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ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Global Delineation of the Coastal Earth's Critical Zone Based on Functional Identification and Machine Learning (2022 Baseline)

Authors: He, Baoshi;

Global Delineation of the Coastal Earth's Critical Zone Based on Functional Identification and Machine Learning (2022 Baseline)

Abstract

This dataset establishes the inaugural global physical benchmark for the Coastal Earth’s Critical Zone (CECZ), anchored to a 2022 baseline. Unlike traditional geometric delineations, this dataset synthesises a high-dimensional feature space comprising 18 key indicators spanning three core domains: the physical environment (soil properties, hydrology, geomorphology), anthropogenic intensity (night-time light, population density), and ecosystem structure. The spatial boundaries were delineated using a spatially stratified Support Vector Machine (SVM) classification architecture, designed to resolve the complex non-linear coupling between natural and human processes. Following rigorous post-processing (including spatial filtering and topological correction), the final output is provided in Vector Shapefile (.shp) format to facilitate seamless integration into Geographic Information Systems (GIS) for spatial analysis and regional planning. Technical Specifications: Format: ESRI Shapefile (Vector Polygon) Coordinate Reference System (CRS): WGS 84 (EPSG:4326) Baseline Year: 2022

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average