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© 2017 Electric Power Research Institute, Inc. All rights reserved. Eladio Knipping, Naresh Kumar Energy & Environment Sector Electric Power Research Institute (EPRI) Ou Nopmongcol, Ralph Morris Ramboll Webcast to WRAP Monitoring Data and Glide Path Subcommittee December 13, 2018 International Contributions to Regional Haze

International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

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Page 1: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

© 2017 Electric Power Research Institute, Inc. All rights reserved.

Eladio Knipping, Naresh KumarEnergy & Environment Sector

Electric Power Research Institute (EPRI)

Ou Nopmongcol, Ralph MorrisRamboll

Webcast to WRAP Monitoring Data and Glide Path Subcommittee

December 13, 2018

International Contributions

to Regional Haze

Page 2: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

2© 2017 Electric Power Research Institute, Inc. All rights reserved.

Motivation

▪ International transport can be a significant contributor to regional haze in some

Class I areas.

▪ EPA’s revised guidance for the Regional Haze Rule leaves it to the states to

calculate impact of international transport on uniform rate of progress in

consultation with EPA

▪ Given limited resources, a coordinated effort to assess contributions of

international emissions on 2028 projections is needed

Page 3: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

3© 2017 Electric Power Research Institute, Inc. All rights reserved.

Project Organization

Scientific Review

Panel

Funding

Organizations

EPRI

West Associates

Contractors

Ramboll

Harvard University

EPRI Project Team

Eladio Knipping

Naresh Kumar

Users of Results

Page 4: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

4© 2017 Electric Power Research Institute, Inc. All rights reserved.

Project Scope

▪ 3 GEOS-Chem simulations

– Provide international transport contributions through CAMx boundary conditions (BCs)

▪ 2016 Baseline

▪ 2028 Base Case

▪ 2028 Scenario with all anthropogenic emissions outside the U.S. set to zero ((Zero Out Rest of World

run; ZROW)

▪ 3 CAMx simulations with respective GEOS-Chem BCs

– 2016 Baseline, 2028 Base Case, 2028 ZROW

– Build off State/Federal Collaborative 2016 modeling database

– Develop 2016 natural emissions

▪ Visibility analysis

CAMxOzone

Particulates

Toxics

Page 5: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

5© 2017 Electric Power Research Institute, Inc. All rights reserved.

Baseline Year for Regional Haze Modeling

Page 6: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

6© 2017 Electric Power Research Institute, Inc. All rights reserved.

Baseline Year

▪ Selected 2016 after receiving feedback from Scientific Review Panel

– Most frequent suggestion, most recent year, more representative

meteorological conditions

▪ CAMx modeling will rely on the State/Federal Inventory Collaborative 2016

modeling platform

– Will be using 2016 beta now expected by December 2018 (?)

▪ GEOS-Chem uses projected 2011 NEI for the US emissions so the delay has not

affected our GEOS-Chem modeling

Page 7: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

7© 2017 Electric Power Research Institute, Inc. All rights reserved.

Global Emission Inventories for

Regional Haze Modeling

Page 8: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

8© 2017 Electric Power Research Institute, Inc. All rights reserved.

US Emissions

▪ NEI 2011 (from v6.2 platform as available in GEOS-Chem)

▪ Projections to 2016, 2028 based on EPA’s projected inventories

0

0.4

0.8

1.2

CO NOX VOC SO2 PM2.5 NH3 PM10

US-wide projection factors from 20112016 2028

Page 9: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

9© 2017 Electric Power Research Institute, Inc. All rights reserved.

Non-US Emissions : Baseline

▪ Emissions inventories based on GEOS-Chem v11.02f

Region Inventory Latest year 2016 simulation

Canada APEI 2014 No projection

China MEIC 2015, 2016, 2017 2016

Global; rest of the world CEDS (GEOS-Chem

default)

2014 2014

Aircraft AEIC 2005 Projected 2016 (RCP4.5)

Shipping NEI, EMEP, HTAP2 2011, 2012, 2010 Projected 2016 (RCP4.5)

Biomass QFED2 2016 2016

Volcanic SO2 Aerocom 2009 Degassing emissions only

soil NOx, sea-salt aerosol,

oceanic DMS, biogenic

VOC, wind-blown dust,

short-lived bromo-carbon

On-line Meteorology-driven

Page 10: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

10© 2017 Electric Power Research Institute, Inc. All rights reserved.

