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Aika-avaruus-kaukokartoitusluokittelu×Aika-avaruus-kriging×
TieteenalaSpatiaalianalyysiSpatiaalianalyysi
MenetelmäperheRegression modelRegression model
Syntyvuosi1980s-2000s1999
KehittäjäWoodcock, Zhu, and remote sensing communityCressie & Huang; Kyriakidis & Journel
TyyppiMulti-temporal image classificationGeostatistical interpolation
AlkuperäislähdeZhu, Z. (2017). Change detection using landsat time series: A review of frequencies, preprocessing, algorithms, and applications. ISPRS Journal of Photogrammetry and Remote Sensing, 130, 370-384. DOI ↗Cressie, N., & Huang, H.-C. (1999). Classes of nonseparable, spatio-temporal stationary covariance functions. Journal of the American Statistical Association, 94(448), 1330-1340. DOI ↗
Rinnakkaisnimetmulti-temporal remote sensing classification, spatio-temporal image classification, temporal remote sensing analysis, STRSCspatiotemporal kriging, ST-kriging, space-time geostatistical interpolation, kriging in space-time
Liittyvät44
TiivistelmäSpace-Time Remote Sensing Classification extends standard image classification to multi-temporal satellite or aerial imagery, enabling analysts to track land cover change, phenological cycles, and environmental dynamics across both space and time. By incorporating the temporal dimension, classifiers achieve higher accuracy and can detect transitions that a single-date analysis would miss.Space-Time Kriging is a geostatistical interpolation method that predicts an unknown variable at any location and time by borrowing strength from nearby observations in both space and time simultaneously. It models the joint spatial-temporal covariance structure through a space-time variogram, then uses optimal linear weights to produce predictions with quantified uncertainty.
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ScholarGateVertaile menetelmiä: Space-Time Remote Sensing Classification · Space-Time Kriging. Haettu 2026-06-17 osoitteesta https://scholargate.app/fi/compare