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Article: Using multiple hybrid spatial design network analysis to predict longitudinal effect of a major city centre redevelopment on pedestrian flows
Title | Using multiple hybrid spatial design network analysis to predict longitudinal effect of a major city centre redevelopment on pedestrian flows |
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Authors | |
Keywords | City centre Pedestrian modelling Prediction Spatial network analysis Betweenness |
Issue Date | 2021 |
Publisher | Springer New York LLC. The Journal's web site is located at http://springerlink.metapress.com/openurl.asp?genre=journal&issn=0049-4488 |
Citation | Transportation, 2021, v. 48, p. 643-672 How to Cite? |
Abstract | Predicting how changes to the urban environment layout will afect the spatial distribution of pedestrian fows is important for environmental, social and economic sustainability. We present longitudinal evaluation of a model of the efect of urban environmental layout change in a city centre (Cardif 2007–2010), on pedestrian fows. Our model can be classed as regression based direct demand using Multiple Hybrid Spatial Design Network Analysis (MH-sDNA) assignment, which bridges the gap between direct demand models, facilitybased activity estimation and spatial network analysis (which can also be conceived as a pedestrian route assignment based direct demand model). Multiple theoretical fows are computed based on retail foor area: everywhere to shops, shop to shop, railway stations to shops and parking to shops. Route assignment, in contrast to the usual approach of shortest path only, is based on a hybrid of shortest path and least directional change (most direct) with a degree of randomization. The calibration process determines a suitable balance of theoretical fows to best match observed pedestrian fows, using generalized cross-validation to prevent overft. Validation shows that the model successfully predicts the efect of layout change on fows of up to approx. 8000 pedestrians per hour based on counts spanning a 1 km2 city centre, calibrated on 2007 data and validated to 2010 and 2011. This is
the frst time, to our knowledge, that a pedestrian fow model with assignment has been evaluated for its ability to forecast the efect of urban layout changes over time. |
Persistent Identifier | http://hdl.handle.net/10722/283333 |
ISSN | 2023 Impact Factor: 3.5 2023 SCImago Journal Rankings: 1.363 |
ISI Accession Number ID |
DC Field | Value | Language |
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dc.contributor.author | Cooper, CHV | - |
dc.contributor.author | Harvey, I | - |
dc.contributor.author | Orford, S | - |
dc.contributor.author | Chiaradia, AJF | - |
dc.date.accessioned | 2020-06-22T02:55:08Z | - |
dc.date.available | 2020-06-22T02:55:08Z | - |
dc.date.issued | 2021 | - |
dc.identifier.citation | Transportation, 2021, v. 48, p. 643-672 | - |
dc.identifier.issn | 0049-4488 | - |
dc.identifier.uri | http://hdl.handle.net/10722/283333 | - |
dc.description.abstract | Predicting how changes to the urban environment layout will afect the spatial distribution of pedestrian fows is important for environmental, social and economic sustainability. We present longitudinal evaluation of a model of the efect of urban environmental layout change in a city centre (Cardif 2007–2010), on pedestrian fows. Our model can be classed as regression based direct demand using Multiple Hybrid Spatial Design Network Analysis (MH-sDNA) assignment, which bridges the gap between direct demand models, facilitybased activity estimation and spatial network analysis (which can also be conceived as a pedestrian route assignment based direct demand model). Multiple theoretical fows are computed based on retail foor area: everywhere to shops, shop to shop, railway stations to shops and parking to shops. Route assignment, in contrast to the usual approach of shortest path only, is based on a hybrid of shortest path and least directional change (most direct) with a degree of randomization. The calibration process determines a suitable balance of theoretical fows to best match observed pedestrian fows, using generalized cross-validation to prevent overft. Validation shows that the model successfully predicts the efect of layout change on fows of up to approx. 8000 pedestrians per hour based on counts spanning a 1 km2 city centre, calibrated on 2007 data and validated to 2010 and 2011. This is the frst time, to our knowledge, that a pedestrian fow model with assignment has been evaluated for its ability to forecast the efect of urban layout changes over time. | - |
dc.language | eng | - |
dc.publisher | Springer New York LLC. The Journal's web site is located at http://springerlink.metapress.com/openurl.asp?genre=journal&issn=0049-4488 | - |
dc.relation.ispartof | Transportation | - |
dc.rights | This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. | - |
dc.subject | City centre | - |
dc.subject | Pedestrian modelling | - |
dc.subject | Prediction | - |
dc.subject | Spatial network analysis | - |
dc.subject | Betweenness | - |
dc.title | Using multiple hybrid spatial design network analysis to predict longitudinal effect of a major city centre redevelopment on pedestrian flows | - |
dc.type | Article | - |
dc.identifier.email | Chiaradia, AJF: alainjfc@hku.hk | - |
dc.identifier.authority | Chiaradia, AJF=rp02166 | - |
dc.description.nature | published_or_final_version | - |
dc.identifier.doi | 10.1007/s11116-019-10072-0 | - |
dc.identifier.scopus | eid_2-s2.0-85076008639 | - |
dc.identifier.hkuros | 310420 | - |
dc.identifier.volume | 48 | - |
dc.identifier.spage | 643 | - |
dc.identifier.epage | 672 | - |
dc.identifier.isi | WOS:000500275100002 | - |
dc.publisher.place | United States | - |
dc.identifier.issnl | 0049-4488 | - |