Community Emission Data System (CEDS)

▪ 1750-2014

▪ EDGAR 4.3 supplemented

with regional/country-specific

inventories

▪ Comparison with other

inventories

– Similar trends

– Global-totals higher than EDGAR

Hoesly et al., 2017

Page 11: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

© 2017 Electric Power Research Institute, Inc. All rights reserved.

CEDS SO2 Residential, Commercial, Other (RCO) (Jan 2014)

Page 12: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

12© 2017 Electric Power Research Institute, Inc. All rights reserved.

MEIC (Asia) 2016

▪ Sectors: agriculture, industry, power, residential, transportation

▪ Species: NO, CO, SO2, SO4, NH3, BC, OC, VOCs (including ACET, CCHO,

ALK1-5, HCHO, MEK, OLE1-2)

▪ Available for 2015, 2016, 2017

▪ Plots for MEIC 2015 shown in following slides.

Page 13: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

13© 2017 Electric Power Research Institute, Inc. All rights reserved.

NO Industry (Jan 2015) NO Residential (Jan 2015)NO Transportation (Jan 2015)

NO Transportation (July 2015)NO Industry (Jul 2015) NO Residential (Jul 2015)

NOTES: Plot units: kg/m2/s, also MEIC and CEDS agriculture is 0 everywhere (for NO, SO2)

Page 14: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

14© 2017 Electric Power Research Institute, Inc. All rights reserved.

SO2 Industry (Jan 2015) SO2 Transportation (Jan 2015) SO2 Residential (Jan 2015)

SO2 Industry (Jul 2015) SO2 Transportation (Jul 2015) SO2 Residential (Jul 2015)

Page 15: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

15© 2017 Electric Power Research Institute, Inc. All rights reserved.

BC Industry (Jan 2015) BC Transportation (Jan 2015) BC Residential (Jan 2015)

BC Industry (Jul 2015) BC Transportation (Jul 2015) BC Residential (Jul 2015)

Page 16: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

16© 2017 Electric Power Research Institute, Inc. All rights reserved.

Non-U.S. Global Emissions: 2028

Region Inventory Base year 2028 simulation

Canada APEI 2014 ECCC’s projections (2013 to

2025)

China MEIC 2016 Wang et al., (2014)

Global; rest of the world CEDS (GEOS-Chem

default)

2014 RCP4.5

Aircraft AEIC 2005 RCP4.5

Shipping NEI, EMEP, HTAP 2011, 2012, 2010 RCP4.5

Biomass QFED2 2016 2016

Volcanic SO2 Aerocom 2009 Degassing emissions only

soil NOx, sea-salt aerosol,

oceanic DMS, biogenic

VOC, wind-blown dust,

short-lived bromo-carbon

On-line Meteorology-driven

Page 17: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

17© 2017 Electric Power Research Institute, Inc. All rights reserved.

GEOS-Chem Approach for Non-U.S. Global Anthropogenic

Emission Contributions

▪ Turn off all countries anthropogenic emissions except for U.S. (projected NEI)

▪ For shipping and aircraft emissions that are not associated with a country,

remove emissions outside of red box

Page 18: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

18© 2017 Electric Power Research Institute, Inc. All rights reserved.

Projection Approach for Non-US Global Emissions

▪ RCP4.5 provides projections to 2028 by world region

– China and Canada approached differently (see following slides)

0

0.2

0.4

0.6

0.8

1

1.2

1.4

NOx Sulfur VOC CO NH3 Blackcarbon

Organiccarbon

Projection factors 2014 -> 2028 from RCP4.5

ASIA

LAM

MAF

OECD

REF

Page 19: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

19© 2017 Electric Power Research Institute, Inc. All rights reserved.

