On digital soil mapping
Tóm tắt
Từ khóa
Tài liệu tham khảo
Aandahl, 1948, The characterization of slope positions and their influence on the total N content of a few virgin soils in Western Iowa, Soil Science Society of America Proceedings, 13, 449, 10.2136/sssaj1949.036159950013000C0081x
Agbu, 1990, Soil property relationships with SPOT satellite digital data in east central Illinois, Soil Science Society of America Journal, 54, 807, 10.2136/sssaj1990.03615995005400030031x
Ahmed, 1987, Comparison of geostatistical methods for estimating transmisivity using data on transmisivity and specific capacity, Water Resources Research, 23, 1717, 10.1029/WR023i009p01717
Aiken, 1991, Positional, spatially correlated and random components of variability in carbon-dioxide efflux, Journal of Environmental Quality, 20, 301, 10.2134/jeq1991.00472425002000010049x
Albert, 1995, A generalized estimating equations approach for spatially correlated binary data: applications to the analysis of neuroimaging data, Biometrics, 51, 627, 10.2307/2532950
Altese, 1996, Retrieving soil moisture over bare soil from ERS-1 synthetic aperture radar data: sensitivity analysis based on theoretical surface scattering model and field data, Water Resources Research, 32, 653, 10.1029/95WR03638
Anderson, 1975, An assessment of the relationship between surface properties of chalk soils and slope form using principal component analysis, Journal of Soil Science, 26, 130, 10.1111/j.1365-2389.1975.tb01938.x
Anderson-Cook, 2002, Differentiating soil types using electromagnetic conductivity and crop yield maps, Soil Science Society of America Journal, 66, 1570, 10.2136/sssaj2002.1562
Andriani, 2001, Structural features of the Middle Tirso Valley (Central Sardinia, Italy) from geoelectrical and gravity data, Annali di Geofisica, 44, 739
Arrouays, 1995, Spatial analysis and modeling of topsoil carbon storage in temperate forest humic loamy soils of France, Soil Science, 159, 191, 10.1097/00010694-199515930-00006
Barshad, 1958, Factors affecting clay formation, 110
Beard, 2000, Comparison of methods for estimating earth resistivity from airborne electromagnetic measurements, Journal of Applied Geophysics, 45, 239, 10.1016/S0926-9851(00)00032-X
Bell, 1992, Calibration and validation of a soil–landscape model for predicting soil drainage class, Soil Science Society of America Journal, 56, 1860, 10.2136/sssaj1992.03615995005600060035x
Bell, 1994, Soil drainage probability mapping using a soil–landscape model, Soil Science Society of America Journal, 58, 464, 10.2136/sssaj1994.03615995005800020031x
Bell, 2000, A soil–terrain model for estimating spatial patterns of soil organic carbon, 295
Bhatti, 1991, Estimation of soil properties and wheat yields on complex eroded hills using geostatistics and thematic mapper images, Remote Sensing of Environment, 37, 181, 10.1016/0034-4257(91)90080-P
Bierwith, 1996, Gamma-radiometrics, a remote sensing tool for understanding soils, Australian Collaborative Land Evaluation Program Newsletter, 5, 12
Bindlish, 1996, Aggregation of digital terrain data using a modified fractal interpolation scheme, Computers and Geosciences, 22, 907, 10.1016/S0098-3004(96)00049-0
Bishop, 2001, A comparison of prediction methods for the creation of field-extent soil property maps, Geoderma, 103, 149, 10.1016/S0016-7061(01)00074-X
Bishop, 2001, Measuring the quality of digital soil maps using information criteria, Geoderma, 105, 93
Blaszcynski, 1997, Landform characterization with geographic information systems, Photogrammetric Engineering and Remote Sensing, 63, 183
Boegh, 2002, Evaluating evapotranspiration rates and surface conditions using Landsat TM to estimate atmospheric resistance and surface resistance, Remote Sensing of Environment, 79, 329, 10.1016/S0034-4257(01)00283-8
Bogaert, 2002, Estimating soil properties from thematic soil maps: the Bayesian Maximum Entropy approach, Soil Science Society of America Journal, 66, 1492, 10.2136/sssaj2002.1492
Boruvka, 2002, New approaches to the exploitation of former soil survey data
Boulaine, 1980, Pédologie Appliquée
Bourennane, 1996, Improving the kriging of a soil variable using slope gradient as external drift, European Journal of Soil Science, 47, 473, 10.1111/j.1365-2389.1996.tb01847.x
Bourennane, 2000, Comparison of kriging with external drift and simple linear regression for predicting soil horizon thickness with different sample densities, Geoderma, 97, 255, 10.1016/S0016-7061(00)00042-2
Bourgault, 1994, Robustness of noise filtering by kriging analysis, Mathematical Geology, 26, 733, 10.1007/BF02086869
Brest, 1987, Deriving surface albedo measurements from narrow-band satellite data, International Journal of Remote Sensing, 8, 351, 10.1080/01431168708948646
Breiman, 1984, Classification and regression
Bui, 2003, Soil survey as a knowledge system, Geoderma
Bui, 2000, Regional-scale investigation of the spatial distribution and origin of soluble salts in central north Queensland, Hydrological Processes, 14, 237, 10.1002/(SICI)1099-1085(20000215)14:2<237::AID-HYP922>3.0.CO;2-E
Bui, 2001, Disaggregation of polygons of surficial geology and soil maps using spatial modelling and legacy data, Geoderma, 103, 79, 10.1016/S0016-7061(01)00070-2
Bui, 2003, A strategy to fill gaps in soil survey over large spatial extents: an example from the Murray–Darling basin of Australia, Geoderma, 111, 21, 10.1016/S0016-7061(02)00238-0
Bui, 1999, Extracting soil–landscape rules from previous soil surveys, Australian Journal of Soil Research, 37, 495, 10.1071/S98047
Bui, 2002, Continental-scale spatial modelling of soil properties
Bunkin, 2000, Lidar sensing of water, ground, and plant surfaces, Atmospheric and Oceanic Optics, 13, 54
Burgess, 1980, Optimal interpolation and isarithmic mapping of soil properties: I. The semivariogram and punctual kriging, Journal of Soil Science, 31, 315, 10.1111/j.1365-2389.1980.tb02084.x
