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1 Spatial Modelling of the Terrestrial Environment - Georeferencial

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Characterizing Land Use in Urban Systems via Built-Form Connectivity Models 215<br />

65% and 52.3% <strong>of</strong> <strong>the</strong> total OPEN SPACE and BUILT nodes, respectively. This suggests that<br />

<strong>the</strong> land-cover containment hierarchy for <strong>the</strong> Orpington scene is, in fact, characterized by<br />

two distinct patterns, ra<strong>the</strong>r than just <strong>the</strong> one postulated earlier.<br />

It is also important to note that <strong>the</strong> overwhelming majority (97.6%) <strong>of</strong> OPEN SPACE nodes<br />

occur at Levels 1 and 2 (165 and 83, respectively) in <strong>the</strong> containment hierarchy, although<br />

<strong>the</strong> actual number <strong>of</strong> <strong>the</strong>se that contain fur<strong>the</strong>r nodes is quite small – 28 and 24 at Levels<br />

1 and 2, respectively. In o<strong>the</strong>r words, 79.0% <strong>of</strong> <strong>the</strong> total number <strong>of</strong> OPEN SPACE nodes at<br />

<strong>the</strong>se two levels do not contain any o<strong>the</strong>r nodes. Closer inspection <strong>of</strong> Figures 10.5 and 10.6<br />

reveals that many <strong>of</strong> this latter set <strong>of</strong> OPEN SPACE nodes constitute ei<strong>the</strong>r: (i) small, grassy<br />

roundabouts within <strong>the</strong> road network; (ii) small, isolated parcels <strong>of</strong> grass in wooded areas;<br />

or (iii) small, isolated parcels <strong>of</strong> grass between buildings and <strong>the</strong> road network.<br />

On <strong>the</strong> basis <strong>of</strong> <strong>the</strong> analysis outlined above, it is possible to define formally <strong>the</strong> containment<br />

relations needed to identify distinct built-form constellations. Two hierarchical<br />

containment patterns are <strong>of</strong> particular interest: <strong>the</strong> first is ROAD→OPEN SPACE→BUILT<br />

(i.e., buildings wholly contained within areas <strong>of</strong> open space that are <strong>the</strong>mselves wholly<br />

contained within sections <strong>of</strong> <strong>the</strong> road network); <strong>the</strong> second is OPEN SPACE→BUILT (i.e.,<br />

buildings wholly contained within areas <strong>of</strong> open space, where <strong>the</strong> latter are not wholly contained<br />

within <strong>the</strong> road network). Critically, identification <strong>of</strong> constellations based on <strong>the</strong>se<br />

relations must avoid <strong>the</strong> inclusion <strong>of</strong> OPEN SPACE nodes that do not contain any BUILT<br />

nodes (i.e., OPEN SPACE↛BUILT).<br />

The relations that encapsulate <strong>the</strong>se hierarchical containment patterns are defined more<br />

formally as follows. First, <strong>the</strong> relation for all OPEN SPACE nodes that contain BUILT nodes<br />

is given by:<br />

r Open Space→Built = r(x, y) ∈ r containment<br />

∧l(x) ↦→ Open Space<br />

∧l(y) ↦→ Built<br />

∧((l(x) ∧ l(y) ∈ g land cover ), ∀x, y ∈ N<br />

(7)<br />

where r(x, y) is an edge in <strong>the</strong> containment relation and l(x) and l(y) represent <strong>the</strong> labels<br />

assigned to nodes x and y from <strong>the</strong> LAND-COVER group. Second, <strong>the</strong> relation for all ROAD<br />

nodes that contain OPEN SPACE nodes is given by:<br />

r Road→Open Space = r(x, y) ∈ r containment<br />

∧l(x) ↦→ Road<br />

∧l(y) ↦→ Open Space<br />

∧((l(x) ∧ l(y) ∈ g land cover ), ∀x, y ∈ N.<br />

(8)<br />

It should be clear that, while r Open Space→Built and r Road→Open Space form new relations,<br />

<strong>the</strong>y are also sub-graphs <strong>of</strong> r containment defined in terms <strong>of</strong> <strong>the</strong> label set, L, in XRAG (i.e.,<br />

r(x, y) ∈ r Open Space→Built ∧ r(x, y) ∈ r containment and r(x, y) ∈ r Road→Open Space ∧ r(x, y) ∈<br />

r containment ).<br />

Having derived r Open Space→Built and r Road→Open Space , it is possible to define a graph relation<br />

for built-form constellations characterized in terms <strong>of</strong> ROAD→OPEN SPACE→BUILT<br />

containment relationships:<br />

G(N, r Road→Open Space→Built ) = (y, z) :r Road→Open Space→Built |<br />

r(x, y) ∈ r Road→Open Space<br />

∧r(y, z) ∈ r Open Space→Built , ∀x, y, z ∈ N<br />

(9)

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