Lecture 1 Introduction: Grand Challenges

Gang He

September 8, 2025

August 2025: 425.48 ppm

Welcome and icebreaker

  • Rose: “something that is working well or something positive”
  • Thorn: “something that isn’t working or something negative”
  • Bud: “an area of opportunity or idea yet to be explored”

What brings you here?

  • Concerned topics?
  • Motivations?
  • Dream jobs?

Not fast enough

How the exponential growth of solar will change the energy sector and the economy?

~150 Gt Carbon Budget

Why PAF9187?

  • Policy matters
    • Technology innovation
    • Social change
    • Research
    • Jobs
  • Clean energy transition to achieve climate goals

Organization

Climate guest speakers

  • 9/15 – Mallory Flowers: Carbon disclosure–the intersect of public and private climate governance
  • 9/29 – Shanru Tian: Optimizing the efficacy of leak detection and quantification for natural gas pipelines
  • 10/6 – Karan Bhuwalka: Guiding what to build in the supply chain of energy technologies
  • 10/14 – Beia Spiller: The transition to decarbonized transport sector
  • 11/3 – Shuchen Cong: Identifying energy limiting behavior and its implications
  • 11/17 – Claudia Villar-Leeman: NYC’s electric grid and role of energy storage
  • 11/24 – Cecilia Springer: U.S. data center energy demand and emissions
  • 12/1 – Luo Xu: Towards resilient and sustainable electricity grids under climate extremes

Contents

  • Climate change
    • Impact
    • Mitigation
    • Adaption
    • Governance
  • Energy systems
    • Supply
    • Demand
    • Economics
    • Technology
  • Tools/skills
    • Data analysis
    • Economic analysis
    • Energy-economy-environment (nexus)

A five points “climate haiku”

  1. It’s warming
  2. It’s us
  3. We’re sure
  4. It’s bad
  5. We can fix it

An analytical approach

Data-driven, evidence-based, energy and climate policy

Using analytic tool to answer questions such as:

  • What will be the climate future if we do nothing?
  • What technology to invest to achieve our climate goal?
  • What will be the impact to carbon emission of IRA?
  • How NYS/NYC could achieve its climate goals?

Two quotes about models

George Box:

All models are wrong, but some are useful.

Albert Einstein:

Everything should be made as simple as possible, but not simpler.

Models can be useful

  • Prediction/Projection
  • Simulation
  • Optimization
  • Control
  • Stochastic/dynamic
  • Policy: Scenarios

Models help us think

Modeling is hard

Why?

  • Risk: System structural change could break our core data and assumptions that are based on historical experience. Example: shale gas revolution.

  • Uncertainty: The exact timing and character of pivotal events and technology changes is unpredictable. Example: renewables cost changes, fussion.

Why: climate and energy systems are both complicated

The Energy Trillemma: Balancing trade-offs

Energy security: Ensure reliable energy supply

Energy equity: Provide universal access to reliable, affordable, and abundant energy

Environmental Sustainability: Avoid environmental harm or climate impact

Those goals sometimes conflict with each other, and decisions has to make trade-offs between them

Energy, economy, and environment

Economy: Decent living? Growth? Degrowth?

Environment: Emissions, ecosystems constraints/goals

Energy: Work within constraints

Energy great achievement

Energy and climate grand challenges

  • Make solar energy affordable
  • Provide energy from fusion
  • Develop carbon sequestration methods
  • Manage the nitrogen cycle
  • Provide access to clean water
  • Restore and improve urban infrastructure
  • Advance health informatics
  • Engineer better medicines
  • Reverse-engineer the brain
  • Prevent nuclear terror
  • Secure cyberspace
  • Enhance virtual reality
  • Advance personalized learning
  • Engineer the tools for scientific discovery

Public administration grand challenges

  • Protect electoral integrity and enhance voter participation
  • Modernize and reinvigorate the public service
  • Develop new approaches to public governance and engagement
  • Advance national interests in a changing global context
  • Foster social equity
  • Connect individuals to meaningful work
  • Build resilient communities
  • Advance the nation’s long-term fiscal health
  • Steward natural resources and address climate change
  • Create modern water systems for safe and sustainable use
  • Ensure data security and privacy rights of individuals
  • Make government AI ready

Energy grand challenges: SDGs

Energy grand challenges: net-zero

Modeling can be useful/insightful (an example)

  • Build the structure
  • Demonstrate the relation
  • Visualize the changes
  • Inform the impacts

Renewables are achieving grid parity: a structural change

Implications are profound


End with two quotes

Bill Hogan:

It is not the individual results of a model that are so important; it is the improved user appreciation of the policy problem that is the greatest contribution of modeling.

Huntington, Weyant, Sweeney “Modeling for insights, not numbers”:

The primary goal of policy modeling should be the insights quantitative models can provide, not the precise-looking projections –i.e. numbers – they can produce for any given scenario.

The Anthropocene

Earth beyond six of nine planetary boundaries

References

Grant, Neil, Adam Hawkes, Tamaryn Napp, and Ajay Gambhir. 2021. “Cost Reductions in Renewables Can Substantially Erode the Value of Carbon Capture and Storage in Mitigation Pathways.” One Earth 4 (11): 1588–1601. https://doi.org/10.1016/j.oneear.2021.10.024.
He, Gang, Jiang Lin, Froylan Sifuentes, Xu Liu, Nikit Abhyankar, and Amol Phadke. 2020. “Rapid Cost Decrease of Renewables and Storage Accelerates the Decarbonization of China’s Power System.” Nature Communications 11 (1): 2486. https://doi.org/10.1038/s41467-020-16184-x.
Hogan, William W. 2002. “Energy Modeling for Policy Studies.” Operations Research 50 (1): 89–95. https://doi.org/10.1287/opre.50.1.89.17803.
Huntington, Hillard G, John P Weyant, and James L Sweeney. 1982. “Modeling for Insights, Not Numbers: The Experiences of the Energy Modeling Forum.” Omega 10 (5): 449–62. https://doi.org/10.1016/0305-0483(82)90002-0.
IEA. 2021. “Net Zero by 2050.” International Energy Agency. https://www.iea.org/reports/net-zero-by-2050.
IRENA. 2021. “Renewable Power Generation Costs in 2021.” Abu Dhabi: International Renewable Energy Agency. https://www.irena.org/publications/2022/Jul/Renewable-Power-Generation-Costs-in-2021.
Richardson, Katherine, Will Steffen, Wolfgang Lucht, Jørgen Bendtsen, Sarah E. Cornell, Jonathan F. Donges, Markus Drüke, et al. 2023. “Earth Beyond Six of Nine Planetary Boundaries.” Science Advances 9 (37): eadh2458. https://doi.org/10.1126/sciadv.adh2458.
Steffen, Will, Åsa Persson, Lisa Deutsch, Jan Zalasiewicz, Mark Williams, Katherine Richardson, Carole Crumley, et al. 2011. “The Anthropocene: From Global Change to Planetary Stewardship.” Ambio 40 (7): 739–61. https://doi.org/10.1007/s13280-011-0185-x.