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MBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions with Transport and Local Emissions Management he Good, the Bad and the Difficult Counting of Carb

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Page 1: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Lee Schipper, Ph.D.Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A.

EMBARQBetter Air Quality 2006

Jogjakarta

Coupling GHG Emission Reductions with Transport and Local Emissions Management

The Good, the Bad and the Difficult Counting of Carbon

Page 2: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

EMBARQ

• A catalyst for socially, financially, and environmentally sound solutions to the problems of urban mobility

Page 3: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

EMBARQ

• Established as a unique center within World Resources Institute in 2002, EMBARQ is now the hub of a network of centers for sustainable transport in developing countries.

• Shell Foundation and Caterpillar Foundation are EMBARQ’s Global Strategic Partners, supporting EMBARQ projects worldwide

• Additional EMBARQ supporters include– Hewlett Foundation– Netherlands Ministry of Foreign Affairs– BP– US AID– Asian Development Bank– Energy Foundation– Blue Moon Fund– US Environmental Protection Agency

Page 4: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

The Carbon Challenge

Page 5: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

THE CART: WORLD CARBON EMISSIONS PULLED BY TRANSPORT

0

5000

10000

15000

20000

25000

30000

MTo

nnes

CO

2

Sea and Aviation Bunkers

OECD Transport ex Mexico

Non OECD Transport w/Mexico

Non-Oecd non Transport

OECD Non Transport

Page 6: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

EMBARQ’s project motivations• Reduce GHG emissions from urban transport globally.

• Develop a reliable, inexpensive methodology for measuring and accounting GHG and criteria pollutant emissions from transport projects.

• Create a clear correlation between changes in transport activity and resulting changes in local and global emissions enabling policy makers to understand the environment and health implications of various policy options. Allow decision-makers to use GHG and criteria pollutant emissions reduction co-benefits as an additional criteria for selecting transport projects.

• Identify the fundamental limitations of existing tools and approaches. Currently available tools provide only accounting for changes in emissions and do not establish a relationship between emissions and traffic changes.

• Apply results in EMBARQ’s partner cities and elsewhere

Page 7: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Stakeholders, Friends and Team

EMBARQUS AID

NGOs

$

CTS-BrazilTrafalgar –John Rogers

MJ Bradley UC RiversideCTS-Mexico

Other expertsHani Mahmassimi

Mark Bradley

P.A. Hanoi, Queretarocity authoritiesMinistries of Transportation

Depts. of Energy

Private sector:Fuel and Vehicles

Local, National Ministries of Environment

Bilateral and multilateral org. and IFEs

Other city authorities

Press

Other funding orgs.

Page 8: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Why Count Carbon in Transport Projects? Depends on Who is Counting

• Third Party Fundors (ADB, W Bank, etc.)– Estimate CO2 implications of transport related projects

– Provide tools for local stakeholders, whatever their reasons

• The Mayor, Governor, or Prime Minister– Verify non-binding commitments or just brag

– Guide transport strategy and investments

• The Transport Office or Air Pollution Office– Reduced traffic and congestion on its own

– Reduced local emissions

• The World Carbon Community– Element of national carbon restraint strategy

– Carbon reductions that can be sold or traded – CDM etc.

Page 9: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Certainty Levels versus Costs

Costs

Certainty levels

Carbon Market

Governments with non-biding targets

Philanthropy

The project team wants to tailor the tools developed to the needs of the various audiences and understand the relationship between costs of estimating GHG and criteria pollutant emissions and certainty levels.

