From emissions to climate impacts and back again

Lead Research Organisation: University of Leeds
Department Name: School of Earth and Environment

Abstract

This fellowship will develop an open-source and user-friendly simple climate model focusing on the impacts of climate change mitigation. Simple climate models are incredibly useful for providing projections of how global temperatures might change under different greenhouse gas emissions scenarios. Unlike the state-of-the-art climate models run by the Met Office and others around the world, simple models do not need vast amounts of expensive computer resource and time to output results. This means they are powerful tools for supporting policy and decision making on climate mitigation because they provide rapid assessments based on the best available science.

Simple climate models used in climate change mitigation assessments (such as those in the Intergovernmental Panel on Climate Change's Working Group 3 report) only routinely calculate the global mean temperature change since the pre-industrial as a climate change output. While global mean temperature is a useful policy metric and easily communicable, it is a poor description of changes in climate that have the greatest impacts on lives, livelihoods and the economy. Damages and impacts incurred by society and the natural world are typically more sensitive to the severity and frequency of heatwaves, droughts and extreme rainfall, and sea-level rise rather than global average temperature. These outputs are much more relevant for human and natural ecosystems, and further affect crop productivity and health. The research will develop climate impact metrics such as these for use in a simple climate model. This research will allow policymakers to determine the localised benefits of climate change mitigation policies besides the impact on global mean temperature. The model will be made available on a well-documented, interactive website.

This fellowship will also explore the feedbacks between climate change and the energy system, implementing these into integrated assessment modelling for the first time. Future emissions projections that are used to drive simple climate models are often derived from coupled models of the economy and energy system called integrated assessment models (IAMs). Integrated assessment models are tools used to determine pathways to sustainable energy and economic development and to report the climate impact of energy policy decisions. Currently, the link from emissions to climate change in IAMs is in one direction only, where there are real and identified feedbacks from the climate on energy supply and demand (e.g. increased requirements for air conditioning should summer temperatures continue to increase). This fellowship will seek to include these real-world climate impacts on the energy supply into integrated assessment models. When combined with the simple regional impacts climate model, it will provide a much more complete picture of the climate change impacts of energy system decisions. One key focus of this work is that model development will be open-source, settling a demand for increased transparency in integrated assessment modelling.

The project will build collaborative links between the NERC and IIASA research communities, leveraging experience from two IIASA programs (Energy, and Ecosystems Services and Management) and making use of networking building activities facilitated through an identified senior academic in the UK with existing strong IIASA links.

Planned Impact

This project is designed to be mutually beneficial to the NERC and IIASA research communities. At IIASA, I will contribute towards their open-source integrated assessment model (IAM) development and contribute knowledge on climate change impacts, bringing skills from climate modelling, energy and software development. In the UK I will develop capacity in energy systems and integrated assessment modelling.

The Intergovernmental Panel on Climate Change (IPCC) will be a key beneficiary of this research. Working Group 1 (WG1) will benefit from an open-source, fully calibrated (to the latest climate model data) simple climate model that will contribute to the Sixth Assessment Report. As a Chapter Scientist in WG1 I will help to shape the report and have influence over its scientific content. My involvement with WG1 will allow me to reach a wide network of fellow scientists at lead author meetings. My advisory panel will allow me to contribute to WG3 with the goal of using the model in climate change mitigation and climate change impact assessments for the emissions pathways provided to AR6. Output from the simple model and software developed in this fellowship will contribute towards the AR6 Scenario Database, a public-facing repository of emissions and temperature projections from all pathways considered by the IPCC (see the AR5 example at https://tntcat.iiasa.ac.at/AR5DB/dsd?Action=htmlpage&page=series). Deepening engagement between working groups is an aim of at AR6 WG3 panel. Through my existing expertise and the work proposal for this fellowship, I am well-placed to make a substantive contribution to this aim.

This research will feed into domestic UK policy by providing a basis for assessing climate impacts from emissions, for example by providing an assessment of how UK climate change policy can affect regional impacts in the UK and further afield. The Priestley International Centre for Climate is well-placed to assist with their links to the Committee on Climate Change and the Department of Business, Energy and Industrial Strategy.

