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Mètriques de Patrons del Paisatge×Model CA-Markov de Canvi d'Ús del Sòl×Detecció de Comunitats×Anàlisi d'Imatges Basada en Objectes (OBIA)×
CampAnàlisi espacialAnàlisi espacialAnàlisi de xarxesTeledetecció
FamíliaProcess / pipelineProcess / pipelineProcess / pipelineProcess / pipeline
Any d'origen198819972002–2019 (algorithm family)2010
Autor originalR. V. O'Neill et al.; McGarigal & Marks (FRAGSTATS)Cellular automata (Clarke) + Markov chain (Muller & Middleton)Louvain: Blondel et al. (2008); Leiden: Traag et al. (2019); Girvan-Newman: Girvan & Newman (2002); Infomap: Rosvall & Bergstrom (2008)Thomas Blaschke
TipusQuantitative landscape pattern descriptionSpatio-temporal land-use change simulationGraph-partitioning / clustering algorithm familyImage segmentation and classification pipeline
Font seminalO'Neill, R. V., et al. (1988). Indices of landscape pattern. Landscape Ecology, 1(3), 153–162. DOI ↗Clarke, K. C., Hoppen, S., & Gaydos, L. (1997). A self-modifying cellular automaton model of historical urbanization in the San Francisco Bay area. Environment and Planning B, 24(2), 247–261. DOI ↗Blondel, V.D., Guillaume, J.-L., Lambiotte, R. & Lefebvre, E. (2008). Fast Unfolding of Communities in Large Networks. Journal of Statistical Mechanics, 2008(10), P10008. DOI ↗Blaschke, T. (2010). Object based image analysis for remote sensing. ISPRS Journal of Photogrammetry and Remote Sensing, 65(1), 2–16. DOI ↗
Àlieslandscape pattern indices, FRAGSTATS metrics, fragmentation indices, peyzaj metrikleriCA-Markov model, cellular automata Markov, land-use change simulation, CA-Markov arazi kullanımı modeligraph clustering, network partitioning, Topluluk Tespiti (Louvain, Girvan-Newman, Leiden)Geographic Object-Based Image Analysis, GEOBIA, Object-Oriented Image Analysis, Nesne Tabanlı Görüntü Analizi
Relacionats3353
ResumLandscape metrics are quantitative indices that describe the composition and spatial configuration of a categorical map — typically land cover — at the patch, class, and whole-landscape levels. Developed in landscape ecology (O'Neill and colleagues, 1988) and made widely usable by the FRAGSTATS software, they turn maps into numbers like patch density, edge density, fragmentation, diversity, and connectivity for ecological, planning, and change analysis.CA-Markov is a hybrid spatio-temporal model that projects land-use and land-cover change by combining a Markov chain — which predicts how much of each class will change — with cellular automata, which decide where that change happens. Widely used for urban-growth and land-cover forecasting, it answers both the quantity and the location of change, something neither component does well alone.Community detection is a family of graph-partitioning algorithms that discover densely connected sub-groups — communities — within a network. First formalised through the modularity measure by Girvan and Newman (2002), the field advanced rapidly with the Louvain method (Blondel et al., 2008), the Leiden refinement (Traag et al., 2019), and the information-theoretic Infomap approach. All variants answer the same question: which nodes cluster together more tightly among themselves than with the rest of the network?Object-Based Image Analysis (OBIA) is a remote sensing image processing paradigm that groups pixels into meaningful image objects before classification, rather than analysing each pixel independently. Formally articulated and consolidated by Thomas Blaschke in his landmark 2010 ISPRS review, OBIA draws on multiresolution segmentation algorithms and combines spectral, spatial, contextual, and textural object attributes to produce semantically rich land-cover maps from high-resolution imagery.
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ScholarGateCompara mètodes: Landscape Metrics · CA-Markov · Community Detection · Object-Based Image Analysis. Recuperat el 2026-06-18 de https://scholargate.app/ca/compare