Governments with binding targets

Page 10: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Types of Transport Projects

• Fuels and Vehicles

– Fuel switch and hybridization

– Switch to larger vehicles and better running (BRT)

– Engine retrofits

• Traffic Improvements and Modal Shift

– One-way streets and signal synchronization

– Transit upgrades (e.g.: BRT system)

– Cycle paths

• Land Use and Planning

– Transit Oriented Development

– Pedestrian Zones

– Portland Ore. Style growth boundary

Transport

Mobility

Accessibility

Page 11: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Focus on the Transport-Emissions Link

• What’s In and Relatively Easy to Measure• Fuel use in project vehicles

• Changes in mode towards/away from project vehicles

• Emissions in construction/destruction of vehicles/infrastructure

• What’s Important but Hard To Measure• Changes in traffic and km driven caused by transport project

• So-called “induced demand”

• What’s Important, but Harder to Measure• Changes in emissions resulting from changes in driving cycle

• What’s not in, but Relatively Easy to Measure• Changes in fleet fuels to lower carbon fuels

• Changes in fleet propulsion (i.e., to hybrids)

• Changes in other fleet characteristics affecting fuel use/emissions

Page 12: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Integrated View of Transport Problems The ASIF Decomposition for Fuel and Emissions

http://www.iea.org/textbase/nppdf/free/2000/flex2000.pdf

= A Si Ii Fi,j Fuel Use and

Emissions from Transport

* * *

Occupancy/ Load Factor

Vehicle fuel intensity Vehicle characteristics

Technological energy efficiency

Real drive cycles and routing, driver behavior

Veh-km and pass-km by mode

Modal Energy Intensity:

Emissions per unit of energy

or volume or km from fuel J in mode I

Total Transport Activity

Lesson : Attack All Components of the Problem

Page 13: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Changes in Transport-Project Emissions Getting a Handle on Each Component

= A Si Ii Fi,j Fuel Use and

Emissions from Transport

* * *

Vehicle operator or passenger surveys,

street-side observations

From surveys, not from new-vehicle

tests Vehicle characteristics

Technological energy efficiency

Observations (video, chase cars, radar, GPS)

Travel and traffic surveys, extra surveys over

“Zone of influence” Calculated modal

energy intensity:

For CO2- calculated from measured fuel use, with fuel cycle

burdens added

Summed over modes.

Lesson : Attack All Components of the Problem

Page 14: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

MEASUREMENTS HAVE TO CONTINUE OVER TIME.

Time

Em

issi

on

s

Baseline (the contra -factual “without project ” case )

Base -case

(Now )

Project impact when

it is validated each year

Project line

(the factual “with project ” case )

Today

Dynamic Base-line & Project-line over timeAfter John Rogers, Trafalgar SA, Mexico

Page 15: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Transport project outcomes: Not always less carbon, hopefully better transport

Carbon

Quality of transport

Carbon reduction,Carbon reduction,Improved transportImproved transport

Carbon increase,Carbon increase, improved transportimproved transport

+

+-

-

Carbon increase, Worse transport

Carbon reduction, Worse transport

Page 16: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Transport project outcomes: More or Less Carbon?

CO2/km

Total Veh-km

+

+-

-

BRTBRT

Circuitous trafficCircuitous trafficavoiding bottlenecks;avoiding bottlenecks;

Induced trafficInduced trafficHybrid or CNG for Hybrid or CNG for

GasolineGasoline

Individual transportIndividual transportor mini busesor mini buses

WINNERS:WINNERS:

LOSERS:LOSERS:

- Less- Less congestioncongestion- Less- Less drivingdriving

- More- More congestioncongestion- More- More drivingdriving

Congestion pricingCongestion pricing

Page 17: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

RECENT METHODOLOGIES.

• Regional Scenarios and Projects– This Study -- Hanoi– Santiago (CCAP)– This study (Porto Alegre)

• BRT– Fulton and Wright – BRT in Latin America– Rogers and Schipper (04); Rogers (06)– Gruetter – Bogota Transmilenio

• Vehicle and Fuel Switches– This study – BRT Vehicles in Queretaro– This study – Hybrids for Mexico City– Santiago Hybrids (CCAP)

Page 18: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Bogota – Gruetter Methodology The First CDM Approved Approach

• For “Integrated BRT Systems” only– Default vs. measured fuel use/emissions– Fuel Use/Emissions of affected vehicles vs universe– Role of technological change over time on car emissions

• Assumes Effects of non-project vehicles small– Reductions in congestion/higher speeds (or VV)– New access (like BRT or Metro) and new development– Gruetter – Bogota Transmilenio