Burgess, 1980, Optimal interpolation and isarithmic mapping of soil properties: II. Block kriging, Journal of Soil Science, 31, 333, 10.1111/j.1365-2389.1980.tb02085.x
Burrough, 1993, Soil variability: a late 20th century view, Soils and Fertilizers, 56, 529
Burrough, 1998
Burrough, 2000, High-resolution landform classification using fuzzy k-means, Fuzzy Sets and Systems, 113, 37, 10.1016/S0165-0114(99)00011-1
Campbell, 1987
Campling, 2002, Logistic modeling to spatially predict the probability of soil drainage classes, Soil Science Society of America Journal, 66, 1390, 10.2136/sssaj2002.1390
Carré, 2002, Quantitative mapping of soil types based on regression kriging of taxonomic distances with landform and land cover attributes, Geoderma, 110, 241, 10.1016/S0016-7061(02)00233-1
Carrol, 1981, Airbone soil moisture measurement using natural terrestrial gamma radiation, Soil Science, 132, 358, 10.1097/00010694-198111000-00006
Carvalho, 2001, Digital change detection with the aid of multiresolution wavelet analysis, International Journal of Remote Sensing, 22, 3871, 10.1080/01431160110069836
Chang, 2000, Estimation of soil physical properties using remote sensing and artificial neural network, Remote Sensing of Environment, 74, 534, 10.1016/S0034-4257(00)00144-9
Chang, 2001, Near-infrared reflectance spectroscopy—principal components regression analyses of soil properties, Soil Science Society of America Journal, 65, 480, 10.2136/sssaj2001.652480x
Chaplot, 2002, The suitability of quantitative soil–landscape models for predicting soil properties at a regional level
Chaplot, 2000, Improving soil hydromorphy prediction according to DEM resolution and available pedological data, Geoderma, 97, 405, 10.1016/S0016-7061(00)00048-3
Chen, 1999, Development of a 1-km landcover dataset of China using AVHRR data, ISPRS Journal of Photogrammetry and Remote Sensing, 54, 305, 10.1016/S0924-2716(99)00027-1
Christakos, 1990, A Bayesian/maximum-entropy view to the spatial estimation problem, Mathematical Geology, 22, 763, 10.1007/BF00890661
Christakos, 2000
Cialella, 1997, Predicting soil drainage class using remotely sensed and digital elevation data, Photogrammetric Engineering and Remote Sensing, 63, 171
Cipra, 1980, Comparison of multispectral measurements from some nonvegetated soils using Landsat digital data and a spectroradiometer, Science Society of America Journal, 44, 80, 10.2136/sssaj1980.03615995004400010018x
Clark, 1992, Tree-based models, 377
Clevers, 1996, Combined use of optical and microwave remote sensing data for crop growth monitoring, Remote Sensing of the Environment, 56, 42, 10.1016/0034-4257(95)00227-8
Congalton, 1999
Cook, 1996, A rule-based system to map soil properties, Science Society of America Journal, 60, 1893, 10.2136/sssaj1996.03615995006000060039x
Cook, 1996, Use of airborne gamma radiometric data for soil mapping, Australian Journal of Soil Research, 34, 183, 10.1071/SR9960183
Corner, 1997, Expector: a knowledge based soil attribute mapping method, ACLEP (Australian Collaborative Land Evaluation Project) Newsletter, 6, 9
Cox, 1937, Use of a discriminant function for differentiating soils with different azotobacter populations, Iowa Experimental, J451, 323
Cressie, 1993
Crowley, 1993, Mapping playa evaporite minerals with AVIRIS data: a 1st report from Death Valley, California, Remote Sensing of the Environment, 44, 337, 10.1016/0034-4257(93)90025-S
Dale, 1989, On the role of expert systems and numerical taxonomy in soil classification, Journal of Soil Science, 40, 223, 10.1111/j.1365-2389.1989.tb01268.x
Davies, 1969, Trend surface analysis applied to soil reaction values from Kent, England, Geoderma, 3, 223, 10.1016/0016-7061(70)90022-4
De Bruin, 1998, Soil–landscape modeling using fuzzy c-means clustering of attribute data derived from a Digital Elevation Model (DEM), Geoderma, 83, 17, 10.1016/S0016-7061(97)00143-2
DeFries, 2000, Global continuous fields of vegetation characteristics: a linear mixture model applied to multi-year 8 km AVHRR data, International Journal of Remote Sensing, 21, 1389, 10.1080/014311600210236
De Gruijter, 1975, A discrete approach to automated mapping of multivariate systems, 17
De Gruijter, 1985, Transect sampling for reliable information on mapping units, 150
De Gruijter, 1997, Continuous soil maps—a fuzzy set approach to bridge the gap between aggregation levels of process and distribution models, Geoderma, 77, 169, 10.1016/S0016-7061(97)00021-9
Delhomme, 1978, Kriging in the hydrosciences, Advances in Water Resources, 1, 251, 10.1016/0309-1708(78)90039-8
Diak, 1998, Agricultural management decision aids driven by real-time satellite data, Bulletin of the American Meteorological Society, 79, 1345, 10.1175/1520-0477(1998)079<1345:AMDADB>2.0.CO;2
Dickson, 1996, Interpreting aerial gamma-ray surveys utilising geomorphological and weathering models, Journal of Geochemical Explorations, 57, 75, 10.1016/S0375-6742(96)00017-9
Diggle, 1994
Dobermann, 1997, Fuzzy mapping of soil fertility—a case study on irrigated riceland in the Phlippines, Geoderma, 77, 317, 10.1016/S0016-7061(97)00028-1
Dobos, 2000, Use of combined digital elevation model and satellite radiometric data for regional soil mapping, Geoderma, 97, 367, 10.1016/S0016-7061(00)00046-X
Dobos, 2001, A regional scale soil mapping approach using integrated AVHRR and DEM data, International Journal of Applied Earth Observation and Geoinformation, 3, 30, 10.1016/S0303-2434(01)85019-4
Dobson, 1986, Active microwave soil moisture research, IEEE Transactions on Geosciences and Remote Sensing, 24, 23, 10.1109/TGRS.1986.289585
Donatelli, M., Stockle, C., Constantini, E.A., Nelson, R., 2002. SOILR: a model to estimate soil moisture and temperature regimes. http://www.inea.it/isci/mdon/research/bottom_model_soil.htm.
