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Final Presentation CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development December 4, 2012 Noon, Wrigley 481, ASU Tempe Campus

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Page 1: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Final Presentation CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development December 4, 2012 Noon, Wrigley 481, ASU Tempe Campus

Page 2: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 2

Page 3: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 3

Different scenarios Transit-Oriented Development (TOD) vs. Business as Usual (BAU) Scenario 1 – TOD as single-family homes Scenario 2 – TOD as high density apartments, mixed-use

commercial/residential Land use at each station

▪ Conservative – vacant lots ▪ Aggressive – vacant lots and parcels that could be acquired for TODs

Diverse locations Mesa (E. Main St and Mesa Dr) – Heavy Commercial/Office + Residential I-10 corridor, Phoenix (I-10 and 35th Ave) – Smaller Apartment Mixed Use North Phoenix (N 19th Ave and Dunlap Ave) – Smaller Apartment Mixed

Use Comprehensive analysis of energy and environmental

effects, barriers, and transition strategies

Page 4: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 4

Buildings

Transportation

Environmental Indicators Energy Use Greenhouse Gas Emissions Criteria Air Pollutant Emissions (CO, VOCs, NOx, SOx,

PM10, PM2.5)

Building Construction

Electricity Feedstock Production Building Use

Vehicle Manufacturing

Gasoline Feedstock Production Automobile Use

Page 5: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 5

Page 6: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 6

Post WWII Auto-Dominated

Growth

Light Rail Investment Business as Usual

Successful TOD Implementation

and Use

Current Intervention Light Rail Investment

Page 7: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 7

Resulting Barriers Weak Urban Core

Uniform Mindset

Housing Types Highway Infrastructure

Dependence

Competing Development Priorities

Inefficient Land Assembly

Conditions/Challenges Rapid Growth, 30 years

Urban Sprawl

Housing Industry

Reliance

Council-Manager Government

Private Property Rights Protection Act (Proposition 207; 2006)

Page 8: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 8

Walkable Neighborhoods Walkscore

Efficient Resident / Workers Ratio Job Density TOD Typologies

Social Resident

Interaction Place Making Low

Density High Density

Page 9: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 9

Project for Public Spaces. (n.d.). What Makes A Successful Place? Retrieved 10 29, 2012, from Project for Public Spaces:

Page 10: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 10

Walkable Neighborhoods Encourage Place Making

Flexible Form Base Code Commercial/Resident Mix

Market Light Rail Vision Share Light Rail Vision Relay TOD Benefits Promote Transit-Oriented

Choices ▪ User Incentives

Page 11: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 11

Mikhail Chester Assistant Professor

Transitions Conditions Barriers Solutions

Buildings Construction Energy Production Energy Use

Transportation Vehicle Manufacturing Energy Production Gasoline Combustion

Mindy Kimball Ph.D. Candidate

Drew Rostain Minghao Xu

Andrew Fraser

Amelia Celoza Gilbert Flores Ryan Furcini

Roberta Bosfield Nick Francis

Sam Johnson Andrew Kaehr Valentina Prado

Matt Nahlik Kieth Christian Madhav Garikapati Andy Yu

Page 12: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

What are the energy and environmental effects of residential and commercial building densification around light rail stations?

Page 13: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Option 1 Option 2 Option 3

Page 14: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 14

Light rail extension plan (Valley Metro) Land parcel selection (Maricopa County

Assessor, Google Maps) Conservative strategy Vacant lots within ½ mile radius

Aggressive strategy Vacant lots + currently occupied land that could

be repurposed within ½ mile radius

Page 15: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 15

5.83 Acres

5.8 Acres

Conservative

Page 16: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 16

10.82 Acres

10.8 Acres

Aggressive

Page 17: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 17

23.8 Acres

23.8 Acres

Conservative

Page 18: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 18

26.3 Acres

26.3 Acres

Aggressive

Page 19: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 19

32.17 Acres

32.1 Acres

Conservative

Page 20: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 20

59.6 Acres

59.6 Acres

Aggressive

Page 21: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 21

Page 22: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 22

Building Construction RS Means: Materials and Construction Processes Athena: Energy use and emissions

Building Use Phase (60 years) Energy Plus:

Electricity Consumption GREET:

Emissions

Page 23: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 23

In 2006, Arizona Corporation Commission set a goal for increasing renewable energy use: 2006 – 1.25% 2012 ▪ Projected – 3.5% ▪ Actual – 3.1% Non-Hydro,

6.1% Hydro

2025 – 15%

Page 24: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 24

PRELIMINARY RESULTS. PLEASE VISIT urbansustainability.lab.asu.edu FOR INFORMATION ABOUT FINAL RESULTS.