Emission Projections

▪ Country-specific projections for US and

Canada

– US: EPA’s NEI projections from 2011 to 2028

– Canada: ECCC’s national projections from 2013 to

2025

▪ China

– Selected one of the six 2030 scenarios from the

research group that developed MEIC (Wang et al.,

2014)

▪ Recent satellite data suggest decreasing NOx

emissions since 2012 and earlier for SO2

▪ Consistent with Chinese Government projections

through 2020van der A et al., 2017

NOx

SO2

Page 20: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

20© 2017 Electric Power Research Institute, Inc. All rights reserved.

Regional OMI Observations of SO2 and NO2 Changes

Krotkov et al, Atmos. Chem.

Phys., 16, 4605–4629, 2016

Page 21: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

21© 2017 Electric Power Research Institute, Inc. All rights reserved.

China Future-Year NOx and SOx Emissions

▪ Six 2030 scenarios from the research group that developed MEIC (Wang et al.,

2014)

▪ Recent satellite-derived observations suggest decreasing NOx and SOx

emissions since 2012 (van der A et al., 2017; Zhang et al., 2018)

▪ Government reported nation-wide emissions between 2010-2015 and projected

through 2020 (MEE, 2016)

– We extrapolated 2015-2020 trend through 2030

[0] = baseline

[1] = progressive

[2] = maximum feasible control

[BAU] = business-as-usual

as of 2010

[PC] = more strict enforcement

of new energy-saving policies

Page 22: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

22© 2017 Electric Power Research Institute, Inc. All rights reserved.

China Energy Consumption

▪ Difference between BAU and PC scenarios is the adoption of energy policies

▪ PC scenario is more consistent with the government estimates

Page 23: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

23© 2017 Electric Power Research Institute, Inc. All rights reserved.

China Future-Year Emissions

2028/2016 NOx factor = 0.619

Page 24: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

24© 2017 Electric Power Research Institute, Inc. All rights reserved.

China Future-Year Emissions

2028/2016 SO2 factor = 0.645

Page 25: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

25© 2017 Electric Power Research Institute, Inc. All rights reserved.

Limitations

▪ Emission Control Areas (ECA) zones not considered

– They will be considered in CAMx simulations

Page 26: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

26© 2017 Electric Power Research Institute, Inc. All rights reserved.

Current Status on GEOS-Chem Modeling and

Baseline 2016 Simulation Results

Page 27: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

27© 2017 Electric Power Research Institute, Inc. All rights reserved.

Current Status on GEOS-Chem Modeling

▪ Baseline 2016 modeling completed

– Model performance evaluation focusing on rural sites (due to the coarse grid

resolution)

▪ Surface sites: CASTNET and IMPROVE sites

▪ Future-year 2028 modeling

– Literature Review for emission projections

– Zero-out simulation completed

– Base 2018 simulation to be completed by this year

Page 28: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

28© 2017 Electric Power Research Institute, Inc. All rights reserved.

Baseline 2016 Model PerformanceOzone

• Biases (NMB) generally within 15%

• Overprediction in Q3 in the east influenced by local emissions

Ozone predictions are within reasonable ranges

• r=0.6; tendency to underestimate

all hours all sites Q2

Q3

Page 29: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

29© 2017 Electric Power Research Institute, Inc. All rights reserved.

Baseline 2016 Model PerformancePM2.5 FB (%)

▪ Biased high in

Q1 and Q4

– Influenced by

natural

emissions

▪ Tendency to

under estimate

in Q2 and Q3

Page 30: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

30© 2017 Electric Power Research Institute, Inc. All rights reserved.

Baseline 2016 Model Performance

Key takeaways

▪ Ozone predictions are within reasonable ranges

– NMB generally within 15%

– Biased high in the eastern US likely related to local (US) emissions

▪ PM2.5 performance is not as good

– Driven largely by local sources

– Not clear how PM performance matters to CAMx boundary conditions

▪ Emission assumptions could affect model performance

– Shipping ECA zones not considered (they will be in CAMx simulations)

Page 31: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

31© 2017 Electric Power Research Institute, Inc. All rights reserved.

Preliminary GEOS-Chem Results

Page 32: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

32© 2017 Electric Power Research Institute, Inc. All rights reserved.

2016 Basecase 2028 ZROWGOES-Chem

ResultsOzone

4th

Max Daily 8-hr Avg

Q3

Q4

Page 33: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

33© 2017 Electric Power Research Institute, Inc. All rights reserved.

