Have a personal or library account? Click to login
Using Classified and Unclassified Land Cover Data to Estimate the Footprint of Human Settlement Cover

Using Classified and Unclassified Land Cover Data to Estimate the Footprint of Human Settlement

Open Access
|Sep 2018

Figures & Tables

dsj-17-663-g1.png
Figure 1

Global coverage of the WPE as a map of population density where raster cells on land represent a dasymetric surface. The populated cells are represented with an estimated density in units of persons per square kilometer.

dsj-17-663-g2.png
Figure 2

Madrid, Spain, and the surrounding territory representing the 162-meter raster resolution of the 2015 WPE.

Table 1

Land cover classes in BaseVue 2013. In particular, note the urban classes have a high requirement for infrastructure, which inherently excludes cells at the edges of urbanization or rural settlements such as farming villages.

ClassClass NameDescription
1Deciduous ForestTrees > 3 meters in height, canopy closure > 35% (<25% intermixture with evergreen species) that seasonally lose their leaves, except larch
2Evergreen ForestTrees > 3 meters in height, canopy closure > 35% (<25% intermixture with deciduous species), of species that do not lose leaves (will include coniferous larch regardless of deciduous nature)
3Scrub/ShrubWoody vegetation < 3 meters in height, > 10% ground cover. Only collect > 30% ground cover.
4GrasslandHerbaceous grasses, > 10% cover, including pastureland. Only collect > 30% cover.
5Barren or Minimal VegetationLand with minimal vegetation (<10%) including rock, sand, clay, beaches, quarries, strip mines, and gravel pits. Salt flats, playas, and non-tidal mud flats are also included when not inundated with water.
7Agriculture, GeneralCultivated cropland
8Agriculture, PaddyCropland characterized by inundation for a substantial portion of the growing season
9WetlandAreas where the water table is at or near the surface for a substantial portion of the growing season, including herbaceous and woody species (except mangrove species)
10MangroveCoastal (tropical wetlands) dominated by mangrove species
11WaterAll water bodies greater than 0.08 hectares (1 LS pixel) including oceans, lakes, ponds, rivers, and streams
12Ice/SnowLand areas covered permanently or nearly permanently with ice or snow
13CloudsAreas where no land cover interpretation is possible due to obstruction from clouds, cloud shadows, smoke, haze, or satellite malfunction
14Woody WetlandsAreas where forest or shrubland vegetation accounts for greater than 20% of vegetative cover and the soil or substrate periodically is saturated with or covered by water. Only used within the continental U.S.
15Mixed ForestAreas dominated by trees generally greater than 5 meters tall and greater than 20% of total vegetation cover. Neither deciduous nor evergreen species are greater than 75% of total tree cover. Only used within the continental U.S.
20High Density UrbanAreas with over 70% of constructed materials that are a minimum of 60 meters wide (asphalt, concrete, buildings, etc.). Includes residential areas with a mixture of constructed materials and vegetation, where constructed materials account for > 60%. Commercial, industrial, and transportation, e.g., train stations, airports.
21Medium-Low Density UrbanAreas with 30% to 70% of constructed materials that are a minimum of 60 meters wide (asphalt, concrete, buildings, etc.). Includes residential areas with a mixture of constructed materials and vegetation, where constructed materials account for greater than 40%. Commercial, industrial, and transportation, e.g., train stations, airports.
Table 2

On the left are the BaseVue 2013 class identifiers and names, and on the right the initial remapping of BaseVue classes into settlement likelihood scores.

Class IDClass NameModeled Population Likelihood Score and Rationale
1Deciduous Forest25—Potentially Orchard Agriculture
2Evergreen Forest0
3Scrub/Shrub0
4Grassland25—Potentially Range/Pasture Agricultural Land
5Barren or Minimal Vegetation0
7Agriculture, General25
8Agriculture, Paddy25
9Wetland0
10Mangrove0
11Water0
12Ice/Snow0
13Clouds0
14Woody Wetlands0
15Mixed Forest0
20High Density Urban200
21Medium-Low Density Urban150
dsj-17-663-g3.png
Figure 3

Main processing steps, starting with the Landsat8 panchromatic imagery; then range of values in a 5 × 5 cell neighborhood; then the sum of ranges; and finally, the cells with sums above the threshold for settlement texture score and their value once normalized.

dsj-17-663-g4.png
Figure 4

On the southern coast of Cambodia, a clear indication of the extents of the 0.5 degree processing grid can be seen.

Language: English
Submitted on: Oct 31, 2016
Accepted on: Aug 28, 2018
Published on: Sep 6, 2018
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2018 Charlie Frye, Dawn J. Wright, Earl Nordstrand, Carmelle Terborgh, Jeanne Foust, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.