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SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
Making Activity-Based Travel Demand Models Play Nice With
Trip Rates
Elizabeth Sall, Daniel Wu, Billy Charlton
TRB Planning Applications Conference – Reno, NVMay 2011
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
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Objective
Develop a lookup table for auto vehicle trip ends by
land use square footage that accounts for accessibility.
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
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Possibilities ?
SF ObservedDataSF-CHAMP
pow
pow
pow
pow
pow
poof!
Validated
Uniqueness of SF
“The Ds” and transit systemCurrently on the ground
Future changes to “the Ds” and transit system
Easy to get trip rates by specific Land Use Category
meh
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
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Are they a worker? Are they a student?How many jobs? Are they part time?What is their income? How old are they?Do they have a car? Do they have a license?Do they have kids? Are they a woman?How many workers are in the household?How many cars per worker?What is their accessibility to all destinations from
home considering the cars per worker in their household?
What is their accessibility to work or school considering the cars per worker in their household?
Trip Rates!?!?…but there’s so much that goes into determining if a trip is made!!!
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
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Can’t distinguish which job actually pulled that trip into the TAZ – all part of a size term.
Different size terms for: Trip purpose Primary destinations versus
intermediate stops
By Land Use Category!?!?
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
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Multiple linear regression on model results: Vehicle Trip Ends for zone z =
B * Households +B * Cultural/Institutional Employees + B * Medical Employees +B * Office Employees +B * PDR Employees +B * Visitor/Hotel Employees +B * Retail Employees
Segment regressions based on simple accessibility groupings.
Reverse-Engineering the AB Model to ‘make it simple’
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
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Accessibility Variables
Requirements:Encourage development consistent with
San Francisco’s “transit first” policySimple to calculate or look up on a mapAccount for wide variations in vehicle
trip rates across the city
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
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Accessibility Variables Considered
Transit Intensity (combined headways)Employment DensityHousehold Density
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
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“Accessibility Zone” Map
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
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Final Auto Vehicle Trip Rates
BASE/LOW MEDIUM HIGH
HHLDS 7.5 -3.0 -3.5
CIE 7.3
-3.0MED 4.7
RET 10.5
VIS 7.9
PDR 6.0
MIPS 1.9
Accessibility Adjustments
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
Questions?
Special Thanks: Viktoriya Wise, Stephen Newhouse, Dan Wu & Rachel
Hiatt
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
AUTO TRIP MITIGATION FEE // MAPS & CORR
ZONE 1: Within ½ mi of Rapid Transit*ZONE 2: Within ½ mi of Other Transit**ZONE 3: All Else
ZONE 1: Within ¼ mi of Rapid TransitZONE 2: Within ¼ mi of Other TransitZONE 3: All Else
ZONE 1: Within ½ mi of Rapid TransitZONE 2: Within ¼ mi of Other TransitZONE 3: All Else
A
B
C
* Rapid Transit includes BART and the “Rapid Network” as defined by MUNI (All rail plus major bus routes)
** Other Transit includes any other transit stop
Scenarios
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
AUTO TRIP MITIGATION FEE // MAPS & CORR
ZONE 1: Within ½ mi of Rail (BART or MUNI)ZONE 2: Within ½ mi of Other TransitZONE 3: All Else
ZONE 1: Within ¼ mi of RailZONE 2: Within ¼ mi of Other TransitZONE 3: All Else
ZONE 1: Within ½ mi of RailZONE 2: Within ¼ mi of Other TransitZONE 3: All Else
E
F
G
Scenarios
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
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Transit Intensity Calculation
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
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Thresholds Used
HIGH LOW
TRANSIT
Combined Headway of all routes with stops within ¼ mi <=1 min
Combined Headway of all routes with stops within ¼ mi >1 min
EMPLOYMENT
>= 50 jobs/acre
< 50 jobs/acre
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
< = 1 min
> 1 min
TRANSIT INTENSITY
(Detail)
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
EMPLOYMENT DENSITY
(Detail)
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
HOUSEHOLD DENSITY
(Detail)
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
ZONE MAP
Combines transit intensity, employment density, and household density into eight zones.
SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY
ZONE MAP(Detail)