2016 Basecase 2028 ZROWGOES-Chem

ResultsPM2.5

Quarterly average

Q3

Q4

Page 34: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

34© 2017 Electric Power Research Institute, Inc. All rights reserved.

Update on CAMx Modeling

Page 35: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

35© 2017 Electric Power Research Institute, Inc. All rights reserved.

Current Status on CAMx Modeling

▪ CAMx modeling will rely on State/Federal Inventory Collaborative

2016 modeling platform

– 2016a is available

– 2016b with 2028 projections by end of Dec 2018 (we will use this)

– 2016 version 1 with 2028 projections by May 2019

▪ Natural Emissions

– Fires from the 2016 modeling platform

– MEGAN biogenic emissions

– Building stand-alone tools for wind-blown dust, DMS, lightning NOx

▪ Beta versions available

Page 36: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

36© 2017 Electric Power Research Institute, Inc. All rights reserved.

Natural Emissions for CAMx

Sources Our approach Note

Day-specific Wildfire 2016 Modeling Platform

Biogenic VOC MEGAN modeling

Sea-salt Ramboll’s sea salt pre-processor using

a scheme described by Ovadnevaite et

al. (2014)

Uses CAMx met and landuse inputs

(and global oceanic chlorophyll-A if

generating halo-methanes)

Windblown Dust Ramboll’s wind blown dust pre-

processor using a scheme described by

Klingmüller et al. (2017)

Uses new CAMx met, landuse, and soil

moisture inputs; uses global fields for

emissive areas, LAI, clay content and

mineral fraction

Oceanic dimethyl sulfide (DMS) Updating the current sea-salt pre-

processor to include DMS

Uses CAMx met files and Lana et al.

(2011) global DMS concentrations

Lightning NOx Lightning NOx pre-processor Uses new CAMx met files and other

inputs (flash rates, yields per flash,

cloud-to-grid ratio) from literature

Page 37: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

37© 2017 Electric Power Research Institute, Inc. All rights reserved.

CAMx Emissions

Country Year Available Data

US 2016 2016b platform

2028 Available with the 2016 platform

ERTAC for EGUs

Canada 2016 Could be available with the 2016 platform

Develop projections; 2015 and 2025 available

2028 Could be available with the 2016 platform

ECCC projected 2025 inventory available

Mexico 2016 Could be available with the 2016 platform

Develop projections; 2008 and 2017 available

2028 Could be available with the 2016 platform

Develop projections; 2025 and 2030 available

Natural-

only

2016 Day-specific fire, biogenic VOC, wind-blown dust

2028 Hold constant from 2016 (not using averaging approach)

Page 38: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

38© 2017 Electric Power Research Institute, Inc. All rights reserved.

Schedule Update

Page 39: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

39© 2017 Electric Power Research Institute, Inc. All rights reserved.

Project schedule (assumed 2016b available by Dec 2018)

Proposed Tasks Estimated Completion

Task 1. Global modeling Dec 2018

Task 2. Regional modeling (CAMx) Jan – Aug 2019

Task 3. CommunicationThroughout the project

(Preliminary results – Aug 2019)

Task 4. Final Report and Data Distribution Fall 2019 (Est.)

Page 40: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

40© 2017 Electric Power Research Institute, Inc. All rights reserved.

Additional optional analysis that could be obtained from

GEOS-Chem/CAMx modeling

▪ Any decisions must be made (quite) soon.

▪ Natural Emissions Model Simulation

o Zero-out all (U.S. and International) anthropogenic emissions

o Provides model floor visibility and another estimate of natural background

▪ 2016 PM Source Apportionment Modeling

o State anthropogenic contributions to visibility

o Wildfires and WBD contributions

o Modeled Most Impaired Days

▪ 2028 PM Source Apportionment modeling

o State, WF, WBD, etc. contributions

o Anthropogenic emissions visibility impairment Glide Slope

Page 41: International Contributions to Regional Haze2018/12/13  · Canada APEI 2014 ECCC’s projections (2013 to 2025) China MEIC 2016 Wang et al., (2014) Global; rest of the world CEDS

41© 2017 Electric Power Research Institute, Inc. All rights reserved.

Together…Shaping the Future of Electricity