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PJM©2020www.pjm.com | Public
Expanded Results of PJM Study of Carbon Pricing & Potential Leakage Mitigation Mechanisms
Carbon Pricing Senior Task ForceFebruary 25, 2020
PJM©20202www.pjm.com | Public
Schedule
July 2019 Meeting:Reviewed objectives
and proposed assumptions for the PJM Carbon Study
January 2020 Meeting:
Reviewed objectives and initial modeling
results
Today: Review objectives and additional scenarios taking into account
stakeholder feedback
PJM©20203www.pjm.com | Public
Objectives of Analysis
PJM is studying the potential impacts of a carbon price and potential leakage mitigation mechanisms in order to inform stakeholders and policy-makers.
• PJM is not proposing to establish a carbon price.
• PJM is conducting this study to inform carbon pricing discussions in the CPSTF stakeholder process.
• Feedback on initial & extended modeling will be used to guide additional modeling efforts.
• Policy-makers in the PJM region are ultimately responsible for environmental policy, and any associated revenue generated through its application.
PJM©20204www.pjm.com | Public
Review of Action Items from January CPSTF
Modeling Sensitivities1. Addition of VA to Carbon-Price Sub-Region2. Addition of VA & PA to Carbon-Price Sub-Region3. Addition of PA to Carbon-Price Sub-Region4. All of PJM included in Carbon-Price Sub-Region5. Higher carbon prices
Additional Data Points & Clarifications1. Additional information on border adjustment equations & modeling2. Impact of border adjustments on production cost3. Impact of border adjustments on uplift 4. Additional information on external interchange5. Results by state, zone
Included in 2/25/2020 meeting materials
Future
PJM©20205www.pjm.com | Public
Results Executive Summary
Modeling of Carbon Prices from RGGICompared to counterfactual with no carbon price
• Generation & Emissions– Decrease in carbon-price sub-region– Increase in rest of RTO– Net RTO impact varies based on sub-region
assumptions
• Energy Prices– On average, LMPs increase in both sub-regions
as the carbon price increases
Impacts of Border AdjustmentsCompared to no border adjustment
• Generation & Emissions– Increase in carbon-price sub-region– Decrease in rest of RTO– Net RTO impact varies based on sub-region
assumptions
• Energy Prices– On average, as the carbon price increases, a
two-way border adjustment results in greater price decreases than a one-way border adjustment.
Results depend on the generation mix, and emissions intensities, of each sub-region.
PJM©20206www.pjm.com | Public
Overview
Review of Context and Study Assumptions
Part 1a: Impacts of a RGGI Carbon Price in the PJM Energy Market; Addition of VA to carbon-price sub-region
Part 2a: Impacts of Potential Border Adjustments for Leakage Mitigation; Addition of VA to carbon-price sub-region
Part 1b: Impacts of a RGGI Carbon Price in the PJM Energy Market; Addition of VA & PA to carbon-price sub-region
Part 2b: Impacts of Potential Border Adjustments for Leakage Mitigation; Addition of VA & PA to carbon-price sub-region
PJM©20207www.pjm.com | Public
Review of Leakage Concepts• Leakage - any shift in production and related emissions, from a regulated jurisdiction to a less-
stringently regulated jurisdiction, due to differing compliance costs.
• In the context of the Regional Greenhouse Gas Initiative (RGGI), “Emissions leakage is the concept that there could be a shift of electricity generation from capped sources subject to RGGI to higher-emitting sources not subject to RGGI.” [1]
• Concerns raised by stakeholders in the CPSTF Opportunity Statement: “Without addressing leakage, rising emissions can eliminate the environmental benefits that carbon pricing policies are intended to produce. Similarly, leakage can also harm consumers in areas that have not adopted carbon pricing as more expensive resources push market clearing prices higher.” [2]
[1] Final Report of the RGGI Emissions Leakage Multi-State Staff Working Group to the RGGI Agency Heads. Potential Emissions Leakage and the Regional Greenhouse Gas Initiative (RGGI). 2008. https://mde.maryland.gov/programs/Air/ClimateChange/RGGI/Documents/Leakage_Report_Final_3-08.pdf[2] CPSTF Opportunity Statement, https://www.pjm.com/-/media/committees-groups/task-forces/cpstf/postings/problem-statement.ashx?la=en
Note: Some studies consider emissions from power and non-power sectors, and emissions reduction goals when estimating leakage impacts. PJM study is focused on power sector emissions from simulation of the wholesale electricity market.
PJM©20208www.pjm.com | Public
The study does not account for state-specific approaches to leakage mitigation
There are multiple approaches to leakage mitigation:
• In study: Border adjustment constraints within wholesale electricity market– One-way (transfers into carbon region)– Two-way (transfers into and out of carbon region)
• Not in study: State-specific approaches– Programs that reduce electricity demand – Load-based greenhouse gas compliance obligations– Allowance allocation– Support for increasing low / zero-emitting in-state generation
PJM©20209www.pjm.com | Public
Setting up the model included using three key variable inputs
• Year Modeled: 2023 (most recent planning case from Regional Transmission Expansion Plan and Market Efficiency process)
• Variable inputs are used to look at energy market impacts of a carbon price and leakage mitigation approaches
• Utilized PLEXOS to simulate the commitment & dispatch of resources and the resulting market/emissions outcomes
• Potential future analysis: longer-term modeling to evaluate potential changes to resource mix due to a carbon price
– Out of scope for this phaseModel
Border Adjustment
Carbon Sub-
Region
Carbon Price
PJM©202010www.pjm.com | Public
Study Methodology: Modeling Overview
Static Inputs
Variable Inputs
Model
Outputs
Fuel PricesSecurity Constrained Unit Commitment & Economic Dispatch
Generator Offer(s)
Carbon Price
Locational Marginal Prices (LMP)
Generation
Demand Transmission Limits
Emissions
Border Adjustment Constraint
Generator Parameters
Carbon-Price Sub-Region
PJM©202011www.pjm.com | Public
RGGI Program helps to determine low and high carbon price values
• Applied in counterfactual case to quantify the impact of adding a carbon price on generation, emissions, and energy prices$0 /short ton of CO2
• Low-end reference• Trigger price for the RGGI Emissions Containment Reserve (ECR) in 2023$6.87 /short ton of CO2
• High-end reference• Trigger price for the RGGI Cost Containment Reserve (CCR) in 2023$14.88 /short ton of CO2
PJM©202012www.pjm.com | Public
Internal and External resources to PJM are included in the optimization
• Current set of results consider PJM states currently participating in RGGI (DE, MD, NJ), with the addition of VA and PA
• New York is modeled with a carbon price, as it is a RGGI state. Study results are focused on the PJM RTO.
