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Traffic Generation Rates for High Density
Residential Developments
- Understanding the issues
Josh Milston
• Context
• The current process
• Study approach & site selection
• Data analysis & key findings
• Recommended next steps
Today
Josh Milston
Context
• Cities are growing…..upwards
• Urban infill near public transport
nodes
• Traffic assessments have
significant implications for the
feasibility of new development
• Adopting an appropriate traffic
generation rate therefore
critical!
Josh Milston
• Context
• The current process
• Study approach & site selection
• Data analysis & key findings
• Recommended next steps
Josh Milston
• ‘Standard rate’ using RMS
guidelines
• Based entirely on quantum of
dwellings
• 0.19 vehicles / dwelling
(AM peak hour)
• 0.15 vehicles / dwelling
(PM peak hour)
• Determined via surveys at eight
high density residential
developments across Sydney
Josh Milston
As it now stands…..
Limitations….
• Rate based on a
single factor
(# dwellings)
• Determined by
surveys at only
eight sites
• High variability
• Non-weighted
average used to
determine the
‘standard’ rate
Josh Milston
A more robust approach to forecasting traffic generation from
high density residential developments is required.
• Context
• The current process
• Study approach & site selection
• Data analysis & key findings
• Recommended next steps
Josh Milston
Peak hour Dwellings Parking
Recommend approach to forecasting traffic generation
Multi-linear regression
Josh Milston
Data collection
Location
Influencing factors
Review of existing data
Site selection
Existing
database
• 8 sites
• 770
dwellings
• 1,010
parking
spaces
Josh Milston
Expanded
database
• 19 sites
• 2,250
dwellings
• 2,700 parking
spaces
Josh Milston
• Context
• The current process
• Study approach & site selection
• Data analysis & key findings
• Recommended next steps
Josh Milston
Influence of peak hour
• ‘Paired-t’ test
• Tests wether there is a
statistical distinction
between trips generated
in the AM / PM peaks
• Analysis returned p-value
of 0.98
AM peak hour: 482 trips
PM peak hour: 483 trips
No statistical distinction between AM/PM peak hour traffic
generation rates
Josh Milston
Influence of dwelling and parking spaces
Trips / Dwelling Trips / parking space
Influence of dwelling and parking spaces
• Both quantum of parking
and dwellings display
strong relationship to
generated traffic
• Difficult to use both
variables in a single trip
generation formula
• Rate of parking
investigated as
influencing factor
Josh Milston
1: Journey to work car mode share
2: Car/PT travel time to Sydney CBD
3: Accessibility to public transport score
(PTAL)
4: Walking distance to the nearest railway
station and bus stop
5: Employment and population density
Influence of location
?
Josh Milston
0
0.2
0.4
0.6
0.8
1
JTW Travel time PTAL Walk distance Emp/Pop density
Dwellings only Inc parking rate Inc location
Influence of location
R2value
Josh Milston
Key Findings
Traffic generation formula:
Ln(Total trips) = -0.95+ 0.01*totaldwellings+ 1.34*parksperdwelling + 1.67*JTWcarmodeshare
• Clear relationship between traffic
generation and the following factors:
• Number of dwellings
• Rate of parking in development
• Various accessibility factors
Predicted vs actual trips
RMS rates
(per dwelling)
Per
dwelling
Per dwelling, parking
space & accessibility
82%
58%
42%
31%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
Per dwelling &
parking space
• Context
• The current process
• Study approach & site selection
• Data analysis & key findings
• Recommended next steps
Josh Milston
• Collect more data to increase
sample size
• Gather data at a wider
geographical spread of sites
• Gather data at sites with greater
variability in public transport
accessibility
• Determine appropriate measure
to assess how location of a site
influences the rate at which
traffic is generated
Next Steps
Josh Milston
• Forecasting traffic generation
is complex, but important!
• Dependent on a number of
factors
• Using a rate based on a single
variable is simplistic
• Surveying similar sites in
nearby areas should be
undertaken
Summing it up

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Traffic generation rates for high density residential developments - understanding the issues

