10.1029/1999JD900243
  • Benz UC, Hofmann P, Willhauck G, Lingenfelder I, Heynen M. 2004. Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready information. ISPRS J Photogramm Remote Sens. 58:239–258.10.1016/j.isprsjprs.2003.10.002
  • Bisquert M, Bégué A, Deshayes M. 2015. Object-based delineation of homogeneous landscape units at regional scale based on MODIS time series. Int J Appl Earth Obs Geoinf. 37:72–82.10.1016/j.jag.2014.10.004
  • Blesius L, Weirich F. 2005. The use of the Minnaert correction for land-cover classification in mountainous terrain. Int J Remote Sens. 26:3831–3851.10.1080/01431160500104194
  • Chen J, Chen J, Liao A, Cao X, Chen L, Chen X, He C, Han G, Peng S, Lu M. 2015. Global land cover mapping at 30m resolution: a POK-based operational approach. ISPRS J Photogramm Remote Sens. 103:7–27.10.1016/j.isprsjprs.2014.09.002
  • Crews-Meyer KA, Hudson PF, Colditz RR. 2004. Landscape complexity and remote classification in eastern coastal Mexico: applications of Landsat‐7 ETM+ data. Geocarto Int. 19:45–56.10.1080/10106040408542298
  • Di Gregorio A., Jansen LJM. 2000. Land Cover Classification System (LCCS): classification concepts and user manual. FAO, Rome. ISBN 92-5-104216-0.
  • Fleischmann CG, Walsh SJ. 1991. Multi-temporal AVHRR digital data: an approach for landcover mapping of heterogeneous landscapes. Geocarto Int. 6:5–20.10.1080/10106049109354336
  • Foody GM. 2002. Status of land cover classification accuracy assessment. Remote Sens Environ. 80:185–201.10.1016/S0034-4257(01)00295-4
  • Giri C. 2005. Global land cover mapping and characterization: present situation and future research priorities. Geocarto Int. 20:35–42.10.1080/10106040508542334
  • Gong P, Wang J, Yu L, Zhao Y, Zhao Y, Liang L, Niu Z, Huang X, Fu H, Liu S. 2013. Finer resolution observation and monitoring of global land cover: first mapping results with Landsat TM and ETM+ data. Int J Remote Sens. 34:2607–2654.10.1080/01431161.2012.748992
  • Hansen MC, DeFries RS, Townshend JRG, Sohlberg R. 2000. Global land cover classification at 1 km spatial resolution using a classification tree approach. Int J Remote Sens. 21:1331–1364.10.1080/014311600210209
  • Hengl T, Nikolić M, MacMillan RA. 2013. Mapping efficiency and information content. Int J Appl Earth Obs Geoinf. 22:127–138.10.1016/j.jag.2012.02.005
  • Homer C, Huang C, Yang L, Wylie B, Coan M. 2004. Development of a 2001 national land-cover database for the United States. Photogramm Eng Remote Sens. 70:829–840.10.14358/PERS.70.7.829
  • Hurni H. 1998. Agroecological belts of Ethiopia. Explanatory notes on three maps at a scale of 1: 1,000,000. Soil conservation research programme. [place unknown]: research report 43. Addis Abeba and Bern: Centre for Development and Environment (CDE). 30 pp. with map, scale 1: 5 million.
  • Hurni H, Tato K, Zeleke G. 2005. The implications of changes in population, land use, and land management for surface runoff in the upper Nile basin area of Ethiopia. Mt Res Dev. 25:147–154.10.1659/0276-4741(2005)025[0147:TIOCIP]2.0.CO;2
  • Hurni K, Hett C, Epprecht M, Messerli P, Heinimann A. 2013. A texture-based land cover classification for the delineation of a shifting cultivation landscape in the Lao PDR using landscape metrics. Remote Sens. 5:3377–3396.10.3390/rs5073377
  • Hurni K, Zeleke G, Kassie M, Tegegne B, Kassawmar T, Teferi E, Moges A, Tadesse D, Ahmed M, Degu Y, et al. 2015. Economics of land degradation (ELD) Ethiopia case study: soil degradation and sustainable land management in the rainfed agricultural areas of Ethiopia: an assessment of the economic implications. [place unknown]: Water and Land Resource Centre (WLRC); Centre for Development and Environment (CDE); Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ).
  • Jia K, Li Q, Wei X, Zhang L, Du X, Yao Y, Wang X. 2015. Multi-temporal remote sensing data applied in automatic land cover update using iterative training sample selection and Markov Random Field model. Geocarto Int. 30:882–893.10.1080/10106049.2014.997310
  • Kawakubo FS, Morato RG, Midaglia CL, Gomide MLC, Luchiari A. 2009. Land-use and vegetation-cover mapping of an indigenous land area in the state of Mato Grosso (Brazil) based on spectral linear mixing model, segmentation and region classification. Geocarto Int. 24:165–175.10.1080/10106040802488534
  • Latifovic R, Zhu Z-L, Cihlar J, Giri C, Olthof I. 2004. Land cover mapping of North and Central America – global land cover 2000. Remote Sens Environ. 89:116–127.10.1016/j.rse.2003.11.002
  • Lee DS, Storey JC, Choate MJ, Hayes RW. 2004. Four years of Landsat-7 on-orbit geometric calibration and performance. IEEE Trans Geosci Remote Sens. 42:2786–2795.10.1109/TGRS.2004.836769
  • Loveland TR, Reed BC, Brown JF, Ohlen DO, Zhu Z, Yang L, Merchant JW. 2000. Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data. Int J Remote Sens. 21:1303–1330.10.1080/014311600210191
  • Lowry J, Ramsey RD, Thomas K, Schrupp D, Sajwaj T, Kirby J, Waller E, Schrader S, Falzarano S, Langs L. 2007. Mapping moderate-scale land-cover over very large geographic areas within a collaborative framework: a case study of the Southwest Regional Gap Analysis Project (SWReGAP). Remote Sens Environ. 108:59–73.10.1016/j.rse.2006.11.008
  • Lu D, Ge H, He S, £Xu, A, Zhou, G, Du, H. 2008. Pixel-based Minnaert correction method for reducing topographic effects on a Landsat-7 ETM+ image. Photogrammetric Engineering and Remote Sensing. 74:1343–1350.