• Resources both internal and external to PJM were included in the optimization.
PJM©202013www.pjm.com | Public
Rest of RTO
32%
3%
26%
13%
16%
7%
3%
Carbon-Price Sub-Region: DE, MD, NJ, VA
13%
8%
40%
13%
14%
3%9%
Virginia is included in the Carbon Sub-Region
Percent of Nameplate Capacity:
62,248 MW
Results depend on the generation mix, and emissions intensities, of each sub-region.
Percent of Nameplate Capacity:
140,513 MW
PJM©202014www.pjm.com | Public
Rest of RTO
39%
1%16%
17%
16%
10%
1%
Carbon-Price Sub-Region: DE, MD, NJ, VA, PA
15%
7%
43%
9%
15%
3%8%
VA and PA are included in the Carbon Sub-Region
Percent of Nameplate Capacity:
108,894 MW
Results depend on the generation mix, and emissions intensities, of each sub-region.
Percent of Nameplate Capacity:
93,866 MW
PJM©202015www.pjm.com | Public
Three variations of Border Adjustment approaches are modeled
• Determine baseline for economic and environmental leakage between regions
No Border Adjustment
• Accounts for impacts of carbon price on transfers into the carbon-pricing region
One-Way Border Adjustment
• Accounts for impacts of carbon price on transfers into carbon-pricing region and transfers from the carbon-pricing region
Two-Way Border Adjustment
PJM©202016www.pjm.com | Public
RGGI Revenue will coexist with a Carbon Price
• Each state will continue to collect RGGI revenue from each RGGI Regulated Source located in its state as it does today.
• These financial transactions take place outside of the market and the grid operator’s settlement process.
PJM©202017www.pjm.com | Public
Residual funds allocation will be determined by the States
• The analysis will include the value of the carbon residual funds resulting from border adjustments. States, not PJM, will determine how these funds are allocated, if any. – Surplus possible when there are net transfers into the carbon-
pricing region.– Deficit possible when there are net transfers from the carbon-
pricing region.• Based on the states that make up the carbon-price sub-region,
there may not be any carbon residual funds.
PJM©202018www.pjm.com | Public
Overview
Review of Context and Study Assumptions
Part 1a: Impacts of a RGGI Carbon Price in the PJM Energy Market; Addition of VA to carbon-price sub-region
Part 2a: Impacts of Potential Border Adjustments for Leakage Mitigation; Addition of VA to carbon-price sub-region
Part 1b: Impacts of a RGGI Carbon Price in the PJM Energy Market; Addition of VA & PA to carbon-price sub-region
Part 2b: Impacts of Potential Border Adjustments for Leakage Mitigation; Addition of VA & PA to carbon-price sub-region
PJM©202019www.pjm.com | Public
Part 1a Scenario SummaryImpacts Associated with a RGGI Carbon Price in the PJM Energy Market
• Scenarios with RGGI price at $6.87/short ton and $14.88/short ton compared to a counterfactual scenario with RGGI price at $0/short ton (“No RGGI”) to quantify differences in:
– Generation– Emissions– Prices
• The year 2023 was simulated for the following cases:
• Results are broken out by the following regions:– Carbon-Price Sub-Region – includes DE, MD, NJ and VA– Rest of RTO – all other states in PJM
Case RGGI Price Border AdjustmentCase 1-0W $0/short ton (i.e. “No RGGI Price”) NoneCase 4-0W $6.87/short ton NoneCase 5-0W $14.88/short ton None
PJM©202020www.pjm.com | Public
0
100,000
200,000
300,000
400,000
500,000
600,000
700,000
800,000
Total
Gen
erati
on P
rodu
ction
(GW
h)2023 Generation Production by Sub-Region
Carbon-Price Sub-RegionDE, MD, NJ, VA
Rest of RTO
Case 1-0W$0 / ton
Case 4-0W$6.87 / ton
Case 5-0W$14.88 / ton
Case 1-0W$0 / ton
Case 4-0W$6.87 / ton
Case 5-0W$14.88 / ton
As the carbon price increases, generation:• Decreases in carbon-price
sub-region*• Increases in the rest of the
RTO
* There may also be shifts in generation within the carbon-price sub-region, as the carbon price is only applied to RGGI generators.
PJM©202021www.pjm.com | Public
-35,000
-25,000
-15,000
-5,000
5,000
15,000
25,000
35,000Carbon Price Region Rest of RTO Carbon Price Region Rest of RTO
Case 4-0W Case 5-0W
Chan
ge in
Gen
erati
on (G
Wh)
from
Cas
e 1-0
W
Coal Natural Gas CC / Steam Natural Gas CT Nuclear Hydro Wind & Solar Other
2023 Shifts in Generation Production from Case 1-0W ($0 / ton CO2) by Sub-Region
Case 4-0W: $6.87 / ton Case 5-0W: $14.88 / ton
Generation displaced in carbon-price sub-region is relatively equivalent in emissions intensity to the increased generation in rest of RTO. • Driven by generation mixes in each
sub-region.
