Mapping fractional landscape soils and vegetation components from Hyperion satellite imagery using an unsupervised machine-learning workflow

Author:

Friedel Michael J.12,Buscema Massimo23,Vicente Luiz Eduardo4,Iwashita Fabio5,Koga-Vicente Andréa6

Affiliation:

1. Hydrogeology Department, GNS Science, Lower Hutt, New Zealand

2. Mathematical & Statistical Sciences, University of Colorado, Denver, CO, USA

3. Semeion Institute, Rome, Italy

4. Satellite Monitoring Unit, Brazilian Corporation of Agricultural Research-EMBRAPA, Campinas, Brazil

5. Earth Sciences Department, University of Florence, Florence, Italy

6. Center for Meteorological and Climatological Research in Agriculture, University of Campinas, Campinas, Brazil

Funder

Ministry of Business, Innovation and Employment

Publisher

Informa UK Limited

Subject

General Earth and Planetary Sciences,Computer Science Applications,Software

Reference46 articles.

1. Köppen's climate classification map for Brazil

2. Amaral, F. C. S. do, R. P. de Oliveira, J. S. de Souza, M. L. D. Aglio, and C. E. Chaffin. 2005. Mapa de Solos do Estado de Minas Gerais [Soil Map of Minas Gerais State]. Rio De Janeiro: Embrapa Solos. Scale of the map 1:1.000.000.

3. A new geometric model for clustering high-resolution satellite images

4. The ASTER spectral library version 2.0

5. Barry, P. 2001. EO-1/ Hyperion Science Data User’s Guide. Level 1_B. Redondo Beach: TRW Space, Defense & Information Systems, 60 pp.

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