Finally, this research will enable more understanding of the processes driving climate change and climate mitigation amongst students and the interested public. The model will be used for teaching purposes at the University of Leeds, and the interactive website used as a demonstrative tool in public engagement activities.
 
Description What Will Climate Change Cost the UK?
Geographic Reach National 
Policy Influence Type Contribution to a national consultation/review
URL https://www.lse.ac.uk/granthaminstitute/wp-content/uploads/2022/05/What-will-climate-change-cost-the...
 
Description HYWAY
Amount € 4,600,000 (EUR)
Organisation European Commission 
Sector Public
Country European Union (EU)
Start 08/2024 
End 08/2027
 
Description WorldTrans
Amount € 5,000,000 (EUR)
Funding ID 101081661 
Organisation European Commission 
Sector Public
Country European Union (EU)
Start 12/2022 
End 11/2026
 
Title FaIR calibration data 
Description This dataset contains the full data, input scripts and produced output data for the AR6-consistent calibration of FaIRv2.1.3. The zipfile contains everything, allowing you perform your own analysis. The GitHub version contains enough for "bare bones" reproducibility, including downloading of external datasets and generation of intermediate files.  Four CSV files of the constrained parameter set, the chemical sensitivies to methane lifetime, and the scale factors to use for LAPSI and land use are provided. This may be all that is required to run your own simulations without dipping into the ZIP file (though note particularly in this instance that running with the correct emissions and forcing data is critical). The best example available might be from https://github.com/chrisroadmap/fair-calibrate/blob/main/input/fair-2.1.3/v1.4/all-2022/constraining/05_constrained-ssp-projections.py. FaIR v2.1.3 Obtainable from https://pypi.org/project/fair/ From the command line: pip install fair==2.1.3 Calibration v1.4 A slightly bigger prior and slightly smaller posterior are implemented. ERFari distributions are changed to bring them closer in line with the intent of AR6 WG1 Ch6. ERFaci prior is made slightly wider and non-uniform. Contrails are excluded from the calibration since few IAM scenarios provide detailed enough information to assess their future forcing (some kind of aviation activity indicator or proxy such as emissions from the sector would be needed). 1.6 million prior ensemble Climate response calibrated on 49 abrupt-4xCO2 experiments from CMIP6 and sampled using correlated kernel density estimates Methane lifetime calibrated on 4 AerChemMIP experiments for 1850 and 2014 (Thornhill et al. 2021a, 2021b). Unlike other variables which are sampled around some prior uncertainty, only the best estimate historical calibration is used. The base (1750) lifetime has been fixed and consistently used across projections. Carbon cycle uses the parameters from Leach et al. 2021 calibrated for FaIR 2.0.0 using 11 C4MIP models. Aerosol cloud interactions depend on SO2, BC and OC, using new calibrations from 13 RFMIP and AerChemMIP models, with the APRP code fixed by Mark Zelinka (Zelinka et al. 2023). Prior is a trapezoidal distribution with vertices at (-2.2, -1.6, -0.4, +0.2) W/m2. Aerosol radiation interactions use prior values from AR6 Ch6, with best estimates and uncertainties scaled to create a prior in the range of -0.6 to 0.0 W/m2. Ozone uses the same methodology as AR6 (Smith et al. 2021b). Effective radaitive forcing uncertainty follows the distributions in AR6, with asymmetric distributions switched to skew-normal. Volcanic forcing time series updated to 2022 (from IGCC). Contrails are excluded from the calibration all-2022 (v1.4.1) 841-member posterior (deliberately chosen). Emissions are from several observational and proxy datasets updated to 2022 (Global Carbon Project, PRIMAP-Hist, Global Fire Emissions Database, Community Emissions Data System), and harmonized to run scenarios post-2022. Temperature from IGCC (Forster et al. 2023) (1850-2022, mean of 4 datasets). Warming 2003-2022 relative to 1850-1900 range from IGCC. CO2 concentrations constrained to IGCC estimate for 2022. Ocean heat content from IGCC (1971-2020), linear. two step constraining procedure used: first RMSE of less than 0.17K (up from 0.16), then 8-variable distribution fitting. Aerosol ERF, ERFari and ERFaci as in AR6 WG1 No future warming constraints Performance relative to AR6 assessed ranges On request, as Zenodo seems to have removed the ability to format tables in the dataset description. References Forster et al. 2023: https://doi.org/10.5194/essd-15-2295-2023 Leach et al. 2021: https://doi.org/10.5194/gmd-14-3007-2021 Smith et al. 2021a: https://doi.org/10.1029/2020JD033622 Smith et al. 2021b: https://www.ipcc.ch/report/ar6/wg1/downloads/report/IPCC_AR6_WGI_FGD_Chapter07_SM.pdf Thornhill et al. 2021a: https://doi.org/10.5194/acp-21-853-2021 Thornhill et al. 2021b: https://doi.org/10.5194/acp-21-1105-2021 Zelinka et al. 2023: https://doi.org/10.5194/acp-23-8879-2023 
Type Of Material Database/Collection of data 
Year Produced 2024 
Provided To Others? Yes  
URL https://zenodo.org/doi/10.5281/zenodo.7112539
 