Carbon Price Sub-Region
DE, MD, NJ, VA
Rest of RTO Carbon Price Sub-Region
DE, MD, NJ, VA
Rest of RTO
PJM©202022www.pjm.com | Public
-5,000 5,000 15,000 25,000 35,000 45,000
Case 1-0W
Case 4-0W
Case 5-0W
Interchange between PJM and External Regions
$6.87/ton
$14.88/ton
Net External Interchange (GWh)Net ExportsNet Imports
PJM©202023www.pjm.com | Public
278 278 277
52 44 35
226 234 242
0
50
100
150
200
250
300
Case 1-0W Case 4-0W Case 5-0W
Millio
n Ton
s of C
O 22023 Total CO2 Emissions
Case 1-0W$0 / ton
Case 4-0W$6.87 / ton
Case 5-0W$14.88 / ton
Generation shift from increasing carbon price results in CO2:• Decrease in carbon-price sub-region• Increase in rest of RTO (no carbon price)• Net decrease across the RTO
DE, MD, NJ, VA
PJM©202024www.pjm.com | Public
189 195206
28 24 22
161171
184
0
50
100
150
200
250
Case 1-0W Case 4-0W Case 5-0W
Thou
sand
Tons
of N
O x2023 Total NOX Emissions
Case 1-0W$0 / ton
Case 4-0W$6.87 / ton
Case 5-0W$14.88 / ton
Generation shift from increasing carbon price results in CO2:• Decrease in carbon-price sub-region• Increase in rest of RTO • Net increase across the RTO
DE, MD, NJ, VA
PJM©202025www.pjm.com | Public
179 184 186
8 4 3
171180 183
0
20
40
60
80
100
120
140
160
180
200
Case 1-0W Case 4-0W Case 5-0W
Thou
sand
Tons
of S
O 22023 Total SO2 Emissions
Case 1-0W$0 / ton
Case 4-0W$6.87 / ton
Case 5-0W$14.88 / ton
Generation shift from increasing carbon price results in CO2:• Decrease in carbon-price sub-region• Increase in rest of RTO (no carbon price)• Net increase across the RTO
DE, MD, NJ, VA
PJM©202026www.pjm.com | Public
30.44 30.8933.08
29.43 29.2830.94
0
5
10
15
20
25
30
35
Case 1-0W Case 4-0W Case 5-0W
LMP
($/M
Wh)
2023 PJM Average Yearly LMPs* by Sub-Region & Carbon Price
*Average yearly LMPs are time-weighted averages of load-weighted hourly LMPs.
Case 1-0W$0 / ton
Case 4-0W$6.87 / ton
Case 5-0W$14.88 / ton
On average, LMPs increase in both sub-regions with an
increasing carbon price.
Carbon Price Sub-Region: DE, MD, NJ, VA Rest of RTO
PJM©202027www.pjm.com | Public
0.45
2.64
-0.16
1.50
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
3.0
Case 4-0W Case 5-0W
LMP
($/M
Wh)
2023 Difference in Average Yearly LMPs* from Case 1-0W by Sub-Region & Carbon Price
Case 4-0W$6.87 / ton
Case 5-0W$14.88 / ton
On average, LMPs increase in both sub-regions with an
increasing carbon price.
Carbon Price Sub-Region: DE, MD, NJ, VA Rest of RTO
*Average yearly LMPs are time-weighted averages of load-weighted hourly LMPs.
PJM©202028www.pjm.com | Public
Results SummaryPart 1a: Impacts Associated with a RGGI Carbon Price in the PJM Energy Market
Carbon Price Sub-Region: DE, MD, NJ, VA Rest of RTO
Case 1-0W($0 / ton)
Case 4-0W($6.87 / ton)
Case 5-0W($14.88 / ton)
Generation Emissions LMP
PJM©202029www.pjm.com | Public
Results SummaryPart 1a: Impacts Associated with a RGGI Carbon Price in the PJM Energy Market
Carbon-Price Sub-Region: DE, MD, NJ, VA
• Generation:– Compared to the no carbon price scenario, the carbon price scenarios
result in shifts in generation production from the Carbon-Price Sub-Region to the Rest of RTO.
– The generation displaced in the Carbon-Price Sub-Region has relatively equivalent emissions intensity compared to the increased generation in the Rest of RTO. This is driven by the generation mixes between of each sub-region.
PJM©202030www.pjm.com | Public
Results Summary (cont.)Part 1a: Impacts Associated with a RGGI Carbon Price in the PJM Energy Market
Carbon-Price Sub-Region: DE, MD, NJ, VA
• Emissions:– The shift in generation production results in a decrease in emissions in
the Carbon-Price Sub-Region and an increase in emissions in the Rest of RTO. This resulted in a net decrease in CO2 emissions and a net increase in NOx and SO2 emissions across the RTO.
• Energy Prices:– Compared to the scenario with no carbon price, on average, LMPs
increase in both sub-regions as the carbon price increases.
PJM©202031www.pjm.com | Public
Overview
Review of Context, Objectives, and Study Assumptions
Part 1a: Impacts of a RGGI Carbon Price in the PJM Energy Market; Addition of VA to carbon-price sub-region
Part 2a: Impacts of Potential Border Adjustments for Leakage Mitigation; Addition of VA to carbon-price sub-region
Part 1b: Impacts of a RGGI Carbon Price in the PJM Energy Market; Addition of VA & PA to carbon-price sub-region
Part 2b: Impacts of Potential Border Adjustments for Leakage Mitigation; Addition of VA & PA to carbon-price sub-region
PJM©202032www.pjm.com | Public
Leakage Mitigation Mechanism: Border Adjustments
• Two leakage mitigation mechanisms were studied and were compared against the case with no leakage mitigation1) No Border Adjustment (no leakage mitigation) 2) One-Way Border Adjustment3) Two-Way Border Adjustment
• Each leakage mitigation mechanism was studied using the RGGI ECR price of $6.87/short ton and the RGGI CCR price of $14.88/short ton.
PJM©202033www.pjm.com | Public
Part 2a Scenario SummaryImpacts of Potential Border Adjustments for Leakage Mitigation
• The year 2023 was simulated for the following cases for the carbon-price sub-region that included DE, MD, NJ and VA:
Case RGGI Price Border AdjustmentCase 4-0W $6.87/short ton NoneCase 4-1W $6.87/short ton One-WayCase 4-2W $6.87/short ton Two-WayCase 5-0W $14.88/short ton NoneCase 5-1W $14.88/short ton One-WayCase 5-2W $14.88/short ton Two-Way
PJM©202034www.pjm.com | Public
Results Metrics
• The following metrics are compared for each simulation case:– Generation– Emissions– Prices– Carbon Revenue (Residual Funds)
• Results are broken out by the following regions:– Carbon-Price Sub-Region – includes DE, MD, NJ and VA– Rest of RTO – all other states in PJM
PJM©202035www.pjm.com | Public
0
100,000
200,000
300,000
400,000
500,000
600,000
700,000
800,000
Gene
ratio
n Pro
ducti
on (G
Wh)
2023 Generation Production by Sub-Region: $6.87 / ton CO2
Carbon-Price Sub-Region(DE, MD, NJ, VA)
Rest of RTO
Case 4-0W Case 4-1W
With the addition of a border adjustment, generation:• Increases in Carbon-Price Sub-
Region• Decreases in Rest of RTO
This shift is larger with a two-way border adjustment, compared to a one-way border adjustment.