Duda, R.O., Hart, P., Barrett, J.G., Gashnig, K., Reboh, R., Slocum, J., 1978. Development of PROSPECTOR consultation system for mineral exploration. SRI Projects 5821 and 6415, SRI International Artificial Intelligence Center, Menlo Park, CA.
Dymond, 1994, Direct induction of compact rule-based classifiers for resource mapping, International Journal of Geographical Information Systems, 8, 357, 10.1080/02693799408902006
Dymond, 1992, Percent vegetation cover of a degrading rangeland from SPOT, International Journal of Remote Sensing, 13, 1999, 10.1080/01431169208904248
Edmonds, 1984, Spatial estimates of soil temperature, Soil Science, 138, 203, 10.1097/00010694-198409000-00003
Efron, 1993, An introduction to the bootstrap, vol. 57
Epinat, 2001, A wavelet characterization of high-resolution NDVI patterns for precision agriculture, ITC Journal, 2, 121
Escoufier, 1970, Echantillonage dans une population de variables aléatoires réellles, Publications Institute of Statistics, University of Paris, 19, 1
Evans, 1972, General geomorphometry, derivatives of altitude, and descriptive statistics, 17
Evans, 1980, An integrated system of terrain analysis and slope mapping, Zeitschrift für Geomorphologie Supplementband, 36, 274
Evans, 1998, What do terrain statistics really mean?, 119
Favrot, 1989, Une stratégie d'inventaire cartographique à grand échelle: la méthode des secteurs de réference, Science du sol, 27, 351
Favrot, 1993, La cartographie automatisee des sols: une aide a la gestion ecologique des paysages ruraux, Comptes Rendus de L'Academie d'Agriculture de France, 79, 61
Fels, 1996, A cognitively-based approach for hydrogeomorphic land classification using digital terrain models
Feng, 1994, Machine learning of rules and trees, 50
Fidêncio, 2001, Application of artificial neural networks to the classification of soils from Saõ Paulo state using near-infrared spectroscopy, Analyst, 126, 2194, 10.1039/b107533k
Fisher, 1936, The use of multiple measurements in taxonomic problems, Annals of Eugenics, 7, 179, 10.1111/j.1469-1809.1936.tb02137.x
Florinsky, 1998, Accuracy of land topographical variables derived from digital elevation models, International Journal of Geographic Information Science, 12, 47, 10.1080/136588198242003
Florinsky, 2002, Prediction of the soil organic carbon content at micro-, meso- and macroscales by digital terrain modelling
Florinsky, 2002, Prediction of soil properties by digital terrain modelling, Environmental Modelling and Software, 17, 295, 10.1016/S1364-8152(01)00067-6
Frazier, 1989, Remote sensing of soils in the eastern Palouse region with Landsat thematic mapper, Remote Sensing of the Environment, 28, 317, 10.1016/0034-4257(89)90123-5
Freund, 1996, Game theory, on-line prediction and boosting, 325
Freund, 1997, A decision-theoretic generalization of on-line learning and an application to boosting, Journal of Computer and System Sciences, 55, 119, 10.1006/jcss.1997.1504
Fridland, V.M., 1972. Pattern of the soil cover. Israel Program for Scientific Translations, Jerusalem.
Friedman, 1991, Multivariate adaptive regression splines (with discussion), Annals of Statistics, 19, 1, 10.1214/aos/1176347963
Friedman, J.H., 1999. Greedy function approximation: A gradient boosting machine. Technical report, Department of Statistics, Stanford University.
Fung, 1992, Backscattering from a randomly rough dielectric surface, IEEE Transactions on Geosciences and Remote Sensing, 30, 356, 10.1109/36.134085
Furley, 1968, Soil formation and slope development: 2. The relationship between soil formation and gradient angle in the Oxford area, Zeitschrift für Geomorphologie, 12, 25
Galdeano, 2001, The aeromagnetic map of the French Cadomian belt, Tectonophysics, 331, 99, 10.1016/S0040-1951(00)00238-9
Gallant, 2000, Primary topographic attributes, 51
Garguet-Duport, 1997, WaveMerg: a multiresolution software for merging SPOT panchromatic and SPOT multispectral data, Environmental Modelling and Software, 12, 85, 10.1016/S1364-8152(96)00047-3
Gershenfeld, 1999
Gessler, 1995, Soil–landscape modelling and spatial prediction of soil attributes, International Journal of Geographical Information Systems, 9, 421, 10.1080/02693799508902047
Giltrap, D.J., 1977. Mathematical techniques for soil survey design. Doctor of Philosphy thesis, University of Oxford.
Girard, M.C., 1983. Recherche d'une modélisation en vue d'une représentation spatiale de la couverture pédologique. Application á une région des plateaux jurassiques de Bourgogne. Thèse d'Etat, Sols no. 12. INA-PG, 430 pp.
