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Evaluating the Effects of Municipal Ordinances on Building
Emission Profiles via Econometrics-Based Demand Forecasting
and City-Level Modelling: A Case Study on New York City
Stephanie Wilcox a , PhD Student
with Advising from Dr. Benjamin Hobbs a, Dr. Ozge Kaplan b
a Johns Hopkins University, b U.S. Environmental Protection Agency
2
► Commercial & residential energy consumption
► 29% of total energy use [1]
► 35% of total GHG emissions [1]
► 3 types of building sector decarbonization
► End-use fuel-switching
► Electricity supply decarbonization
► Efficiency improvements
► Commercial & residential energy consumption
► 29% of total energy use [1]
► 35% of total GHG emissions [1]
► 3 types of building sector decarbonization
► End-use fuel-switching
► Electricity supply decarbonization
► Efficiency improvements
Building Sector Decarbonization in the U.S.
[1] Climate Change 2022: Mitigation of Climate Change Summary for Policymakers, IPCC Report
3
New York City Ordinance on Building Emission Profiles
► 2021 – New York City, NYC (2317-A) [3]
NYC Council, 12/7/21
Proposed Int. No. 2317-A
[3] Proposed Int. No. 2317-A [4] Inventory of New York City Greenhouse Gas Emissions
2022 [5] US EIA Carbon Dioxide Emissions Coefficients
[4]
[5]
4
Research Questions and Model Formulation
• GHG reduction goals
• Long-term uncertainties in prices,
technologies, policies
How should NYC invest in power system &
natural gas infrastructure from 2020 to
2050 given:
• Uses of energy sources
• Emissions
• System & consumer costs
What are the effects of Ordinance 2317-A
on:
Kaplan and Isik 2020
Figure 1: COMET-NYC model structure depicting resource
supply, conversion technologies, and demand types.
5
Issues for Feedback (1)
Balancing tradeoffs in a long-term study
► Temporal resolution
● Pipeline capacity constraints might only be captured at high temporal resolutions
► Spatial resolution
● Construction starts are spatially inhomogeneous within boroughs
6
Issues for Feedback (2)
Modeling Uncertainty in Standard MARKAL (two-stage)
► Resources to Guide Implementation of Stochastic Programming in MARKAL
► Selecting stochastic decision variables
● Uncertainties in the model will include prices, technologies, and policies
► Stochastic Programming vs. Scenario Analysis
The material in this video is subject to the copyright of the owners of the material and is being provided for educational purposes under
rules of fair use for registered students in this course only. No additional copies of the copyrighted work may be made or distributed.
Thank you!
Funding from NSF GRFP Grant

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Evaluating the Effects of Municipal Ordinances on Building Emission Profiles via Econometrics-Based Demand Forecasting and City-Level Modelling: A Case Study on New York City

  • 1. Evaluating the Effects of Municipal Ordinances on Building Emission Profiles via Econometrics-Based Demand Forecasting and City-Level Modelling: A Case Study on New York City Stephanie Wilcox a , PhD Student with Advising from Dr. Benjamin Hobbs a, Dr. Ozge Kaplan b a Johns Hopkins University, b U.S. Environmental Protection Agency
  • 2. 2 ► Commercial & residential energy consumption ► 29% of total energy use [1] ► 35% of total GHG emissions [1] ► 3 types of building sector decarbonization ► End-use fuel-switching ► Electricity supply decarbonization ► Efficiency improvements ► Commercial & residential energy consumption ► 29% of total energy use [1] ► 35% of total GHG emissions [1] ► 3 types of building sector decarbonization ► End-use fuel-switching ► Electricity supply decarbonization ► Efficiency improvements Building Sector Decarbonization in the U.S. [1] Climate Change 2022: Mitigation of Climate Change Summary for Policymakers, IPCC Report
  • 3. 3 New York City Ordinance on Building Emission Profiles ► 2021 – New York City, NYC (2317-A) [3] NYC Council, 12/7/21 Proposed Int. No. 2317-A [3] Proposed Int. No. 2317-A [4] Inventory of New York City Greenhouse Gas Emissions 2022 [5] US EIA Carbon Dioxide Emissions Coefficients [4] [5]
  • 4. 4 Research Questions and Model Formulation • GHG reduction goals • Long-term uncertainties in prices, technologies, policies How should NYC invest in power system & natural gas infrastructure from 2020 to 2050 given: • Uses of energy sources • Emissions • System & consumer costs What are the effects of Ordinance 2317-A on: Kaplan and Isik 2020 Figure 1: COMET-NYC model structure depicting resource supply, conversion technologies, and demand types.
  • 5. 5 Issues for Feedback (1) Balancing tradeoffs in a long-term study ► Temporal resolution ● Pipeline capacity constraints might only be captured at high temporal resolutions ► Spatial resolution ● Construction starts are spatially inhomogeneous within boroughs
  • 6. 6 Issues for Feedback (2) Modeling Uncertainty in Standard MARKAL (two-stage) ► Resources to Guide Implementation of Stochastic Programming in MARKAL ► Selecting stochastic decision variables ● Uncertainties in the model will include prices, technologies, and policies ► Stochastic Programming vs. Scenario Analysis
  • 7. The material in this video is subject to the copyright of the owners of the material and is being provided for educational purposes under rules of fair use for registered students in this course only. No additional copies of the copyrighted work may be made or distributed. Thank you! Funding from NSF GRFP Grant