• Impact of Projects on “non project” vehicles, travel– This study – BRT Vehicles in Queretaro– This study – Hybrids for Mexico City– Santiago Hybrids (CCAP)

Page 19: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

KEY UNCERTAINTIES Non-Project Travel/Vehicles

• Fuel Use anad Local Emissions– Default vs. measured fuel use/emissions– Fuel Use/Emissions of affected vehicles vs universe– Role of technological change over time

• Induced Travel and Development– Reductions in congestion/higher speeds (or VV)– New access (like BRT or Metro) and new development– Gruetter – Bogota Transmilenio

• Impact of Projects on “non project” vehicles, travel– This study – BRT Vehicles in Queretaro– This study – Hybrids for Mexico City– Santiago Hybrids (CCAP)

Page 20: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Hanoi CO2 Scenarios: SummaryHans Oern, Thuan Le, EMBARQ

• Start with JICA – Sponsored 2020 Master Plan – Transport model gives people, vehicle movements in 2020

– Alternatives proposed showing impact of mass transit

– No calculations of fuel, local emissions, or CO2 present

• EMBARQ’s Contribution– Quantify vehicle-km, passenger-km from Master Plan input data

– Estimate emissions and fuel/km from various sources, local experts

– Apply “ASIF” model to transform veh.-km into total fuel, emissions

• Results: Implications of Different Transport Futures– Fuel bill for Hanoi 2020 under different assumptions

– Pollution and CO2 emissions loads from transport

– Model for comparing emissions/pollution alternatives

Page 21: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Hanoi: From Existing Scenarios, extract activity for each transport scenario

No of trips

Trip length

Load factor

Vehicle

kms

Energy

factor

Emission factors

Total energy

consumption

Total emissions

Page 22: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Scenarios for Hanoi

Year 1995 2005 2020

Policy History Present Trend PT 30%

Transportsystem History Present Do nothing Master Plan Master Plan

Emissions and fuel efficiency improvements Slow Agressive Agressive

Page 23: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Hanoi Future Transport: Travel and CO2 Emissions in 2020

Compare Future Alternative Scenarios to Present

CO2 Emissions

0

20

40

60

80

100

2003 2010 2020 Hig Car,low

mobility

2010 2020 HighTransit

2010 2020

Fu

el U

se

0

20

40

60

80

100

120

140

160

To

tal C

arb

on

Em

issi

on

s (M

n T

on

nes

)

Electric Transport (Tram, metro)

BRT and Buses

Cars

Two Wheelers

Page 24: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Queretaro: BRT Proposal

Page 25: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Queretaro CO2 Summary

• Start with Transconsula]t Master Plan for BRT – Recognized “Quaos in Queretaro”

– Examined overall transport situation

– Suggested at least 1 BRT route for emerging corridor

• Evaluate BRT Choices– Numbers of vehicles, capacity, etc

– Emissions and fuel use of choices from MC tests

– Some information on existing fleet fuel use bolstered by MC tests

• Results – BRT Alone Small Improvement– Most emissions continue to come from feeders and “others”

– Greater effort to substitute larger for smaller vehicles needed

– In any case, BRT canceled for budgetary reasons

Page 26: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Scope of the Queretaro Bus FleetContext of Proposed BRT

Fuente: Transconsult S.C. Queretaro

Rutas Vehicles Passenger Trips/Hour Km/day

Trunk BRT (proposed)