Case 4-2W Case 4-0W Case 4-1W Case 4-2WCase 1-0W Case 1-0W
PJM©202036www.pjm.com | Public
0
100,000
200,000
300,000
400,000
500,000
600,000
700,000
800,000
Gene
ratio
n Pro
ducti
on (G
Wh)
2023 Generation Production by Sub-Region: $14.88 / ton CO2
Carbon-Price Sub-Region(DE, MD, NJ, VA)
Rest of RTO
Case 1-0W Case 5-0W Case 5-1W Case 5-2W Case 1-0W Case 5-0W Case 5-1W Case 5-2W
With the addition of a border adjustment, generation:• Increases in Carbon-Price Sub-
Region• Decreases in Rest of RTO
This shift is larger with a two-way border adjustment, compared to a one-way border adjustment.
PJM©202037www.pjm.com | Public
-30,000
-20,000
-10,000
0
10,000
20,000
30,000
40,000
Carbon PriceRegion Rest of RTO
Carbon PriceRegion Rest of RTO
Carbon PriceRegion Rest of RTO
Carbon PriceRegion Rest of RTO
Case 4-1W Case 4-2W Case 5-1W Case 5-2W
Chan
ge in
GW
h fro
m No
Bor
der A
djustm
ent (
4-0W
, 5-0
W)
Coal Natural Gas CC / Steam Natural Gas CT Nuclear Hydro Wind & Solar Other
Shift in Generation Production by Sub-Regionfrom adding Border Adjustment
Case 4-1WCarbon-Price Sub-Region
(DE, MD, NJ, VA)Rest of RTO
Case 4-2W Case 5-1W Case 5-2W$6.87/ton $14.88/ton
Larger generation shift with a two-way border adjustment, compared to a one-way border adjustment. Increased generation in Carbon-Price Sub-Region is relatively lower-emitting than the displaced generation in rest of RTO.
Carbon-Price Sub-Region
(DE, MD, NJ, VA) Rest of RTOCarbon-Price Sub-Region
(DE, MD, NJ, VA)Rest of RTO
Carbon-Price Sub-Region
(DE, MD, NJ, VA) Rest of RTO
PJM©202038www.pjm.com | Public
Interchange between PJM and External Regions
$6.87/ton
$14.88/ton
Net External Interchange (GWh)
-5,000 5,000 15,000 25,000 35,000 45,000
Case 4-0W
Case 4-1W
Case 4-2W
Case 5-0W
Case 5-1W
Case 5-2W
Net ExportsNet Imports
PJM©202039www.pjm.com | Public
Impact of Border Adjustment on CO2 Emissions
$6.87/ton $14.88/ton
Generation shift from border adjustment results in emissions increase in Carbon-Price Sub-Region, decrease in Rest of RTO and net decrease across Net-RTO.
278 277 277 275
5235 35
53
226242 242
221
0
50
100
150
200
250
300
Case 1-0W Case 5-0W Case 5-1W Case 5-2WMi
llions
Tons
of C
O2
278 278 278 277
52 44 44 53
226 234 234 224
0
50
100
150
200
250
300
Case 1-0W Case 4-0W Case 4-1W Case 4-2W
Millio
ns To
ns of
CO 2
DE, MD, NJ, VA
PJM©202040www.pjm.com | Public
189206 206
190
28 22 22 29
161184 184
160
0
50
100
150
200
250
Case 1-0W Case 5-0W Case 5-1W Case 5-2W
Thou
sand
Tons
of N
Ox
Impact of Border Adjustment on NOX Emissions
$6.87/ton $14.88/ton
Generation shift from border adjustment results in emissions increase in Carbon-Price Sub-Region, decrease in Rest of RTO and net decrease across Net-RTO.
189 195 195 189
28 24 24 29
161171 171
160
0
50
100
150
200
250
Case 1-0W Case 4-0W Case 4-1W Case 4-2W
Thou
sand
Tons
of N
O x
DE, MD, NJ, VA
PJM©202041www.pjm.com | Public
Impact of Border Adjustment on SO2 Emissions
$6.87/ton $14.88/ton
Generation shift from border adjustment results in emissions increase in Carbon-Price Sub-Region, decrease in Rest of RTO and net decrease across Net-RTO.
179 186 186172
8 3 3 8
171183 183
164
0
20
40
60
80
100
120
140
160
180
200
Case 1-0W Case 5-0W Case 5-1W Case 5-2W
Thou
sand
Tons
of S
O2
179 184 183 176
8 4 4 8
171180 179
168
0
20
40
60
80
100
120
140
160
180
200
Case 1-0W Case 4-0W Case 4-1W Case 4-2W
Thou
sand
Tons
of S
O 2
DE, MD, NJ, VA
PJM©202042www.pjm.com | Public
30.89 30.70 31.0533.08 32.81
31.4629.28 29.11 29.41
30.94 30.70 29.80
0
5
10
15
20
25
30
35
Case 4-0W Case 4-1W Case 4-2W Case 5-0W Case 5-1W Case 5-2W
LMP
($/M
Wh)
2023 PJM Average Yearly LMPs* by Sub-Region
*Average yearly LMPs are time-weighted averages of load-weighted hourly LMPs.
Carbon-Price Sub-Region: DE, MD, NJ, VA Rest of RTOWith the addition of a border adjustment, LMPs tend to decrease for both regions.
$6.87/ton $14.88/ton
PJM©202043www.pjm.com | Public
-0.19
0.16
-0.27
-1.62
-0.17
0.13
-0.23
-1.14
-1.8-1.6-1.4-1.2-1.0-0.8-0.6-0.4-0.20.00.20.4
Case 4-1W Case 4-2W Case 5-1W Case 5-2W
LMP
($/M
Wh)
2023 Difference in Average Yearly LMPs* from Case 0W by Sub-Region and RGGI Price
Carbon-Price Sub-Region: DE, MD, NJ, VA Rest of RTO
$14.88/ton$6.87/ton
With the addition of a border adjustment, LMPs tend to decrease for both regions.
