[email protected] assistant professor, school of ... · [email protected] assistant...
TRANSCRIPT
SUSTAINABLE ROAD SAFETY: A NEW NEIGHBOURHOOD
ROAD PATTERNDr. Gordon R. Lovegrove, P.Eng, [email protected] Professor, School of EngineeringUniversity of British Columbia, Kelowna, Canada
27 May,2010
University of British Columbia, Kelowna, Canada
• Research Assistants:
– Mr. James Sun, MASc, UBCO
– Ahsan Alam, UBCO
Acknowledgements
• Research Sponsors:
– Canada Mortgage & Housing Corporation
– Cities of Ottawa, Vancouver, and Victoria
– Natural Sciences & Engineering Research Council
2
Outline
• Motivation• Methodology• Methodology• Results• Conclusions• Questions?
3
� Each year more than 1.2 million people die
worldwide. (WHO, 2009)
Motivation
� One of the top ten leading “Causes of Death”.
o 9th in 2004 (WHO, 2004)
o 4th in 2020 (Gasper, 2004)
4
• Economic cost of road injuries varies from 1% to 2% ofGross National Product (GNP).
• Economic cost : US$ 518 billion annually worldwide.
Road Safety Burden
• Economic cost : US$ 518 billion annually worldwide.
(WHO 2004)
• The economic cost to Canadians is estimated to exceed$25 billion annually. (Transport Canada 2004)
• Traffic collisions account for around 50% of all accidentaldeaths. (Transport Canada,2004)
5
Canadian Road Safety
3.000
3.500
Observed
collisions
An
nu
al t
raff
ic fa
talit
ies
6
1.500
2.000
2.500
1990 1995 2000 2005 2010
collisions
Fatalities
trendline
Vision:2010
An
nu
al t
raff
ic fa
talit
ies
Year
Road Safety Improvement Programs (RSIPs)
7
•Transportation engineering programs focus on
road environment factors
• Traditional RSIP approach:
o Reactive
o But.... (disadvantages)
Road Safety Improvement Programs (RSIPs)
• Proactive road safety
o Focuses on predicting and improving the
safety of planned facilities
o Collision Prediction Models
8
• Relate Road collisions to land use/road patterns
• Traditional neighbourhood road patterns:
o Grid pattern
Loops and Culs-de-sac
Methodology
o Loops and Culs-de-sac
• Emerging patterns:
– Sustainable Road Safety (Dutch researchers)
– 3-way Offset (UBC researchers)
– Fused grid (CMHC researchers)
9
10
Fused Grid
11
o Sources:
o Vancouver , Victoria, Ottawa, Census
o Auto insurance claims, police records
Data
o Auto insurance claims, police records
o Types:
o Collisions(severe, total), GIS, demographics,
traffic volumes, mode splits, road network, signals
12
• Stratification
4 main themes related to neighbourhood traits
• Exposure: VKT, TLKM, VC
• Socio-Demographic: POPD, WKGD, FS, etc.
• TDM: TCM, DRIVE, SCC, etc.
Variables
• TDM: TCM, DRIVE, SCC, etc.
• Network: INTD, SIGD, I3WP, etc.
VKT = Vehicle Km Travelled
VC = average congestion level
TLKM = Total Lane Km
POPD = Population Density = population/ha
SCC = ShortCut Capacity
INTD = INTersection Density = Intersections/ha
I3WP = 3-way Intersection Percentage = I3W / INT 13
Models
14
• Regression Technique
o Generalized Linear Modelling (GLM) regression method
o Assumes a Negative Binominal error structure
• Model Form
Models
• Model Form
oo E(Λ) E(Λ) = predicted collision frequency= predicted collision frequency
oo aa00, a, a11, , bbjj= model parameters= model parameters
oo ZZ= leading exposure variables (e.g. VKT, TLKM)= leading exposure variables (e.g. VKT, TLKM)
oo XXjj= explanatory variables = explanatory variables (e.g. VC, POPD, INTD)(e.g. VC, POPD, INTD)
15
∑=Λ ii Xba eZaE 1)(o
• 32 models to analyze Victoria neighborhoods
• 32 models to analyze Ottawa
• 32 models to analyze Vancouver
Results
• 32 models to analyze Vancouver
• In each case, 16 Urban & 16 Rural models, at
least one in each model group
16
Models• Exposure:
• Socio-Demographic :
evc
VKTyrsCollisionsTotal3364.25685.03355.03/ =
17
• Socio-Demographic :
• TDM:
• Network:
ecorescvc
VKTyrsCollisionsTotal)0106.00134.0(915.01028.03/
−⋅=
ellkpwpidsigd
VKTyrsCollisionsTotal)0086.0300405.0int829.04246.0(8509.01757.03/
−−+⋅=
Results
18
Results256 hectare module
2.55
1.46
2.39
2
2.5
3
19
1.46
0.88 1
0
0.5
1
1.5
2
GridNetwork
Cul-de-sac
DutchSRS
3-wayOffset
FusedGrid
t-Statistics 2.57 1.88 2.41 1.15 --
(t8, 90% = 1.86)
• Land use patterns effects road collisions
– If we drive, we crash
• In traditional neighbourhoods
– short-cutting is the dominant cause of road collisions
Conclusions
– short-cutting is the dominant cause of road collisions
– Traffic calming is needed, or, retro-fit with new patterns
• New neighbourhood road patterns safer by 50%:
– 3-way Offset: Accessibility, mobility, & safety
– Fused Grid: Accessibility via off-road paths needs
– 30%-60% fewer road collisions – stay tuned!20
21
Fused Grid
22
SUSTAINABLE ROAD SAFETY: A NEW NEIGHBOURHOOD
ROAD PATTERNDr. Gordon R. Lovegrove, P.Eng, [email protected] Professor, School of EngineeringUniversity of British Columbia, Kelowna, Canada
27 May,2010
University of British Columbia, Kelowna, Canada