Title FaIR v1.6.2 calibrated and constrained parameter set 
Description This .json file provides the 2237 ensemble members that are used to run the FaIR simple climate model in the IPCC's Sixth Assessment Report contributions to Working Group 1 and Working Group 3. Drawn from an initial prior ensemble of 1 million, the following constraints are placed upon the results: representation of observed warming from 1850-2019, within observational uncertainty representation of observed ocean heat content change 1971-2018, within observational uncertainty reproduction of nea 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
Impact Calibration to run the FAIR simple climate model using the IPCC Sixth Assessment Report calibrated climate parameters. 
URL https://zenodo.org/record/5513022
 
Title IPCC Working Group 1 (WG1) Sixth Assessment Report (AR6) Annex III Extended Data 
Description Extended data relating to atmospheric abundences and effective radiative forcing from historical and future projections. Data is presented in abridged form in the Intergovernmental Panel on Climate Change (IPCC) Sixth Assessment Report (AR6) Working Group 1 (WG1) Annex 3. In this dataset, data is provided for all years, and includes additional scenarios not included in the published tables. Contents table A3.1: historical observed greenhouse gas (GHG) abundances. All subtables a-f in the printed report are combined into one CSV file. table A3.2: future projections (2020-2500) of GHG abundances for nine SSP scenarios (SSP1-1.9, SSP1-2.6, SSP2-4.5, SSP3-7.0, SSP3-7.0-lowNTCF, SSP4-3.4, SSP4-6.0, SSP5-3.4-over, SSP5-8.5). Orignal data is from Meinshausen et al. (2020): https://doi.org/10.5194/gmd-2019-222 table A3.3: historical effective radiative forcing (ERF) for 1750-2019 (unit is W m-2) best estimate 5th percentile 95th percentile 100000 member Monte Carlo ensemble (HDF file) table A3.4: future projections of ERF from 1750-2500 (including historical to 2014, projections starting from 2015). Unit is W m-2. table A3.4a: SSP1-1.9 (best estimate, 5th and 95th percentile) table A3.4b: SSP1-2.6 (best estimate, 5th and 95th percentile) table A3.4c: SSP2-4.5 (best estimate, 5th and 95th percentile) table A3.4d: SSP3-7.0 (best estimate, 5th and 95th percentile) table A3.4e: SSP5-8.5 (best estimate, 5th and 95th percentile) table A3.4f: breakdown of minor greenhouse gases, and aggregated categories, for the five Tier 1 SSP scenarios in tables A3.4a to A3.4e (best estimate) tables A3.4x: tables A3.4a to A3.4f for Tier 2 SSP scenarios: SSP3-7.0-lowNTCF SSP3-7.0-lowNTCFCH4 SSP4-3.4 SSP4-6.0 SSP5-3.4-over table A3.5: projections of ERF from 1750-2500 from RCP2.6, RCP4.5, RCP6.0 and RCP8.5 using AR6 assessment (best estimate, 5th and 95th percentile, breakdown of minor gases; unit is W m-2) Citation IPCC, 2021: Annex III: Tables of historical and projected well-mixed greenhouse gas mixing ratios and effective radiative forcing of all climate forcers [Dentener F.J., B. Hall, C. Smith (eds.)]. In Climate Change 2021: The Physical Science Basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change [Masson-Delmotte, V., P. Zhai, A. Pirani, S.L. Connors, C. Péan, S. Berger, N. Caud, Y. Chen, L. Goldfarb, M.I. Gomis, M. Huang, K. Leitzell, E. Lonnoy, J.B.R. Matthews, T.K. Maycock, T. Waterfield, O. Yelekçi, R. Yu, and B. Zhou (eds.)]. Cambridge University Press. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
Impact Will get used extensively as this is research data coming from IPCC AR6. 
URL https://zenodo.org/record/5705391
 