*Average yearly LMPs are time-weighted averages of load-weighted hourly LMPs.
PJM©202044www.pjm.com | Public
Impact of Border Adjustments on 2023 RTO Total Production Cost
12.34 12.35 12.17 12.49 12.51 12.25
-
2
4
6
8
10
12
14
Case 4-0W Case 4-1W Case 4-2W Case 5-0W Case 5-1W Case 5-2W
Total
Pro
ducti
on C
ost (
$billi
on)
$6.87/ton $14.88/ton
Total System Production Cost:• Increases with a one-way
border adjustment• Decreases with a two-way
border adjustment
PJM©202045www.pjm.com | Public
Impact of Border Adjustment on CO2 Emission Costs to Generators
• As previously noted, compared to scenarios with no leakage mitigation, the border adjustment scenarios result in shifts in generation production from the Rest of RTO to the Carbon-Price Sub-Region.
• This could be assumed to increase the funds from CO2 allowance sales that states would collect if the CO2 compliance obligation continues to be placed on the emitting generators in their states.
• However, it is possible in the two-way border adjustment case, that generators will not receive enough revenue through the market to cover their RGGI compliance obligations (which are paid outside the market) and generation costs.
PJM©202046www.pjm.com | Public
Carbon Revenue (Residual Funds) from Border Adjustment Constraint
• In all simulation cases, there are no carbon residual funds at any time.
• This is because the carbon component of the LMP is $0/MWh at all times in all cases.
• In other words, the carbon cost of the marginal unit being transferred from the Rest of RTO Sub-Region to the Carbon-Price Sub-Region is zero in all the simulation cases.
PJM©202047www.pjm.com | Public
Results SummaryPart 2a: Impacts of Potential Border Adjustments for Leakage Mitigation
Carbon Price Sub-Region: DE, MD, NJ, VA Rest of RTO
Case 4-0W($6.87 / ton)
Case 4-1W($6.87 / ton)
Case 4-2W($6.87 / ton)
Case 5-0W($14.88 / ton)
Case 5-1W($14.88 / ton)
Case 5-2W($14.88 / ton)
Generation Emissions LMP
PJM©202048www.pjm.com | Public
Results SummaryPart 2a: Impacts of Potential Border Adjustments for Leakage Mitigation
Carbon-Price Sub-Region: DE, MD, NJ, VA
• Generation:– Compared to scenarios with no leakage mitigation, the border
adjustment scenarios result in shifts in generation production from the Rest of RTO to the Carbon-Price Sub-Region.
– This generation shift increases as the price of carbon increases, and is greater with a two-way border adjustment, compared to a one-way border adjustment.
– The generation displaced in the Rest of RTO has a relatively higher emissions intensity than the increased generation in the Carbon-Price Sub-Region.
PJM©202049www.pjm.com | Public
Results SummaryPart 2a: Impacts of Potential Border Adjustments for Leakage Mitigation
Carbon-Price Sub-Region: DE, MD, NJ, VA
• Emissions:– Use of a border adjustment mechanism resulted in an increase in
emissions in the Carbon-Price Sub-Region, a decrease in emissions in the Rest of RTO, and a net decrease in total Net-RTO emissions.
– These shifts in emissions are greater with a two-way border adjustment, compared to a one-way border adjustment.
– The change in emissions is greater as the carbon price increases.
PJM©202050www.pjm.com | Public
Results SummaryPart 2a: Impacts of Potential Border Adjustments for Leakage Mitigation
Carbon-Price Sub-Region: DE, MD, NJ, VA
• Energy Prices:– Use of a border adjustment mechanism may mitigate the impact of a
carbon price on the LMP.– Compared to scenarios with no leakage mitigation, on average, as the
carbon price increases, a two-way border adjustment results in greater price decreases than a one-way border adjustment.
PJM©202051www.pjm.com | Public
Overview
Review of Context, Objectives, and Study Assumptions
Part 1a: Impacts of a RGGI Carbon Price in the PJM Energy Market; Addition of VA to carbon-price sub-region
Part 2a: Impacts of Potential Border Adjustments for Leakage Mitigation; Addition of VA to carbon-price sub-region
Part 1b: Impacts of a RGGI Carbon Price in the PJM Energy Market; Addition of VA & PA to carbon-price sub-region
Part 2b: Impacts of Potential Border Adjustments for Leakage Mitigation; Addition of VA & PA to carbon-price sub-region
PJM©202052www.pjm.com | Public
Part 1b Scenario SummaryImpacts Associated with a RGGI Carbon Price in the PJM Energy Market
• Scenarios with RGGI price at $6.87/short ton and $14.88/short ton compared to a counterfactual scenario with RGGI price at $0/short ton (“No RGGI”) to quantify differences in:
– Generation– Emissions– Prices
• The year 2023 was simulated for the following cases:
• Results are broken out by the following regions:– Carbon-Price Sub-Region – includes DE, MD, NJ, VA and PA– Rest of RTO – all other states in PJM
Case RGGI Price Border AdjustmentCase 1-0W $0/short ton (i.e. “No RGGI Price”) NoneCase 6-0W $6.87/short ton NoneCase 7-0W $14.88/short ton None
PJM©202053www.pjm.com | Public
0
50,000
100,000
150,000
200,000
250,000
300,000
350,000
400,000
450,000
500,000
Total
Gen
erati
on P
rodu
ction
(GW
h)2023 Generation Production by Sub-Region
Carbon-Price Sub-RegionDE, MD, NJ, VA, PA
Rest of RTO
Case 1-0W$0 / ton
Case 6-0W$6.87 / ton
Case 7-0W$14.88 / ton
Case 1-0W$0 / ton
Case 6-0W$6.87 / ton
Case 7-0W$14.88 / ton
As the carbon price increases, generation:• Decreases in carbon-price
sub-region*• Increases in the rest of the
RTO
* There may also be shifts in generation within the carbon-price sub-region, as the carbon price is only applied to RGGI generators.