Goetz, 1995, Surface temperature retrieval in a temperate grassland with multiresolution sensors, Journal of Geophysical Research, 100, 25397, 10.1029/94JD02684
Goldberg, 1989
Goovaerts, 1999, Geostatistics in soil science: state-of-the-art and perspectives, Geoderma, 89, 1, 10.1016/S0016-7061(98)00078-0
Gopal, 1995, Theory and methods for accuracy assessment of thematic maps using fuzzy sets, Photogrammetric Engineering and Remote Sensing, 60, 181
Goulard, 1992, Linear coregionalization model: tools for estimation and choice of cross-variogram matrix, Mathematical Geology, 24, 269, 10.1007/BF00893750
Grasty, 1991
Grunwald, 2001, Soil layer models created with profile cone penetrometer data, Geoderma, 103, 181, 10.1016/S0016-7061(01)00076-3
Gupta, 2001, New hyperspectral vegetation characterization parameters, Advances in Space Research, 28, 201, 10.1016/S0273-1177(01)00346-5
Hastie, 1992, Generalized linear models, 195
Hastie, 1990
Hastie, 2001, The elements of statistical learning: data mining, inference and prediction, 10.1007/978-0-387-21606-5
Hay, 1960, Rate of clay formation and mineral alteration in a 4000-years-old volcanic ash soil on St. Vincent, B.W.I., American Journal of Science, 258, 354, 10.2475/ajs.258.5.354
Henderson, 1980, A reappraisal of soil mapping in an area of Southern Scotland: Part II. The usefulness of some morphological properties and of a discriminant analysis in distinguishing between the dominant taxa of four mapping units, Journal of Soil Science, 31, 573, 10.1111/j.1365-2389.1980.tb02105.x
Hengl, 2002, Mapping soil properties from an existing national soil data set using freely available ancillary data
Hengl, 2003, A generic framework for spatial prediction of soil variables based on regression-kriging, Geoderma
Hengl, 2003, Soil sampling strategies for spatial prediction by correlation with auxiliary maps, Australian Journal of Soil Research, 10.1071/SR03005
Heuvelink, 1996, Identification of field attribute error under different models of spatial variation, International Journal of Geographical Information Science, 10, 921, 10.1080/02693799608902117
Heuvelink, 1998
Heuvelink, 2002, Developments in statistical approaches to spatial uncertainty and its propagation, International Journal of Geographical Information Science, 16, 111, 10.1080/13658810110099071
Heuvelink, 2001, Modelling soil variation: past, present, and future, Geoderma, 100, 269, 10.1016/S0016-7061(01)00025-8
Hewitt, 1993, Predictive modelling in soil survey, Soils and Fertilizers, 56, 305
Hoeben, 2000, Assimilation of active microwave observation data for soil moisture profile estimation, Water Resources Research, 36, 2805, 10.1029/2000WR900100
Hoekman, 1999, P-band SAR for tropical forest and landcover change observation, ESA Earth Observation Quarterly, 61, 18
Hoersch, 2002, Relation between landform and vegetation in alpine regions of Wallis, Switzerland. A multiscale remote sensing and GIS approach, Computers, Environment and Urban Systems, 26, 113, 10.1016/S0198-9715(01)00039-4
Hudson, 1992, The soil survey as paradigm-based science, Soil Science Society of America Journal, 56, 836, 10.2136/sssaj1992.03615995005600030027x
Huette, 1988, A soil adjusted vegetation index (SAVI), Remote Sensing of Environment, 25, 295, 10.1016/0034-4257(88)90106-X
Hutchinson, 1998, Interpolation of rainfall data with thin plate smoothing splines: I. Two dimensional smoothing of data with short range correlation, Journal of Geographic Information and Decision Analysis, 2, 152
Hutchinson, 1998, Interpolation of rainfall data with thin plate smoothing splines: II. Analysis of topographic dependence, Journal of Geographic Information and Decision Analysis, 2, 168
Hutchinson, 1994, Splines—more than just a smooth interpolator, Geoderma, 62, 45, 10.1016/0016-7061(94)90027-2
Jackson, 1996, Remote sensing applications to hydrology: soil moisture, Hydrological Sciences Journal, 41, 517, 10.1080/02626669609491523
Jang, 1993, ANFIS: adaptive-network-based fuzzy inference systems, IEEE Transactions on Systems, Man, and Cybernetics, 23, 665, 10.1109/21.256541
Jang, 1997, Classification and regression trees, 403
Jenny, 1941
Jones, 1973, The organic matter content of the savanna soils of West Africa, Journal of Soil Science, 24, 42, 10.1111/j.1365-2389.1973.tb00740.x
Kim, 2002, Downscaling of remotely sensed soil moisture with a modified fractal interpolation method using contraction mapping and ancillary data, Remote Sensing of Environment, 83, 400, 10.1016/S0034-4257(02)00044-5
King, 1995, Remote mineral mapping using AVIRIS data at Summitville, Colorado and the adjacent San Juan Mountains, Summitville Forum '95, Special Publication, Geological Survey, Colorado
King, 1999, Inventaire cartographique et surveillance des sols en France. Etat d'advancement et exemples d'utilisation, Étude et Gestion des Sols, 6, 215
Kiss, 1988, The distribution of fallout Cesium-137 in southern Saskatchewan, Canada, Journal of Environmental Quality, 17, 445, 10.2134/jeq1988.00472425001700030017x
Knotters, 1995, A comparison of kriging, co-kriging and kriging combined with regression for spatial interpolation of horizon depth with censored observations, Geoderma, 67, 227, 10.1016/0016-7061(95)00011-C
Kohonen, 1982, Self-organized formation of topologically correct feature maps, Biological Cybernetics, 43, 59, 10.1007/BF00337288
Kravchenko, 2002, Quantitative mapping of soil drainage classes using topographical data and soil electrical conductivity, Soil Science Society of America Journal, 66, 235, 10.2136/sssaj2002.0235
Kuhn, 1996
Kustas, 1996, Use of remote sensing for evapotranspiration monitoring over land surfaces, Hydrological Sciences Journal, 41, 495, 10.1080/02626669609491522
Laba, 2002, Conventional and fuzzy accuracy assessment of the New York gap analysis project land cover map, Remote Sensing of Environment, 81, 443, 10.1016/S0034-4257(02)00020-2
Lagacherie, P., 1992. Formalisation des lois de distribution des sols pour automiser la cartographie pedologique a partir d'un secteur pris comme reference. PhD thesis, Université Montpellier II, France.