Page 25: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 25

Over 60 Years

PRELIMINARY RESULTS. PLEASE VISIT urbansustainability.lab.asu.edu FOR INFORMATION ABOUT FINAL RESULTS.

Page 26: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 26

Over 60 Years

PRELIMINARY RESULTS. PLEASE VISIT urbansustainability.lab.asu.edu FOR INFORMATION ABOUT FINAL RESULTS.

Page 27: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

What are the transportation energy and air emissions changes that occur from urban infill around light rail?

Page 28: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 28

2009 NHTS Census

Data Buildings

Data

Literature and Valley

Metro Surveys

Number of HH and

Trips within Buffer

Densities within Buffer

TOD Types and Total Dwelling

Units

Average Trip Rate

Total Number of Trips within

Buffer

Total Trips within TOD

Auto Travel Reductions

Emissions Savings

Page 29: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 29

Quantify Vehicle Miles Traveled (VMT) for each scenario Life-Cycle Approach Vehicle Manufacturing, Well-to-Tank Fuel Production,

Vehicle Operation GREET model by the EPA

Reduce travel distance with infill and number of car trips with mode-shift to light rail

Examine Energy Use, Greenhouse Gas Emissions, and Criteria Pollutant Emissions

Page 30: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 30

Residential-induced Travel

Commercial-induced Travel

Urban Infill Travel Characteristics Fringe Travel Characteristics

Institute of Transportation Engineers’ Trip Generation Manual

Commercial real estate area from the buildings team

Characteristic shopping travel from NHTS

Page 31: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 31

Use % From

NHTS Characteristic

Travel Use

Cars 49.1% 51.4%

Vans 7.8% 8.2%

SUVs 19% 19.9%

Pick-Up Trucks

19.6% 20.5%

Totals: 95.5% 100.0% 0

10

20

30

40

50

60

2012 2022 2032 2042 2052 2062 2072

Miles Per Gallon

Year

Projected Fuel Economy

Projected fuel economy of cars: 22 mpg in 2012, 35 mpg in 2020, 55 mpg in 2050.

Commute travel assumed to be characterized by four categories of vehicles shown.

Lightweighting

Page 32: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 32

0 100,000 200,000 300,000 400,000 500,000 600,000

High-density TOD Mixed Use

Auto-dependent Single Family Outfill

High-density TOD Mixed Use

Auto-dependent Single Family Outfill

Residential-induced and Commercial-induced Daily Vehicle Miles Traveled (VMT) Totals

Conservative savings between 100,000-150,000 miles per day Aggressive savings between 160,000-240,000 miles per day

Conservative

Aggressive

PRELIMINARY RESULTS. PLEASE VISIT urbansustainability.lab.asu.edu FOR INFORMATION ABOUT FINAL RESULTS.

Page 33: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 33

Travel characteristics of TOD residents Maximum and minimum mode shift

percentages Percentage of shopping trips per household Percentage of shopping trips generated

from the TOD’s Commercial trip generation Light weighting of vehicles to reach 55mpg

Page 34: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 34

0 20000 40000 60000 80000

SC2-A-BAU

SC2-A-TOD-AVG

SC2-C-BAU

SC2-C-TOD-AVG

Life-Cycle Energy Use Over 60 Years (TJ) Residential-InducedVehicle Manufacturing

Residential-InducedFuel Production

Residential-InducedVehicle Operation

Commercial-InducedVehicle Manufacturing

Commercial-InducedFuel Production

Commercial-InducedVehicle Operation

0 1000 2000 3000 4000

SC2-A-BAU

SC2-A-TOD-AVG

SC2-C-BAU

SC2-C-TOD-AVG

Life-Cycle NOx Emissions Over 60 Years (Mg)

High-density TOD Mixed Use Conservative

Aggressive

Conservative

Aggressive

Auto-Dependent Single Family Outfill

High-density TOD Mixed Use

Auto-Dependent Single Family Outfill

High-density TOD Mixed Use

Auto-Dependent Single Family Outfill

High-density TOD Mixed Use

Auto-Dependent Single Family Outfill

PRELIMINARY RESULTS. PLEASE VISIT urbansustainability.lab.asu.edu FOR INFORMATION ABOUT FINAL RESULTS.