PJM©202054www.pjm.com | Public
-60,000
-50,000
-40,000
-30,000
-20,000
-10,000
0
10,000
20,000
30,000
40,000Carbon Price Region Rest of RTO Carbon Price Region Rest of RTO
Case 6-0W Case 7-0W
Chan
ge in
Gen
erati
on (G
Wh)
from
Cas
e 1
Coal Natural Gas CC / Steam Natural Gas CT Nuclear Hydro Wind & Solar Other
2023 Shifts in Generation Production from Case 1-0W ($0 / ton CO2) by Sub-Region
Case 6-0W: $6.87 / ton Case 7-0W: $14.88 / ton
Generation displaced in carbon-price sub-region is relatively equivalent in emissions intensity to the increased generation in rest of RTO. • Driven by generation mixes in
each sub-region.
Carbon Price Sub-Region
DE, MD, NJ, VA, PA
Rest of RTO Carbon Price Sub-Region
DE, MD, NJ, VA, PA
Rest of RTO
PJM©202055www.pjm.com | Public
Interchange between PJM and External Regions
$6.87/ton
$14.88/ton
Net External Interchange (GWh)
-5,000 5,000 15,000 25,000 35,000 45,000
Case 1-0W
Case 6-0W
Case 7-0W
Net ExportsNet Imports
PJM©202056www.pjm.com | Public
278266 259
129103
85
149162
174
0
50
100
150
200
250
300
Case 1-0W Case 6-0W Case 7-0W
Millio
n Ton
s of C
O22023 Total CO2 Emissions
Case 1-0W$0 / ton
Case 6-0W$6.87 / ton
Case 7-0W$14.88 / ton
Generation shift from increasing carbon price results in CO2:• Decrease in carbon-price sub-region• Increase in rest of RTO (no carbon price)• Net decrease across the RTO
DE, MD, NJ, VA, PA
PJM©202057www.pjm.com | Public
189179 180
90
6959
99110
121
0
20
40
60
80
100
120
140
160
180
200
Case 1-0W Case 6-0W Case 7-0W
Thou
sand
Tons
of N
Ox2023 Total NOX Emissions
Case 1-0W$0 / ton
Case 6-0W$6.87 / ton
Case 7-0W$14.88 / ton
Generation shift from increasing carbon price results in CO2:• Decrease in carbon-price sub-region• Increase in rest of RTO • Net decrease across the RTO
DE, MD, NJ, VA, PA
PJM©202058www.pjm.com | Public
179
160152
60
2712
119132
141
0
20
40
60
80
100
120
140
160
180
200
Case 1-0W Case 6-0W Case 7-0W
Thou
sand
Tons
of S
O22023 Total SO2 Emissions
Case 1-0W$0 / ton
Case 6-0W$6.87 / ton
Case 7-0W$14.88 / ton
Generation shift from increasing carbon price results in CO2:• Decrease in carbon-price sub-region• Increase in rest of RTO (no carbon price)• Net decrease across the RTO
DE, MD, NJ, VA, PA
PJM©202059www.pjm.com | Public
30.4432.34
35.57
29.43 29.8731.73
0
5
10
15
20
25
30
35
40
Case 1-0W Case 6-0W Case 7-0W
LMP
($/M
Wh)
2023 PJM Average Yearly LMPs* by Sub-Region & Carbon Price
*Average yearly LMPs are time-weighted averages of load-weighted hourly LMPs.
Case 1-0W$0 / ton
Case 6-0W$6.87 / ton
Case 7-0W$14.88 / ton
On average, LMPs increase in both sub-regions with an
increasing carbon price.
Carbon Price Sub-Region: DE, MD, NJ, VA, PA Rest of RTO
PJM©202060www.pjm.com | Public
1.90
5.13
0.43
2.29
0.0
1.0
2.0
3.0
4.0
5.0
6.0
Case 6-0W Case 7-0W
LMP
($/M
Wh)
2023 Difference in Average Yearly LMPs* from Case 1-0W by Sub-Region & Carbon Price
Case 6-0W$6.87 / ton
Case 7-0W$14.88 / ton
On average, LMPs increase in both sub-regions with an
increasing carbon price.
Carbon Price Sub-Region: DE, MD, NJ, VA, PA Rest of RTO
*Average yearly LMPs are time-weighted averages of load-weighted hourly LMPs.
PJM©202061www.pjm.com | Public
Results SummaryPart 1b: Impacts Associated with a RGGI Carbon Price in the PJM Energy Market
Carbon Price Sub-Region: DE, MD, NJ, VA, PA Rest of RTO
Case 1-0W($0 / ton)
Case 4-0W($6.87 / ton)
Case 5-0W($14.88 / ton)
Generation Emissions LMP
PJM©202062www.pjm.com | Public
Results SummaryPart 1b: Impacts Associated with a RGGI Carbon Price in the PJM Energy Market
Carbon-Price Sub-Region: DE, MD, NJ, VA, PA
• Generation:– Compared to the no carbon price scenario, the carbon price scenarios
result in shifts in generation production from the Carbon-Price Sub-Region to the Rest of RTO.
– The generation displaced in the Carbon-Price Sub-Region has relatively equivalent emissions intensity compared to the increased generation in the Rest of RTO. This is driven by the generation mixes between of each sub-region.
PJM©202063www.pjm.com | Public
Results Summary (cont.)Part 1b: Impacts Associated with a RGGI Carbon Price in the PJM Energy Market
Carbon-Price Sub-Region: DE, MD, NJ, VA, PA
• Emissions:– The shift in generation production results in a decrease in emissions in
the Carbon-Price Sub-Region, an increase in emissions in the Rest of RTO, and a net decrease in Net-RTO emissions.
• Energy Prices:– Compared to the scenario with no carbon price, on average, LMPs
increase in both sub-regions as the carbon price increases.