18 articulated 120 20. 5 4,444

Auxiliary 39 1-unit bus 60 32.5 7,145

Feeders 115 Minibus 40 108 21,482

Others 509 Minibus 40 208 81,996

1 Truck Route

4 aux. Routes

15 Feeder Routes

47 Other Routes

60,000 pax/day

5,000 pax/hr peak

Page 27: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

CO2 Emissions in the BRT Corridor

0

500

1,000

1,500

2,000

2,500

1 2 3 4 5 6 7

BRT corridor scenarios

To

ns/

yr

CO2

1. D350 ppm S2. D50 ppm S3. D50 ppm S, DPF4. D15 ppm S5. CNG6. Series Hybrid, D15ppm7. Parallel Hybrid,

D15 ppm, DPF

Page 28: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

BRT and Remaining Bus SystemThe Context Changes

0

500

1,000

1,500

2,000

2,500

1 2 3 4 5 6 7

BRT corridor scenarios

To

ns

/y

r

CO2

0

20,000

40,000

60,000

80,000

100,000

120,000

140,000

160,000

180,000

0 1 2 3 4 5 6 7

Scenarios

Tons

/yr

Page 29: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Mexico City: Route-Based Measurement Methodology

(John Rogers)

On-RouteBusesOther VehiclesModal Shift

Feeder RoutesBusesOther Vehicles

Cross-trafficLeft turnsEliminated crossings

Page 30: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Other Sources CountedRebound & New Trip CreationCongestion changes

Construction & upstream materialTraffic delays due to construction activities

Leakages• Smelting removed vehicles• Trickle-down of removed vehicles• Impact of bus/other traffic to/from other routes• Modal shift / transfers from other routes• Fuel-use & handling shift (theft, evaporation

etc)

Page 31: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Mexico CityEmissions ReductionsSource: John Rogers

-5%0%5%

10%15%20%25%30%35%40%

Buses OtherVehicles

onCorridor

ModalShift

Left Turns VehiclesCrossing

46 Kt CO2e p.a.

Buses account for less than 40% of the ERs

M$ 2.5 US10 years

Page 32: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

GHG Savings at $5/Ton in Mexico City:Hypothetical Insurgentes Corridor Case(estimates Rogers)

$0

$20,000

$40,000

$60,000

$80,000

$100,000

$120,000

$140,000

$160,000

Yearly Savings- CO2

US

$/ye

ar S

aved

Indirect effects from reducedcongestion on 50 000 cars/day @10 mins/car

Direct Effects from Full Newbuses

Page 33: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Fuel Savings ($340/ton):Hypothetical Insurgentes Corridor Case(estimates Rogers)

$0

$1,000,000

$2,000,000

$3,000,000

$4,000,000

$5,000,000

$6,000,000

$7,000,000

$8,000,000

Yearly Savings- CO2 Yearly Savings-Fuel

US

$/y

ea

r S

av

ed

Indirect effects fromreduced congestion on 50000 cars/day @ 10 mins/car

Direct Effects from FullNew buses

Page 34: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

GHG, Fuel, Time ($1/hour) SavingsDid CO2 make/break the project?Time/Value estimates CST/EMBARQ

$0

$2,000,000

$4,000,000

$6,000,000

$8,000,000

$10,000,000

$12,000,000

$14,000,000

$16,000,000

$18,000,000

Yearly Savings- CO2 Yearly Savings-Fuel Yearly Savings-Time @ 5min/day/person, $1/hr

US

$/y

ea

r S

av

ed

Indirect effects from reduced congestionon 50 000 cars/day @ 10 mins/car

Direct Effects from Full New buses

Page 35: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Lessons Learned So Far

• Project-Based Vehicle Emissions Changes• Easy to measure and verify

• Can be large before/after but small relative to entire region

• May be less than 50% of entire “savings” in project

• Other Emissions Changes Difficult• Poor data on present and future traffic and people/freight flows

• Very poor data on fuel intensity and emissions of vehicles

• Difficulties estimating counter-factual case

• Larger issues and Caveats• Don’t let CO2 drive good transport decisions

• Do verify that CO2 is “less than otherwise” because of a project

• Weigh transport plan choices against CO2, local emissions changes

Page 36: EMBARQ BAQ 06 Jogja Lee Schipper, Ph.D. Wei-Shiuen Ng, M.A. Maria Cordeiro, M.A. EMBARQ Better Air Quality 2006 Jogjakarta Coupling GHG Emission Reductions

EMBARQ BAQ 06

Jogja

Thank you !

Lee [email protected]

http://embarq.wri.org/