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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, NV May 2011

SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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Page 1: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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

Page 2: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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.

Page 3: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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

Page 4: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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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!!!

Page 5: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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!?!?

Page 6: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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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’

Page 7: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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

Page 8: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY

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Accessibility Variables Considered

Transit Intensity (combined headways)Employment DensityHousehold Density

Page 9: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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“Accessibility Zone” Map

Page 10: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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

Page 11: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY

Questions?

[email protected]

Special Thanks: Viktoriya Wise, Stephen Newhouse, Dan Wu & Rachel

Hiatt

Page 12: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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

Page 13: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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

Page 14: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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Transit Intensity Calculation

Page 15: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

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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

Page 16: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY

Page 17: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY

< = 1 min

> 1 min

TRANSIT INTENSITY

(Detail)

Page 18: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY

EMPLOYMENT DENSITY

(Detail)

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SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY

HOUSEHOLD DENSITY

(Detail)

Page 20: SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY Making Activity-Based Travel Demand Models Play Nice With Trip Rates Elizabeth Sall, Daniel Wu, Billy Charlton

SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY

ZONE MAP

Combines transit intensity, employment density, and household density into eight zones.

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SAN FRANCISCO COUNTY TRANSPORTATION AUTHORITY

ZONE MAP(Detail)