Lagacherie, 1997, Addressing geographical data errors in a classification tree soil unit prediction, International Journal of Geographical Information Science, 11, 183, 10.1080/136588197242455
Lagacherie, 2000, Predicting soil properties over a region using sample information from a mapped reference area and digital elevation data: a conditional probability approach, Geoderma, 97, 187, 10.1016/S0016-7061(00)00038-0
Lagacherie, 2001, Mapping of reference area representativity using a mathematical soilscape distance, Geoderma, 101, 105, 10.1016/S0016-7061(00)00101-4
Lane, 2002, Generalized linear models in soil science, European Journal of Soil Science, 53, 241, 10.1046/j.1365-2389.2002.00440.x
Lapen, 2001, Divisive field-scale associations between corn yields, management, and soil information, Soil and Tillage Research, 58, 193, 10.1016/S0167-1987(00)00168-9
Lark, 2000, Regression analysis with spatially autocorrelated error: simulation studies and application to mapping of soil organic matter, International Journal of Geographical Information Science, 14, 247, 10.1080/136588100240831
Lark, 2003, Fitting a linear model of coregionalization for soil properties using simulated annealing, Geoderma, 115, 245, 10.1016/S0016-7061(03)00065-X
Lark, 2003, Multiresolution analysis of data on electrical conductivity of soil using wavelets, Journal of Hydrology, 272, 276, 10.1016/S0022-1694(02)00271-8
Lascano, 1998, Spatial and temporal distribution of surface water content in a large agricultural field, 19
Laslett, 1987, Comparison of several spatial prediction methods for soil pH, Journal of Soil Science, 38, 325, 10.1111/j.1365-2389.1987.tb02148.x
Lee, 1988, Determination of soil characteristics from thematic mapper data of a cropped organic–inorganic soil landscape, Soil Science Society of America Journal, 52, 1100, 10.2136/sssaj1988.03615995005200040038x
Lees, 1991, Decision-tree and rule-induction approach to integration of remotely sensed and GIS data in mapping vegetation in disturbed or hilly environments, Environmental Management, 15, 823, 10.1007/BF02394820
Legros, 1975, Occurrence des podzols dans l'Est du Massif Central, Science du Sol, 1, 37
Legros, 1979, Modelisation informatique de la repartition des sols dans le Parc Naturel Régional du Pilat, Annales de l'Université de Savoie, Tome 4, Sciences, 63
Li, 2002, Remote estimation of regional evapotranspiration, Environmental Modelling and Software, 17, 61, 10.1016/S1364-8152(01)00053-6
Liang, 1986, Longitudinal data analysis using generalized linear models, Biometrika, 73, 13, 10.1093/biomet/73.1.13
Lilburne, 1998, GIS-driven models of soil properties in the high country of the south island, 173
Lin, 1994, Comparison of remote sensed and model simulated soil moisture over a heterogenous watershed, Remote Sensing of the Environment, 48, 159, 10.1016/0034-4257(94)90138-4
Lobell, 2003, Remote sensing of regional crop production in the Yaqui Valley, Mexico: estimates and uncertainties, Agriculture, Ecosystems and Environment, 94, 205, 10.1016/S0167-8809(02)00021-X
Lösel, 2003, Application of heterogeneity indices to coarse-scale soil maps
Lund, 1999, Applying soil conductivity technology to precision agriculture, 1089
MacMillan, 2000, A generic procedure for automatically segmenting landforms into landform elements using DEMs, heuristic rules and fuzzy logic, Fuzzy Sets and Systems, 113, 81, 10.1016/S0165-0114(99)00014-7
Mancini, 1999, Multifrequency radar observations of bare surface soil moisture content: a laboratory experiment, Water Resources Research, 35, 1827, 10.1029/1999WR900033
Marsman, B.A., de Gruijter, J.J., 1986. Quality of soil maps, a comparison of soil survey methods in a study area. Soil Survey papers no. 15. Netherlands Soil Survey Institute, Stiboka, Wageningen, The Netherlands.
Martens, 1989
Matt, 1996, Thermoluminescence and new 14C age estimates for late Quaternary loesses in southwestern Nebraska, Geomorphology, 17, 115, 10.1016/0169-555X(95)00099-Q
Maulik, 2000, Genetic algorithm-based clustering technique, Pattern Recognition, 33, 1455, 10.1016/S0031-3203(99)00137-5
Mayr, 2003, Comparison of two statistical techniques for soil–landscape analysis, Geoderma
McBratney, 1983, Optimal interpolation and isarithmic mapping of soil properties: V. Co-regionalization and multiple sampling strategy, Journal of Soil Science, 34, 137, 10.1111/j.1365-2389.1983.tb00820.x
McBratney, 2000, An overview of pedometric techniques for use in soil survey, Geoderma, 97, 293, 10.1016/S0016-7061(00)00043-4
McBratney, 2002, From pedotransfer functions to soil inference systems, Geoderma, 109, 41, 10.1016/S0016-7061(02)00139-8
McCullagh, 1983
McIntosh, 2000, Creating and testing a geometric soil–landscape model in dry steeplands using a very low sampling density, Australian Journal of Soil Research, 38, 101, 10.1071/SR99029
McKay, 1979, A comparison of three methods for selecting values of input variables in the analysis of output from a computer code, Technometrics, 221, 239, 10.2307/1268522
McKenzie, 1993, A quantitative Australian approach to medium and small scale surveys based on soil stratigraphy and environmental correlation, Geoderma, 57, 329, 10.1016/0016-7061(93)90049-Q
McKenzie, 1999, Spatial prediction of soil properties using environmental correlation, Geoderma, 89, 67, 10.1016/S0016-7061(98)00137-2
McKenzie, 2000, The role of terrain analysis in soil mapping, 245
Mendonça Santos, 1997, Impacts of embanking on the soil–vegetation relationships in a floodplain ecosystem of a pre-alpine river, Global Ecology and Biogeography Letters, 6, 339, 10.2307/2997748
Michaelsen, 1994, Regression tree analysis of satellite and terrain data to guide vegetation sampling and surveys, Journal of Vegetation Science, 5, 673, 10.2307/3235882
