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Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani

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Page 1: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

Pedestrian Demand Modelling Applications in Health and Infrastructure Planning

Dr Ashley Dhanani

Page 2: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

STREET NETWORK CENTRALITY INDIVIDUAL COMPONENTS 2

Task here was to identify network centrality metric that best fitted pedestrian activity dataset, and to compare to junction density metric to see if centrality measure outperformed. Search radius 2000m closeness centrality best fit, outperformed junction density.

Page 3: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

LAND USE DIVERSITY AND INTENSITY 3 INDIVIDUAL COMPONENTS

Task here to measure the attractiveness of locations for pedestrian activity based on land use diversity and intensity. Every address was classified according to land use schema, every address was then given an approx. volume derived from building heights. This was used for equitability calculation. Then land use intensity was used as a multiplying factor. Intensity was expressed as a Volume Area Ratio, of total built volume per area of block.

Page 4: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

PUBLIC TRANSPORT ACCESSIBILITY 4 INDIVIDUAL COMPONENTS

Task here was to develop a measure of transport accessibility. The measure is a straightforward distance decay accessibility measure. Tube and Rail = 1000m Bus and Tram = 500m

Page 5: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

RESIDENTIAL DENSITY 5 INDIVIDUAL COMPONENTS

This component is intended to measure the intensity of likely Trips on foot based on residential population density.

Page 6: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

TESTING

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Page 7: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

TESTING 7 STATISTICAL COMPARISON

85%

83%

78%

87%

N=15,085

Dataset used for statistical testing of built environment measures. It was extracted from the London Travel Demand Survey (LTDS) carried out by TfL. Each year 8,000 randomly selected households complete travel diaries. The dataset used here is based on six years of data from which all walking trips stages were extracted, equating to 300,000 trips across the London for a six-year period. The random selection process and length of data collection make this data a representative sample of the population as a whole. The origins and destinations of every walking stage were then geo-located, and route between origin and destinations generated. These data were then processed to calculate the intensity of pedestrian activity, measured in metres travelled per square metre within a given area. The areal unit used to aggregate the pedestrian trip stages are hexagons with a diameter of 350m. This equates to 15,477 hexagons with pedestrian activity values across the Greater London area, with the measurement given as metres walked per square metre within each hexagon. This equates to a measure of the intensity of pedestrian activity in a given location and is used here as the pedestrian demand variable.

Page 8: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

TESTING 8 STATISTICAL COMPARISON

85%

83%

78%

87%

Page 9: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

92% of variablility in pedestrain activity can be explained by weighted model

TESTING 9 STATISTICAL COMPARISON

ü  Highly significant positive relationship between pedestrian

density and four components;

ü  Land use diversity evenness intensity highest

correspondence

ü  Transport and street network centrality second and third

highest

ü  Population density fourth

PUBLIC TRANSPORT ACCESSIBILITY

85%

LANDUSE DIVERSITY INTENSITY

83%

POPULATION DENSITY

78%

STREET NETWORK CENTRALITY

87%

REGRESSION ANALYSIS

76%

82%

62%

80%

Page 10: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

COMBINED AND WEIGHTED PEDESTRIAN DEMAND THE MODEL 10

Page 11: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

ON THE GROUND THE MODEL 11

Page 12: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

Infrastructure Planning MODEL APPLICATION 19

Page 13: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

UK PEDESTRAIN DEMAND

13

Page 14: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

Prototype UK MODEL 21

Page 15: Pedestrian Demand Modelling - WordPress.com€¦ · Pedestrian Demand Modelling Applications in Health and Infrastructure Planning Dr Ashley Dhanani . STREET NETWORK CENTRALITY INDIVIDUAL

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