PJM©202064www.pjm.com | Public
Overview
Review of Context, Objectives, and Study Assumptions
Part 1a: Impacts of a RGGI Carbon Price in the PJM Energy Market; Addition of VA to carbon-price sub-region
Part 2a: Impacts of Potential Border Adjustments for Leakage Mitigation; Addition of VA to carbon-price sub-region
Part 1b: Impacts of a RGGI Carbon Price in the PJM Energy Market; Addition of VA & PA to carbon-price sub-region
Part 2b: Impacts of Potential Border Adjustments for Leakage Mitigation; Addition of VA & PA to carbon-price sub-region
PJM©202065www.pjm.com | Public
Part 2b Scenario SummaryImpacts of Potential Border Adjustments for Leakage Mitigation
• The year 2023 was simulated for the following cases for the carbon-price sub-region that included DE, MD, NJ, VA and PA:
Case RGGI Price Border AdjustmentCase 6-0W $6.87/short ton NoneCase 6-1W $6.87/short ton One-WayCase 6-2W $6.87/short ton Two-WayCase 7-0W $14.88/short ton NoneCase 7-1W $14.88/short ton One-WayCase 7-2W $14.88/short ton Two-Way
PJM©202066www.pjm.com | Public
Results Metrics
• The following metrics are compared for each simulation case:– Generation– Emissions– Prices– Carbon Revenue (Residual Funds)
• Results are broken out by the following regions:– Carbon-Price Sub-Region – includes DE, MD, NJ, VA and PA– Rest of RTO – all other states in PJM
PJM©202067www.pjm.com | Public
0
50,000
100,000
150,000
200,000
250,000
300,000
350,000
400,000
450,000
500,000
Gene
ratio
n Pro
ducti
on (G
Wh)
2023 Generation Production by Sub-Region: $6.87 / ton CO2
Carbon-Price Sub-Region(DE, MD, NJ, VA, PA)
Rest of RTO
Case 6-0W Case 6-1W
With the addition of a border adjustment, generation:• Increases in Carbon-Price Sub-
Region• Decreases in Rest of RTO
This shift is larger with a two-way border adjustment, compared to a one-way border adjustment.
Case 6-2W Case 6-0W Case 6-1W Case 6-2WCase 1-0W Case 1-0W
PJM©202068www.pjm.com | Public
0
50,000
100,000
150,000
200,000
250,000
300,000
350,000
400,000
450,000
500,000
Gene
ratio
n Pro
ducti
on (G
Wh)
2023 Generation Production by Sub-Region: $14.88 / ton CO2
Carbon-Price Sub-Region(DE, MD, NJ, VA, PA)
Rest of RTO
Case 1-0W Case 7-0W Case 7-1W Case 7-2W Case 1-0W Case 7-0W Case 7-1W Case 7-2W
With the addition of a border adjustment, generation:• Increases in Carbon-Price Sub-
Region• Decreases in Rest of RTO
This shift is larger with a two-way border adjustment, compared to a one-way border adjustment.
PJM©202069www.pjm.com | Public
-40,000
-30,000
-20,000
-10,000
0
10,000
20,000
30,000
40,000
50,000
60,000
Carbon PriceRegion Rest of RTO
Carbon PriceRegion Rest of RTO
Carbon PriceRegion Rest of RTO
Carbon PriceRegion Rest of RTO
Case 6-1W Case 6-2W Case 7-1W Case 7-2W
Chan
ge in
GW
hfro
m No
Bor
der A
djustm
ent C
ases
(6-0
W,
7-0W
)
Coal Natural Gas CC / Steam Natural Gas CT Nuclear Hydro Wind & Solar Other
Shift in Generation Production by Sub-Regionfrom adding Border Adjustment
Case 6-1W
(DE, MD, NJ, VA,PA)
Rest of RTO
Case 6-2W Case 7-1W Case 7-2W$6.87/ton $14.88/ton
Shift in generation of relatively equivalent emissions intensity. This is driven by the generation mixes in each sub-region.
Rest of RTO Rest of RTO Rest of RTO(DE, MD, NJ, VA,PA) (DE, MD, NJ, VA,PA) (DE, MD, NJ, VA,PA)
PJM©202070www.pjm.com | Public
Interchange between PJM and External Regions
$6.87/ton
$14.88/ton
Net External Interchange (GWh)
-5,000 5,000 15,000 25,000 35,000 45,000
Case 6-0W
Case 6-1W
Case 6-2W
Case 7-0W
Case 7-1W
Case 7-2W
Net ExportsNet Imports
PJM©202071www.pjm.com | Public
Impact of Border Adjustment on CO2 Emissions
$6.87/ton $14.88/ton
Generation shift from one-way border adjustment results in small emissions shifts between sub-regions, and small net decrease across Net-RTO. Two-way border adjustment results in emissions increase in Carbon-Price Sub-Region, decrease in Rest of RTO and net increase across Net-RTO.
DE, MD, NJ, VA, PA
278259 259
275
129
85 85
128
149174 174
147
0
50
100
150
200
250
300
Case 1-0W Case 7-0W Case 7-1W Case 7-2WMi
llions
Tons
of C
O2
278 266 266 277
129103 103
129
149162 162
148
0
50
100
150
200
250
300
Case 1-0W Case 6-0W Case 6-1W Case 6-2W
Millio
ns To
ns of
CO2
PJM©202072www.pjm.com | Public
189180 180
189
90
59 59
91
99121 121
99
Case 1-0W Case 7-0W Case 7-1W Case 7-2W
Thou
sand
Tons
of N
Ox
Impact of Border Adjustment on NOX Emissions
$6.87/ton $14.88/ton
DE, MD, NJ, VA, PA
Generation shift from one-way border adjustment results in small emissions shifts between sub-regions, and small net decrease across Net-RTO. Two-way border adjustment results in emissions increase in Carbon-Price Sub-Region, decrease in Rest of RTO and net increase across Net-RTO.
189179 179
189
9069 69
91
99110 110
99
020406080
100120140160180200
Case 1-0W Case 6-0W Case 6-1W Case 6-2W
Thou
sand
Tons
of N
Ox
PJM©202073www.pjm.com | Public
179
152 152172
60
12 12
56
119
141 140
115
020406080
100120140160180200
Case 1-0W Case 7-0W Case 7-1W Case 7-2W
Thou
sand
Tons
of S
O2
Impact of Border Adjustment on SO2 Emissions
$6.87/ton $14.88/ton
DE, MD, NJ, VA, PA
Generation shift from one-way border adjustment results in small emissions shifts between sub-regions, and small net decrease across Net-RTO. Two-way border adjustment results in emissions increase in Carbon-Price Sub-Region, decrease in Rest of RTO and net increase across Net-RTO.