Michalski, 1980, Knowledge acquisition by encoding expert rules versus computer induction from examples: a case study involving soybean pathology, International Journal of Man–Machine Studies, 12, 63, 10.1016/S0020-7373(80)80054-X
Milne, 1935, Some suggested units of classification and mapping particularly for East African soils, Soil Research, 4, 183
Minasny, 2001, A rudimentary mechanistic model for soil production and landscape development: II. A two-dimensional model, Geoderma, 103, 161, 10.1016/S0016-7061(01)00075-1
Minasny, 2002, The neuro-m method for fitting neural network parametric pedotransfer functions, Soil Science Society of America Journal, 66, 352, 10.2136/sssaj2002.0352
Moore, 1991, A new method for predicting vegetation distributions using decision tree analysis in a geographic information system, Environmental Management, 15, 59, 10.1007/BF02393838
Moore, 1993, Soil attribute prediction using terrain analysis, Soil Science Society of America Journal, 57, 443, 10.2136/sssaj1993.03615995005700020026x
Moran, 2002, Spatial data mining for enhanced soil map modelling, International Journal of Geographical Information Science, 16, 533, 10.1080/13658810210138715
Moran, 1997, Opportunities and limitations for image-based remote sensing in precision crop management, Remote Sensing of the Environment, 61, 319, 10.1016/S0034-4257(97)00045-X
Mücher, 2000, Land cover characterization and change detection for environmental monitoring of pan-Europe, International Journal of Remote Sensing, 21, 1159, 10.1080/014311600210128
Munyati, 2000, Wetland change detection on the Kafue Flats, Zambia, by classification of a multitemporal remote sensing image dataset, International Journal of Remote Sensing, 21, 1787, 10.1080/014311600209742
New, 2001, Precipitation measurements and trends in the twentieth century, International Journal of Climatology, 21, 1922, 10.1002/joc.680
Noy-Meir, 1974, Multivariate analysis of the semiarid vegetation in south-eastern Australia: II. Vegetation catena and environmental gradients, Australian Journal of Botany, 22, 115, 10.1071/BT9740115
Nye, 1960
Oberthur, 1999, Mapping soil texture classes using field texturing, particle size distribution and local knowledge by both conventional and geostatistical methods, European Journal of Soil Science, 50, 457, 10.1046/j.1365-2389.1999.00255.x
Obukhov, 1964, Spectral reflectivity of the major soil groups and possibility of using diffuse reflection in soil investigations, Soviet Soil Science, 174
Odeh, 2000, Using AVHRR images for spatial prediction of clay content in the lower Namoi Valley of eastern Australia, Geoderma, 97, 237, 10.1016/S0016-7061(00)00041-0
Odeh, 1991, Elucidation of soil–landform interrelationships by canonical ordination analysis, Geoderma, 49, 1, 10.1016/0016-7061(91)90089-C
Odeh, 1992, Soil pattern recognition with fuzzy-c-means: application to classification and soil–landform interrelationships, Soil Science Society of America Journal, 56, 505, 10.2136/sssaj1992.03615995005600020027x
Odeh, 1994, Spatial prediction of soil properties from landform attributes derived from a digital elevation model, Geoderma, 63, 197, 10.1016/0016-7061(94)90063-9
Odeh, 1995, Further results on prediction of soil properties from terrain attributes: heterotopic cokriging and regression-kriging, Geoderma, 67, 215, 10.1016/0016-7061(95)00007-B
Odeh, 1997, Predicting soil properties from ancillary information: non-spatial models compared with geostatistical and combined methods, 22
Oliver, 2000, Filtering SPOT imagery by kriging analysis, International Journal of Remote Sensing, 21, 735, 10.1080/014311600210542
Opsomer, 1999, Kriging with nonparametric variance function estimation, Biometrics, 55, 704, 10.1111/j.0006-341X.1999.00704.x
Owens, 1999, A landscape level comparison of pre-European settlement and current soil carbon content of a forested landscape in upper Michigan, Forest Ecology and Management, 113, 179, 10.1016/S0378-1127(98)00420-4
Pace, 1997, Quick computations of regressions with a spatially autoregressive dependent variable, Geographical Analysis, 29, 232, 10.1111/j.1538-4632.1997.tb00959.x
Pachepsky, 2001, Soil water retention as related to topographic variables, Soil Science Society of America Journal, 65, 1787, 10.2136/sssaj2001.1787
Pal, 1998, Algorithms for generation of class boundaries, IEEE Transactions on System, Man and Cybernetics, 28, 816, 10.1109/3477.735391
Pal, 2001, Genetic classifiers for remotely sensed images: comparison with standard methods, International Journal of Remote Sensing, 22, 2545, 10.1080/01431160120325
Palacios-Orueta, 1998, Remote sensing of soil properties in the Santa Monica mountains I. Spectral analysis, Remote Sensing of the Environment, 65, 170, 10.1016/S0034-4257(98)00024-8
Park, 2002, Prediction of three-dimensional soil spatial variability: a comparison of three environmental correlation techniques, Geoderma, 109, 117, 10.1016/S0016-7061(02)00146-5
Park, 2001, Identification of the spatial distribution of soils using a process-based terrain characterization, Geoderma, 103, 249, 10.1016/S0016-7061(01)00042-8
Pavlik, 1977, Soilscape analysis of slightly contrasting terrains in southeastern Wisconsin, Soil Science Society of America Journal, 41, 407, 10.2136/sssaj1977.03615995004100020048x
Pebesma, 2000
Pedrycz, 1997, Fuzzy clustering with partial supervision, IEEE Transactions on Systems, Man, and Cybernetics—Part B, 27, 787, 10.1109/3477.623232
Peng, 2003, Delineating patterns of soil drainage class on bare soils using remote sensing analyses, Geoderma, 115, 261, 10.1016/S0016-7061(03)00066-1
Pennock, 2001, Development and application of landform segmentation procedures, Soil and Tillage Research, 58, 151, 10.1016/S0167-1987(00)00165-3