  • 1. Traffic Generation Rates for High Density Residential Developments - Understanding the issues Josh Milston
  • 2. • Context • The current process • Study approach & site selection • Data analysis & key findings • Recommended next steps Today Josh Milston
  • 3. Context • Cities are growing…..upwards • Urban infill near public transport nodes • Traffic assessments have significant implications for the feasibility of new development • Adopting an appropriate traffic generation rate therefore critical! Josh Milston
  • 4. • Context • The current process • Study approach & site selection • Data analysis & key findings • Recommended next steps Josh Milston
  • 5. • ‘Standard rate’ using RMS guidelines • Based entirely on quantum of dwellings • 0.19 vehicles / dwelling (AM peak hour) • 0.15 vehicles / dwelling (PM peak hour) • Determined via surveys at eight high density residential developments across Sydney Josh Milston As it now stands…..
  • 6. Limitations…. • Rate based on a single factor (# dwellings) • Determined by surveys at only eight sites • High variability • Non-weighted average used to determine the ‘standard’ rate Josh Milston A more robust approach to forecasting traffic generation from high density residential developments is required.
  • 7. • Context • The current process • Study approach & site selection • Data analysis & key findings • Recommended next steps Josh Milston
  • 8. Peak hour Dwellings Parking Recommend approach to forecasting traffic generation Multi-linear regression Josh Milston Data collection Location Influencing factors Review of existing data Site selection
  • 9. Existing database • 8 sites • 770 dwellings • 1,010 parking spaces Josh Milston
  • 10. Expanded database • 19 sites • 2,250 dwellings • 2,700 parking spaces Josh Milston
  • 11. • Context • The current process • Study approach & site selection • Data analysis & key findings • Recommended next steps Josh Milston
  • 12. Influence of peak hour • ‘Paired-t’ test • Tests wether there is a statistical distinction between trips generated in the AM / PM peaks • Analysis returned p-value of 0.98 AM peak hour: 482 trips PM peak hour: 483 trips No statistical distinction between AM/PM peak hour traffic generation rates Josh Milston
  • 13. Influence of dwelling and parking spaces Trips / Dwelling Trips / parking space
  • 14. Influence of dwelling and parking spaces • Both quantum of parking and dwellings display strong relationship to generated traffic • Difficult to use both variables in a single trip generation formula • Rate of parking investigated as influencing factor Josh Milston
  • 15. 1: Journey to work car mode share 2: Car/PT travel time to Sydney CBD 3: Accessibility to public transport score (PTAL) 4: Walking distance to the nearest railway station and bus stop 5: Employment and population density Influence of location ? Josh Milston
  • 16. 0 0.2 0.4 0.6 0.8 1 JTW Travel time PTAL Walk distance Emp/Pop density Dwellings only Inc parking rate Inc location Influence of location R2value Josh Milston
  • 17. Key Findings Traffic generation formula: Ln(Total trips) = -0.95+ 0.01*totaldwellings+ 1.34*parksperdwelling + 1.67*JTWcarmodeshare • Clear relationship between traffic generation and the following factors: • Number of dwellings • Rate of parking in development • Various accessibility factors
  • 18. Predicted vs actual trips RMS rates (per dwelling) Per dwelling Per dwelling, parking space & accessibility 82% 58% 42% 31% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% Per dwelling & parking space
  • 19. • Context • The current process • Study approach & site selection • Data analysis & key findings • Recommended next steps Josh Milston
  • 20. • Collect more data to increase sample size • Gather data at a wider geographical spread of sites • Gather data at sites with greater variability in public transport accessibility • Determine appropriate measure to assess how location of a site influences the rate at which traffic is generated Next Steps
  • 21. Josh Milston • Forecasting traffic generation is complex, but important! • Dependent on a number of factors • Using a rate based on a single variable is simplistic • Surveying similar sites in nearby areas should be undertaken Summing it up

Notes de l'éditeur

  1. High demand for new housing driven by population growth People willing to sacrifice land size for greater levels of accessibility
  2. We wanted variability wrt parking ratio, access to PT and development size
  3. 98% chance difference we are seeing is by chance
  4. Both time periods
  5. Parking ratio linked to accessibility??
  6. Average absolute difference between actual and forecast # vehicle trips Arup per dwelling – 0.23
  7. Greater spread in size of developments – model begins to break down beyond 350 dwellings How do other factors, e.g. deomographics of residents, end employment location and provision of car share