179160 159
176
60
27 27
59
119132 132
117
020406080
100120140160180200
Case 1-0W Case 6-0W Case 6-1W Case 6-2W
Thou
sand
Tons
of S
O2
PJM©202074www.pjm.com | Public
32.34 32.1331.11
35.57 35.46
31.7029.87 29.68 29.35
31.73 31.6029.85
0
5
10
15
20
25
30
35
40
Case 6-0W Case 6-1W Case 6-2W Case 7-0W Case 7-1W Case 7-2W
LMP
($/M
Wh)
2023 PJM Average Yearly LMPs* by Sub-Region
*Average yearly LMPs are time-weighted averages of load-weighted hourly LMPs.
Carbon-Price Sub-Region: DE, MD, NJ, PA, VA Rest of RTOWith the addition of a border adjustment, LMPs tend to decrease for both regions.
$6.87/ton $14.88/ton
PJM©202075www.pjm.com | Public
-0.21
-1.24
-0.12
-3.88
-0.18
-0.52
-0.13
-1.88
-4.5
-4.0
-3.5
-3.0
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
Case 6-1W Case 6-2W Case 7-1W Case 7-2W
LMP
($/M
Wh)
2023 Difference in Average Yearly LMPs* from Case 0W by Sub-Region and RGGI Price
Carbon-Price Sub-Region: DE, MD, NJ, PA, VA Rest of RTO
$14.88/ton$6.87/ton
With the addition of a border adjustment, LMPs tend to decrease for both regions.
*Average yearly LMPs are time-weighted averages of load-weighted hourly LMPs.
PJM©202076www.pjm.com | Public
Impact of Border Adjustments on 2023 RTO Total Production Cost
$6.87/ton $14.88/ton
Total System Production Cost:• Increases with a one-way
border adjustment• Decreases with a two-way
border adjustment
12.62 12.62 12.1813.01 13.02
12.26
$-
$2
$4
$6
$8
$10
$12
$14
Case 6-0W Case 6-1W Case 6-2W Case 7-0W Case 7-1W Case 7-2W
Total
Pro
ducti
on C
ost (
$billi
on)
PJM©202077www.pjm.com | Public
Impact of Border Adjustment on CO2 Emission Costs to Generators
• As previously noted, compared to scenarios with no leakage mitigation, the border adjustment scenarios result in shifts in generation production from the Rest of RTO to the Carbon-Price Sub-Region.
• This could be assumed to increase the funds from CO2 allowance sales that states would collect if the CO2 compliance obligation continues to be placed on the emitting generators in their states.
• However, it is possible in the two-way border adjustment case, that generators will not receive enough revenue through the market to cover their RGGI compliance obligations (which are paid outside the market) and generation costs.
PJM©202078www.pjm.com | Public
Carbon Revenue (Residual Funds) from Border Adjustment Constraint
• In all simulation cases, there are no carbon residual funds at any time.
• This is because the carbon component of the LMP is $0/MWh at all times in all cases.
• In other words, the carbon cost of the marginal unit being transferred from the Rest of RTO Sub-Region to the Carbon-Price Sub-Region is zero in all the simulation cases.
PJM©202079www.pjm.com | Public
Results SummaryPart 2b: Impacts of Potential Border Adjustments for Leakage Mitigation
Carbon Price Sub-Region: DE, MD, NJ, PA, VA Rest of RTO
Case 4-0W($6.87 / ton)
Case 4-1W($6.87 / ton)
Case 4-2W($6.87 / ton)
Case 5-0W($14.88 / ton)
Case 5-1W($14.88 / ton)
Case 5-2W($14.88 / ton)
Generation Emissions LMP
PJM©202080www.pjm.com | Public
Results SummaryPart 2b: Impacts of Potential Border Adjustments for Leakage Mitigation
Carbon-Price Sub-Region: DE, MD, NJ, VA, PA
• Generation:– Compared to scenarios with no leakage mitigation, the border
adjustment scenarios result in shifts in generation production from the Rest of RTO to the Carbon-Price Sub-Region.
– This generation shift increases as the price of carbon increases, and is greater with a two-way border adjustment, compared to a one-way border adjustment.
– The generation displaced in the Rest of RTO is of relatively equivalent emissions intensity to the increased generation in the Carbon-Price Sub-Region. This is reflective of the in generation mixes in each sub-regions.
PJM©202081www.pjm.com | Public
Results SummaryPart 2b: Impacts of Potential Border Adjustments for Leakage Mitigation
Carbon-Price Sub-Region: DE, MD, NJ, VA, PA
• Emissions:– Use of a one-way border adjustment mechanism resulted in an increase
in emissions in the Carbon-Price Sub-Region, a decrease in emissions in the Rest of RTO, and a net decrease in total Net-RTO emissions.
– Use of a two-way border adjustment mechanism resulted in an increase in emissions in the Carbon-Price Sub-Region, a decrease in emissions in the Rest of RTO, and a net increase in total Net-RTO emissions.
– The change in emissions is greater as the carbon price increases.
PJM©202082www.pjm.com | Public
Results SummaryPart 2b: Impacts of Potential Border Adjustments for Leakage Mitigation
Carbon-Price Sub-Region: DE, MD, NJ, PA, VA
• Energy Prices:– Use of a border adjustment mechanism may mitigate the impact of a
carbon price on the LMP.– Compared to scenarios with no leakage mitigation, on average, as the
carbon price increases, a two-way border adjustment results in greater price decreases than a one-way border adjustment.
PJM©202083www.pjm.com | Public
Results Summary
Modeling of Carbon Prices from RGGICompared to counterfactual with no carbon price
• Generation & Emissions– Decrease in carbon-price sub-region– Increase in rest of RTO– Net RTO impact varies based on sub-region
assumptions
• Energy Prices– On average, LMPs increase in both sub-regions
as the carbon price increases
Impacts of Border AdjustmentsCompared to no border adjustment
• Generation & Emissions– Increase in carbon-price sub-region– Decrease in rest of RTO– Net RTO impact varies based on sub-region
assumptions
• Energy Prices– On average, as the carbon price increases, a
two-way border adjustment results in greater price decreases than a one-way border adjustment.
Results depend on the generation mix, and emissions intensities, of each sub-region.