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Discrete versus Continuous Phenomena
Geographic phenomena can be roughly divided into two realms: discrete or continuous. While phenomena, features, and entities can have distinct definitions in geographic information science, for the purpose of the discussion here, the three terms are used interchangeably. In a nutshell, discrete geographic phenomena have spatial bounds. Locations may be within or outside a discrete geographic feature, even though boundaries of the feature may be inexact or undetermined. Such an inclusive/exclusive nature allows discrete geographic phenomena to be distinguished from each other and assigned unique identifiers for distinction. Once distinguished, each discrete feature is characterized by its attribute sets and can be treated as an individual in analysis and modeling. Examples of discrete geographic phenomena include lakes, cities, and storms.
On the other hand, continuous geographic phenomena have properties continuously distributed across the landscape. Spatial continuity demands that a continuous geographic phenomenon give every location value associated with its properties. Values of the properties can therefore be expressed as a function of location. The value at a location often depends upon values in the surrounding area; closer locations are likely to have more similar values than locations farther apart. The degree to which a value at one location is correlated with values in neighboring locations is measured by spatial autocorrelation. Continuous geographic phenomena are ubiquitous and uncountable. Examples of continuous geographic phenomena include temperature, elevation, and population density.
Nevertheless, the differentiation of discrete and continuous phenomena is scale dependent. At one scale, a phenomenon may be best considered as discrete, but at another scale, spatial continuity may become dominant. The following sections provide key synopses on (a) scale-dependent nature of geographic phenomena, (b) measurements of geographic phenomena by spatially extensive versus spatially intensive variables, and (c) conceptualization and analysis of discrete objects and continuous fields.
Scale
The term scale has at least three meanings in geographic information science: representative fraction, spatial resolution, and geographic extent. Representative fraction (RF), or map scale, indicates the ratio between distance represented on the map and the distance measured on the ground. Drafting or printing technology for map production determines the smallest feature that can be distinguished on a map. For example, the smallest feature that can be drawn on a 1:24,000 scaled map using a pen size of 0.1 mm is of 2.4 m (~ 8 feet) on the ground. Similarly, spatial resolution also determines the smallest feature that can be captured in an image or a GIS database. Spatial resolution indicates the finest unit of measurement and the smallest features discernible from an observation. In contrast, geographic extent bounds a spatial domain in which the phenomenon of interest operates. In general, phenomena operating at a large scale are observed at a coarse resolution and displayed on a small-scale map.
Scale can be a factor in determining discrete or continuous geographic phenomena because spatial discreteness or continuity can be influenced by the smallest unit of observation (resolution), the domain of consideration (geographic extent), and the representative fraction. Since the three meanings of scale are interrelated, the meaning of geographic extent is used here for ease of discussion. A geographic phenomenon may be considered discrete at one scale, but continuous at another. In some cases, a continuous phenomenon operating at a large process scale may be considered as discrete at a smaller scale. For example, a forest is considered a continuous phenomenon at a regional scale within the domain of the forest. The discrete nature of the forest may become apparent if one zooms into a local scale and observes gaps among stand patches. In other circumstances, however, a discrete phenomenon at a larger scale of operation may become continuous at a smaller scale. Desertified areas may be considered as a discrete phenomenon at the global scale, where pockets of desertification processes transform arid and semi-arid lands to deserts, while desertification is a spatially continuous process at a regional scale. Fundamentally, geography is of infinite complexity, and therefore the spatial discreteness or continuity of a geographic phenomenon can be ambiguous until the scale of processes and observations is determined.
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- Analytical Methods
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