Estimating distance decay: for the National Propensity to Cycle Tool NPCT Robin Lovelace, University of Leeds.. Discovering distance decay... Distance decay in active travel... Distance
Trang 1Estimating distance decay:
for the National Propensity to Cycle Tool (NPCT)
Robin Lovelace, University of Leeds
Talk at the Institute for Transport Studies (ITS)
speakerdeck.com/robinlovelace
Trang 2I What is distance decay?
Trang 3Discovering distance decay
Trang 4Distance of trip != distance/yr
Trang 5Distance decay in active travel
Trang 6Distance decay: the formula
p = f(d)
Trang 7Euclidean or route distance?
Trang 8Distance decay in the literature
Source: Lovelace et al., forthecoming.
Trang 9Tested functional forms
Source: Martínez and Viegas (2013)
Trang 10DD functional forms
Trang 11Exponential vs cubic vs linear
Trang 12Some real data
Source: Lovelace et al (forthcoming)
Trang 13Linear model to the data
Trang 14Cubic polynomial models
Trang 15Log-square-root model
Trang 16II Why distance decay?
Source: NPCT modelOutput (Leeds)
Trang 17Distance decay in everyday life
Trang 18Distance and energy use
Trang 19Distance and mode dependence (Sheffield)
Trang 20Distance and mode dependence (England)
Trang 21Energy and travel mode
Trang 22III The uses of distance decay
Trang 23Uses of dd: a few ideas
● If we're to transition away from fossil fuels, we must use modes that are less energy intensive
● Distance decay for sustainable travel modes
can tell us what future travel patterns must look like
● Characterising travel systems
● Especially relevant for active travel
● The National Propensity to Cycle Tool (NPCT)
Trang 24'Spatial
interaction
models'
Trang 25DD to characterise travel systems
Trang 26Modelling travel
Trang 27IV Wider context of distance decay
Trang 28Resulting report: national benefits
Trang 29Benefits of cycling nationwide
Trang 30Webtag estimates of benefit:cost
https://www.gov.uk/government/publications/webtag-tag-overview
Trang 31An open source policy planning tool
(+ live demo!)
Trang 32DD in the NPCT
Trang 33Further work on distance decay
● The distance-decay of road traffic incidents?
● Its use to estimate non-work travel?
● Verification of dd parameters using Big Data
Trang 34Key references
● Iacono, M., Krizek, K J., & El-Geneidy, A (2010) Measuring non-motorized
accessibility: issues, alternatives, and execution Journal of Transport Geography, 18(1), 133–140 doi:10.1016/j.jtrangeo.2009.02.002
● Lovelace, R., Clarke, M., Cross, P., & Birkin, M (n.d.) Verification of big data for estimating retail flows: a comparison of three sources against model results