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PUBLICATION
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MTI Report 05-02
Verifying the
Accuracy of Land Use Models Used in Transportation and Air Quality Planning:
A Case Study in the Sacramento, California, Region
Principal
Investigator: Caroline J. Rodier, Ph.D
State and regional governments across the United States
are implementing more advanced land use and travel demand models to meet air quality
conformity (1990 Clean Air Act regulations) and environmental impact statement (National
Environmental Policy Act) requirements. To guide applications of these models in
policy studies better, this report describes an evaluation of model accuracy and induced
demand representation over a 10-year period in the 2000 Sacramento MEPLAN model, an
integrated land use and transportation model.
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ABSTRACT
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Governmental bodies in the United States are implementing
more advanced land use and travel demand models to meet air quality conformity and environmental impact
statement requirements. To help guide model applications in policy studies, this report describes an evaluation of
model accuracy and induced demand representation over a 10-year period in an integrated land use and transportation model,
the 2000 Sacramento MEPLAN model. The accuracy evaluation shows relatively high error levels for zonal
land use forecasts. More zones have lower percentage errors for employment and nonresidential land forecasts (56 and 34
percent, respectively, within +50 percentage points) relative to household and residential land forecasts (14 and 18
percent, respectively, within +50 percentage points). There are smaller errors in established central urban areas and
larger errors in the outer ring. The model underestimates average vehicle travel speeds by 4 percent and vehicle miles
traveled by 3 percent.
Induced demand analysis shows that new transportation
capacity produced absolute percent changes in the zero to 25 percent range for 75 and 85 percent of zones for
households and residential land, respectively, and in the 26 to 50 percent range for 30 and 35 percent of zones for
employment and nonresidential land, respectively. Relative to estimated actual induced travel, the model overestimated
the number of zones with smaller changes and underestimated the number of zones with larger changes (1
to 19 percent). Total estimated actual induced change by zone showed losses in older employment and suburban
regional centers and gains in the outer ring. The share of significant model-induced employment and nonresidential
land (greater than zonal absolute model error) relative to the regional total was 14 and 21 percent, respectively; 3
percent for households; and 1 percent for residential land. Roadway expansion increased vehicle miles traveled 5
percent and average travel speed 16 percent with 0.28 elasticity. Using the model for conformity analysis, the regional
transportation plan emissions analysis should fall outside model error to demonstrate conformity. In environmental impact
analyses of new roadway projects, model errors tended to underestimate no-build travel and project need. The
magnitude of change from the no-build alternative to the highway alternative should be greater than the absolute
value of model error to be a significant improvement. For both conformity and environmental impact analyses, this study
indicates that land use changes from a new project may be significant and should be included in valid evaluations as
required by current regulations.
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ABOUT THE AUTHORS
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Caroline Rodier has a Ph.D. in Ecology from the University
of California, Davis with emphasis in environmental policy analysis and
transportation planning. She has more than 10 years experience applying land use, travel, and
emissions models to evaluating the effects of a wide range of transportation and land use policies.
Her most recent research in this area addresses key issues of modeling uncertainty in the
context of environmental impact and air quality conformity processes. Dr. Rodier is currently a
post-doctoral researcher at Partners for Advanced Transit and Highways at the University of
California, Berkeley. In this position, she is conducting evaluation research of field
operational tests that involve the application of advanced technologies to enhance access to
transit, for example, smart parking and shared-use low-speed modes connected to Bay
Area transit stations. She has authored more than 15 journal articles and more than 30
reports and proceedings articles.
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TECHNICAL
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MTI Report 05-02
Verifying the
Accuracy of Land Use Models Used in Transportation and Air Quality Planning:
A Case Study in the Sacramento, California, Region
Principal
Investigator: Caroline J. Rodier, Ph.D
Published: October 2005
Keywords: Land use models; Transportation planning; Travel demand; Travel
demand management; Trip distribution; Induced demand
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MTI
Report 05-02
Verifying the Accuracy of Land Use Models Used
in Transportation and Air Quality Planning: A Case Study in
the Sacramento, California, Region
Principal Investigator: Caroline J. Rodier, Ph.D
Published: October 2005
Keywords: Land use models; Transportation planning; Travel
demand; Travel demand management; Trip distribution; Induced
demand
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