Pennock, 1987, Landform classification and soil distribution in hummocky terrain, Saskatchewan, Canada, Geoderma, 40, 297, 10.1016/0016-7061(87)90040-1
Phillips, 2001, The relative importance of intrinsic and extrinsic factors in pedodiversity, Annals of the Association of American Geographers, 91, 609, 10.1111/0004-5608.00261
Pike, 1988, The geometric signature: quantifying landslide terrain types from digital elevation models, Mathematical Geology, 20, 491, 10.1007/BF00890333
Pinheiro, 2000
Post, 1994, Relations between soil color and Landsat reflectance on semiarid rangelands, Soil Science Society of America Journal, 58, 1809, 10.2136/sssaj1994.03615995005800060033x
Quinlan, 1992, Learning with continuous classes, 343
Quiñones, 2001, Biomass mapping using biophysical forest type characterization of SAR polarimetric images
Rawls, 2002, Using field topographic descriptors to estimate soil water retention, Soil Science, 167, 423, 10.1097/00010694-200207000-00001
Romano, 2002, Prediction of soil water retention using soil physical data and terrain attributes, Journal of Hydrology, 265, 56, 10.1016/S0022-1694(02)00094-X
Rosenberg, 2000
RuleQuest Research, 2000
Ryan, 2000, Integrating forest soils information across scales: spatial prediction of soil properties under Australian forests, Forest Ecology and Management, 138, 139, 10.1016/S0378-1127(00)00393-5
Samra, 1991, Modeling tree growth sensitivity to soil sodicity with spatially correlated observations, Soil Science Society of America Journal, 55, 851, 10.2136/sssaj1991.03615995005500030038x
Schaetzl, 1994, Choosing models for soil chronofunctions and fitting them to data, European Journal of Soil Science, 45, 219, 10.1111/j.1365-2389.1994.tb00503.x
Schmugge, 2002, Remote sensing in hydrology, Advances in Water Resources, 25, 1367, 10.1016/S0309-1708(02)00065-9
Scull, 2003, A comparison of prediction methods to create spatially distributed soil property maps using soil survey data for an alluvial basin in the Mojave Desert California, Geoderma
Scull, 2003, Predictive soil mapping: a review, Progress in Physical Geography, 27, 171, 10.1191/0309133303pp366ra
Shary, 1995, Land surface in gravity points classification by a complete system of curvatures, Mathematical Geology, 27, 373, 10.1007/BF02084608
Shary, 2002, Fundamental quantitative methods of land surface analysis, Geoderma, 107, 1, 10.1016/S0016-7061(01)00136-7
Shatar, 1999, Empirical modelling of relationships between sorghum yield and soil properties, Precision Agriculture, 1, 249, 10.1023/A:1009968907612
Shepherd, 2002, Development of reflectance spectral libraries for characterization of soil properties, Soil Science Society of America Journal, 66, 988, 10.2136/sssaj2002.0988
Simonett, 1960, Soil genesis in basalt in North Queensland, 238
Sinha, 1990, Stratigraphic mapping of sedimentary formations in southern Ontario by ground electromagnetic methods, Geophysics, 55, 1148, 10.1190/1.1442931
Sinowski, 1999, Using relief parameters in a discriminant analysis to stratify geological areas with different spatial variability of soil properties, Geoderma, 89, 113, 10.1016/S0016-7061(98)00127-X
Skidmore, 1991, Use of an expert system to map forest soils from a geographical information system, International Journal of Geographical Information Science, 5, 431, 10.1080/02693799108927867
Skidmore, 1996, An operational GIS expert system for mapping forest soils, Photogrammetric Engineering and Remote Sensing, 62, 501
Skidmore, 1997, Remote sensing of soils in a eucalypt forest environment, International Journal of Remote Sensing, 18, 39, 10.1080/014311697219268
Soil Survey Staff, 1993
Sommer, 2003, Hierarchical data fusion for mapping soil units at field scale, Geoderma, 112, 179, 10.1016/S0016-7061(02)00305-1
Stafford, 1996, Mapping and interpreting the yield variation in cereal crops, Computers and Electronics in Agriculture, 14, 101, 10.1016/0168-1699(95)00042-9
Su, 1997, Remote sensing of bare surface soil moisture using EMAC/ESAR data, International Journal of Remote Sensing, 18, 2105, 10.1080/014311697217783
Sudduth, 2001, Accuracy issues in electromagnetic induction sensing of soil electrical conductivity for precision agriculture, Computers and Electronics in Agriculture, 31, 239, 10.1016/S0168-1699(00)00185-X
Susskind, 1997, Characteristics of the TOVS pathfinder path. A data set, Bulletin of the American Meteorology Society, 78, 1449, 10.1175/1520-0477(1997)078<1449:COTTPP>2.0.CO;2
Tabbagh, 2000, Soil resistivity: a non-invasive tool to map soil structure horizonation, Geoderma, 97, 393, 10.1016/S0016-7061(00)00047-1
Taylor, 2001
Thomas, 1999, Predicting soil classes with parameters derived from relief geologic materials in a sandstone region of the Vosges mountains (Northeastern France), Geoderma, 90, 291, 10.1016/S0016-7061(98)00135-9
Thompson, 1997, Quantitative soil–landscape modeling for estimating the areal extent of hydromorphic soils, Soil Science Society of America Journal, 61, 971, 10.2136/sssaj1997.03615995006100030037x
Thompson, 2001, Digital elevation model resolution: effects on terrain attribute calculation and quantitative soil–landscape modeling, Geoderma, 100, 67, 10.1016/S0016-7061(00)00081-1
Townshend, 1991, Global land cover classification by remote-sensing—present capabilities and future possibilities, Remote Sensing of Environment, 35, 243, 10.1016/0034-4257(91)90016-Y
Triantafilis, 2001, Creation and interpolation of continuous soil layer classes in the lower Namoi valley, Soil Science Society of America Journal, 65, 403, 10.2136/sssaj2001.652403x
Triantafilis, 2003, Elucidation of hydrogeological units using fuzzy k-means classification of EM34 data in the lower Namoi Valley, Australia, Environmental Modelling and Software, 18, 667, 10.1016/S1364-8152(03)00053-7
