Academic Year: 2015/2016 Course: Geostatistics and
Transcrição
Academic Year: 2015/2016 Course: Geostatistics and Environment Coordinator: António Lopes Teaching Staff: Nelson Mileu ECTS: 6 Weekly Hours: 3 Typology: Theoretical-practical Contents 1. Introduction to Descriptive statistics and Spatial Statistics 1.1 Descriptive statistics 1.2 Measuring Geographic Distributions 1.3 Standard Deviational Ellipse 2. Introduction to geostatistical techniques 2.1 Analysing and interpolating spatial data 2.2 Comparing different methods 2.3 Exploring data 3. Deterministic methods 3.1 Voronoi Map 3.2 Inverse Distance Weighting (IDW) 3.3 Global Polinomial Interpolation 3.4 Local Polinomial Interpolation 3.5 Radial Basis Functions (RBF) 4. Geoestatistical methods 4.1 Regionalized variable theory (RVT) 4.2 Kriging 4.3 Producing other surfaces, performing cross validation and validation Objectives and skills Objectives: - describe spatial statistical sampling; - implementing a data analysis process; - present different methodologies for the creation of geostatistical surfaces; - use of different spatial interpolation methods and various tools for data representation and data mining; - use of different interpolation functions and achieve results consistent with the objectives of work in the fields of geography and environment; - compare surfaces prepared under different methodologies and different criteria. Skills: - understanding of the process of data analysis; - understanding the advantages and disadvantages of different interpolation methods for spatial data and parameterization; _______________________________________________________________ Instituto de Geografia e Ordenamento do Território ▪ Edifício IGOT - Avenida Prof. Gama Pinto 1649-003 LISBOA ▪ tel.: 21 044 3000 - create interpolation surfaces with different methods; - capacity for critical analysis of results; - validate the estimated models. References Fotheringham A, Brunsdon C, Charlton M (2000) Quantitative Geography. Perspectives on Spatial Data Analysis. SAGE Publications, London. Hengl T (2009) A Practical Guide to Geostatistical Mapping. University of Amsterdam, ISBN 978-90-9024981-0. Johnston K, Ver Hoef J, Krivoruchko K, Lucas N (2001) Using ArcGIS Geostatistical Analyst. ESRI, Redlands. Kitchin R, Tate N (2000) Conducting Research in Human Geography, Pearson Education Limited, Essex. Li J, Heap A (2008) A Review of Spatial Interpolation Methods for Environmental Scientists. Geoscience Australia, Record 2008/23, 137 pp. McKillup S, Dyar M (2010) Geostatistics Explained, An Introductory Guide for Earth Scientists. Cambridge University Press, New York. Soares A (2006) Geoestatística para as Ciências da Terra e do Ambiente. Instituto Superior Técnico, Lisboa, ISBN: 9789728469467. Sousa A, Muge F (1990) Elementos de Geoestatística. LMPM, IST. 63p. Knowledge evaluation methods and their partial grades Individual test (60%) Practical group work (40%) _______________________________________________________________ Instituto de Geografia e Ordenamento do Território ▪ Edifício IGOT - Avenida Prof. Gama Pinto 1649-003 LISBOA ▪ tel.: 21 044 3000
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