  • Lu D, Weng Q. 2007. A survey of image classification methods and techniques for improving classification performance. Int J Remote Sens. 28:823–870.10.1080/01431160600746456
  • Manis G, Homer C, Ramsey RD, Lowry J, Sajwaj T, Graves S, Manis G, Homer C, Ramsey RD, Lowry J, Sajwaj, T, Graves, S. 2000. The development of mapping zones to assist in land cover mapping over large geographic areas: a case study of the Southwest ReGAP Project. GAP Analysis Bulletin No. 9; p. 13–16.
  • Mayaux P, Bartholomé E, Fritz S, Belward A. 2004. A new land-cover map of Africa for the year 2000. J Biogeogr. 31:861–877.10.1111/jbi.2004.31.issue-6
  • Muluneh A, Arnalds O. 2010. Synthesis of research on land use and land cover. Geophys Res Abstr. 13:1–39.
  • Paneque-Gálvez J, Mas J-F, Moré G, Cristóbal J, Orta-Martínez M, Luz AC, Guèze M, Macía MJ, Reyes-García V. 2013. Enhanced land use/cover classification of heterogeneous tropical landscapes using support vector machines and textural homogeneity. Int J Appl Earth Obs Geoinf. 23:372–383.10.1016/j.jag.2012.10.007
  • Pender J, Place F, Ehui S. 2006. Strategies for sustainable land management in the East African highlands. Washington: International Food Policy Research Institute.
  • Reese HM, Lillesand TM, Nagel DE, Stewart JS, Goldmann RA, Simmons TE, Chipman JW, Tessar PA. 2002. Statewide land cover derived from multiseasonal Landsat TM data: a retrospective of the WISCLAND project. Remote Sens Environ. 82:224–237.10.1016/S0034-4257(02)00039-1
  • Saha AK, Arora MK, Csaplovics E, Gupta RP. 2005. Land cover classification using IRS LISS III image and DEM in a rugged terrain: a case study in himalayas. Geocarto Int. 20:33–40.10.1080/10106040508542343
  • Taddese G. 2001. Land degradation: a challenge to Ethiopia. Environ Manage. 27:815–824.10.1007/s002670010190
  • Teferi E, Bewket W, Uhlenbrook S, Wenninger J. 2013. Understanding recent land use and land cover dynamics in the source region of the Upper Blue Nile, Ethiopia: spatially explicit statistical modeling of systematic transitions. Agric Ecosyst Environ. 165:98–117.10.1016/j.agee.2012.11.007
  • Tehrany MS, Pradhan B, Jebuv MN. 2014. A comparative assessment between object and pixel-based classification approaches for land use/land cover mapping using SPOT 5 imagery. Geocarto Int. 29:351–369.10.1080/10106049.2013.768300
  • Thenkabail PS. 1999. Characterization of the alternative to slash-and-burn benchmark research area representing the Congolese rainforests of Africa using near-real-time SPOT HRV data. Int J Remote Sens. 20:839–877.10.1080/014311699212966
  • Turner BL, Lambin EF, Reenberg A. 2007. The emergence of land change science for global environmental change and sustainability. Proc Natl Acad Sci U S A. [ Internet]. 104:20666–20671. Available from: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2409212/pdf/zpq20666.pdf10.1073/pnas.0704119104
  • Vanonckelen S, Lhermitte S, Van Rompaey A. 2013. The effect of atmospheric and topographic correction methods on land cover classification accuracy. Int J Appl Earth Obs Geoinf. 24:9–21.10.1016/j.jag.2013.02.003
  • Verburg PH, Neumann K, Nol L. 2011. Challenges in using land use and land cover data for global change studies. Glob Chang Biol. 17:974–989.10.1111/gcb.2010.17.issue-2
  • Wicks TE, Smith GM, Curran PJ. 2002. Polygon-based aggregation of remotely sensed data for regional ecological analyses. Int J Appl Earth Obs Geoinf. 4:161–173.10.1016/S0303-2434(02)00025-9
  • Wilkinson GG. 2005. Results and implications of a study of fifteen years of satellite image classification experiments. IEEE Trans Geosci Remote Sens. 43:433–440.10.1109/TGRS.2004.837325
  • Zeleke G, Hurni H. 2001. Implications of land use and land cover dynamics for mountain resource degradation in the northwestern Ethiopian highlands. Mt Res Dev. 21:184–191.10.1659/0276-4741(2001)021[0184:IOLUAL]2.0.CO;2
  • Zhang Z, De Wulf RR, Van Coillie FMB, Verbeke LPC, De Clercq EM, Ou X. 2011. Influence of different topographic correction strategies on mountain vegetation classification accuracy in the Lancang Watershed, China. J Appl Remote Sens. 5:053512.10.1117/1.3569124

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