Troeh, 1964, Landform parameters correlated to soil drainage, Soil Science Society of America Proceedings, 28, 808, 10.2136/sssaj1964.03615995002800060035x
Twidale, 1985, Old land surfaces and their implications for models of landscape evolution, Revue de Géomorphologie Dynamique, 34, 131
Van Niekerk, 1999, An 40Ar/39Ar age of supergene K–Mn oxyhydroxides in a post-Gondwana soil profile on the Highveld of South Africa, South African Journal of Science, 95, 450
Vauclin, 1983, The use of cokriging with limited field soil observations, Soil Science Society of America Journal, 47, 175, 10.2136/sssaj1983.03615995004700020001x
Venables, 1994
Ventura, 2000, Automated landform classification methods for soil–landscape studies, 267
Verboom, 2003, Relationships between cluster root-bearing taxa and laterite across landscapes in southwest Western Australia: an approach using airborne radiometric and digital elevation models, Plant and Soil, 248, 321, 10.1023/A:1022358014629
Vold, 1999, Multiresponse estimation of parameter values in models of soil carbon and nitrogen dynamics, Journal of Agriculture, Biology and Environmental Science, 4, 290, 10.2307/1400387
Voltz, 1990, A comparison of kriging, cubic splines and classification for predicting soil properties from sample information, Journal of Soil Science, 41, 473, 10.1111/j.1365-2389.1990.tb00080.x
Voltz, 1997, Predicting soil properties over a region using sample information from a mapped reference area, European Journal of Soil Science, 48, 19, 10.1111/j.1365-2389.1997.tb00181.x
Wackernagel, 1987
Walker, 1968, Relation between landform parameters and soil properties, Soil Science Society of America Proceedings, 32, 101, 10.2136/sssaj1968.03615995003200010026x
Walvoort, 2001, Compositional kriging: a spatial interpolation method for compositional data, Mathematical Geology, 33, 951, 10.1023/A:1012250107121
Webster, 1977, Canonical correlation in pedology: how useful?, Journal of Soil Science, 28, 196, 10.1111/j.1365-2389.1977.tb02306.x
Webster, 1980, Optimal interpolation and isarithmic mapping of soil properties, III. Changing drift and universal kriging, Journal of Soil Science, 31, 505, 10.1111/j.1365-2389.1980.tb02100.x
Webster, 1974, Multiple discriminant analysis in soil survey, Journal of Soil Science, 25, 120, 10.1111/j.1365-2389.1974.tb01109.x
Webster, 1990
Webster, R., Harrod, T.R., Staines, S.J., Hogan, D.V., 1979. Grid sampling and computer mapping of the Ivybridge area, Devon. Technical Monograph no.12, Soil Survey of England and Wales, Harpenden, Herts.
Wen, 1997, Image filtering by factorial kriging-sensitivity analysis and application to GLORIA side-scan sonar images, Mathematical Geology, 21, 433, 10.1007/BF02775083
Wielemaker, 2001, Significance and application of the multi-hierarchical landsystem in soil mapping, Catena, 43, 15, 10.1016/S0341-8162(00)00121-1
Wilson, 2000, Secondary topographic attributes, 87
Wood, J., 1996. The Geomorphological Characterisation of Digital Elevation Models. PhD thesis, University of Leicester, UK. Available at: http://www.soi.city.ac.uk/~jwo/phd.
Wood, 1993, Inter-comparisons between active and passive microwave remote sensing, and hydrological modelling for soil moisture, Advances in Space Research, 13, 5167, 10.1016/0273-1177(93)90541-I
Wösten, 2001, Pedotransfer functions: bridging the gap between available basic soil data and missing soil hydraulic characteristics, Journal of Hydrology, 251, 123, 10.1016/S0022-1694(01)00464-4
Wrigley, N., 1978. Probability surface mapping. In: Davis J.C., Levi de Lopez S. (Eds.), Mapas por computadora para el analisis de los recursos naturales; memorias de la reunion internacional. Univ. Nac. Auton. Mex., Inst. Geogr. Mexico City and Univ. Kans., Kans. Geol. Surv., Lawrence, Kansas, Mexico City, Mexico, pp. 39–49.
Yaalon, 1975, Conceptual models in pedogenesis: can soil-forming functions be solved?, Geoderma, 14, 189, 10.1016/0016-7061(75)90001-4
Zeverbergen, 1987, Quantitative analysis of land surface topography, Earth Surface Processes and Landforms, 12, 47, 10.1002/esp.3290120107
Zheng, 1996, Comparison of available soil water capacity estimated from topography and soil series information, Landscape Ecology, 11, 3, 10.1007/BF02087109
Zhu, 1997, A similarity model for representing soil spatial information, Geoderma, 77, 217, 10.1016/S0016-7061(97)00023-2
Zhu, 2000, Mapping soil landscape as spatial continua: the neural network approach, Water Resources Research, 36, 663, 10.1029/1999WR900315
Zhu, 1994, A knowledge-based approach to data integration for soil mapping, Canadian Journal of Remote Sensing, 20, 408, 10.1080/07038992.1994.10874583
Zhu, 1994, US forest types and predicted percent forest cover from AVHRR data, Photogrammetric Engineering and Remote Sensing, 60, 525
Zhu, 1998, Study of remote sensing image texture analysis and classification using wavelet, International Journal of Remote Sensing, 19, 3197, 10.1080/014311698214262
Zhu, 1996, Automated soil inference under fuzzy logic, Ecological Modelling, 90, 123, 10.1016/0304-3800(95)00161-1
Zhu, 1997, Derivation of soil properties using a soil land inference model (SoLIM), Soil Science Society of America Journal, 61, 523, 10.2136/sssaj1997.03615995006100020022x
Zhu, 2001, Soil mapping using GIS, expert knowledge, and fuzzy logic, Soil Science Society of America Journal, 65, 1463, 10.2136/sssaj2001.6551463x
Zighed, A., 1985. Methodes et utils pour les processus d'interrogation non-arborescents. PhD thesis, Université de Lyon 1, Lyon, France.
Zighed, D.A., Rakotomalala, R., 2000. Graphes d'Induction-Apprentissage et Data Mining, Hermes.
Zighed, 1996, A discretization method of continuous attributes in induction graphs, 997