Page 35: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

What are the comprehensive energy and air emissions changes that occur from urban infill around light rail?

Page 36: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 36

Energy

Air Emissions SOX Respiratory irritant, acid deposition CO Asphyxiant NOX Respiratory irritant, smog VOC Photochemical smog, cancerous PM Respiratory and cardiovascular damage

Greenhouse Gases CO2, CH4, N2O

Human Health and Environmental Impact Potentials Respiratory: SOx, NOx, PM10 and PM2.5 Photochemical Smog Formation: CH4, CO, VOC, and NOx

Energy Inputs

Process

Emission Outputs

Impact Potentials

Page 37: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 37

0 2 4 6 8 10

365 Single-Family TOD365 Auto-dependent Single-Family Outfill

2500 High-density TOD Mixed Use2500 Auto-dependent Residential+Commercial Outfill

568 Single-Family TOD568 Auto-dependent Single-Family Outfill

3900 High-density TOD Mixed Use3900 Auto-dependent Residential+Commercial Outfill

60 Year Life-Cycle Greenhouse Gas Emissions (106 Mg CO2e)

Residential Building Construction Residential Building Energy Production Residential Building Energy UseCommercial Building Construction Commercial Building Energy Production Commercial Building Energy UseVehicle Manufacturing HBNS Energy Production for HBNS Travel Gasoline Combustion for HBNS TravelVehicle Manufacturing HBS Energy Production for HBS Travel Gasoline Combustion for HBS Travel

Conservative

Aggressive

23% Savings

33% Savings

22% Savings

33% Savings

PRELIMINARY RESULTS. PLEASE VISIT urbansustainability.lab.asu.edu FOR INFORMATION ABOUT FINAL RESULTS.

Page 38: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

0 2,000 4,000 6,000 8,000 10,000

2500 High-density TOD Mixed Use2500 Auto-dependent Residential+Commercial Outfill

3900 High-density TOD Mixed Use3900 Auto-dependent Residential+Commercial Outfill

60 Year Life-Cycle Human Greenhouse Gas Emissions (106 Mg CO2e)

0 50 100 150 200 250 300

2500 High-density TOD Mixed Use2500 Auto-dependent Residential+Commercial Outfill

3900 High-density TOD Mixed Use3900 Auto-dependent Residential+Commercial Outfill

60 Year Life-Cycle Smog Formation Potential (Gg O3e)

Residential Building Construction Residential Building Energy Production Residential Building Energy UseCommercial Building Construction Commercial Building Energy Production Commercial Building Energy UseVehicle Manufacturing HBNS Energy Production for HBNS Travel Gasoline Combustion for HBNS TravelVehicle Manufacturing HBS Energy Production for HBS Travel Gasoline Combustion for HBS Travel

0 2 4 6 8 10 12 14 16

2500 High-density TOD Mixed Use2500 Auto-dependent Residential+Commercial Outfill

3900 High-density TOD Mixed Use3900 Auto-dependent Residential+Commercial Outfill

60 Year Life-Cycle Human Health Respiratory Potential (Gg PM10e)

Conservative

Aggressive

Conservative

Aggressive

Conservative

Aggressive

33% Savings Possible

28% Savings Possible

28% Savings Possible

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Page 39: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

What are the non-technical TOD implementation barriers and how can they be overcome?

Page 40: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 40

0% 10% 20% 30% 40% 50% 60% 70% 80%

Miami MSA

Riverside MSA

Tampa MSA

Los Angeles MSA

San Diego MSA

Atlanta MSA

Sacramento MSA

Phoenix MSA

Cost Burden on Moderate-Income HH Budgets

Housing Costs Transportation Costs

62% #8

Page 41: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 41

1. Standardize best practices: walkscores, worker / resident ratios, station typologies

2. Master plan ½ mile from each station

3. Evaluate the entire light rail system

4. Involve residents in business recruitment, project approval

5. Promote the TOD car-less lifestyle

Page 42: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

Arizona State University | Urban Infrastructure Anatomy & Sustainable Development | Fall 2012 December 4 | Slide 42

Page 43: CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable ... · Final Presentation . CEE/SOS 598: Urban Infrastructure Anatomy and Sustainable Development . December 4, 2012 . Noon,

For additional information, please contact: Mikhail Chester Assistant Professor Arizona State University [email protected]