Title Nicholls et al 2022 Emulator Changes 
Description Repository reproducing plots and processing used in Nicholls et al 2022 (https://doi.org/10.1029/2022GL099788). For questions and comments, please contact Zebedee Nicholls (zebedee.nicholls@climate-energy-college.org). For full details, please see https://gitlab.com/magicc/nicholls-et-al-2022-emulator-changes. 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
URL https://zenodo.org/record/6584385
 
Title Reproduction of figures and assessments from Chapter 7 of IPCC Working Group I Sixth Assessment Report 
Description Open repository showing how calculations and assessments were made for most of the IPCC Chapter 7 report (at least, the sections where I was involved). 
Type Of Material Computer model/algorithm 
Year Produced 2021 
Provided To Others? Yes  
Impact Lots of Twitter engagement Lots of people asking questions Many folks commenting how useful this resource is 
URL https://github.com/chrisroadmap/ar6
 
Description IIASA 
Organisation International Institute for Applied Systems Analysis
Country Austria 
Sector Academic/University 
PI Contribution - Development of simple climate model to add to the IIASA Climate Assessment pipeline for IPCC Working Group 3 - Participation in group meetings and seminars
Collaborator Contribution - Development of software to run socioeconomic model pathways - collaboration on low-energy demand exploratory pathways - co-supervision of a MSc student
Impact My project is a collaborative research fellowship between NERC and IIASA and will develop further over the next two years. So far, we have co-developed a tool to analyse the socioeconomic pathways of climate change that will be produced for the IPCC's Sixth Assessment Report Working Group 3.
Start Year 2020
 
Description Reduced-complexity model intercomparison project 
Organisation University of Melbourne
Country Australia 
Sector Academic/University 
PI Contribution Developing and running the FaIR (Finite Amplitude Impulse Response) simple climate model to be evaluated against several other climate models and observational climate metrics.
Collaborator Contribution Oxford: support in tuning the FaIR model to state-of-the-art Earth System models by PhD and MSc students Melbourne: overseeing RCMIP project, providing experimental protocol, leading paper writing
Impact One peer-reviewed paper published (https://gmd.copernicus.org/articles/13/5175/2020/gmd-13-5175-2020.html) and one in review (https://www.essoar.org/doi/abs/10.1002/essoar.10504793.1) A session at the European Geosciences Union annual meeting in 2021, led by me (https://meetingorganizer.copernicus.org/EGU21/session/40678) Contribution to the Intergovernmental Panel on Climate Change Sixth Assessment Report Working Groups 1 and 3
Start Year 2020
 
Description Reduced-complexity model intercomparison project 
Organisation University of Oxford
Country United Kingdom 
Sector Academic/University 
PI Contribution Developing and running the FaIR (Finite Amplitude Impulse Response) simple climate model to be evaluated against several other climate models and observational climate metrics.
Collaborator Contribution Oxford: support in tuning the FaIR model to state-of-the-art Earth System models by PhD and MSc students Melbourne: overseeing RCMIP project, providing experimental protocol, leading paper writing
Impact One peer-reviewed paper published (https://gmd.copernicus.org/articles/13/5175/2020/gmd-13-5175-2020.html) and one in review (https://www.essoar.org/doi/abs/10.1002/essoar.10504793.1) A session at the European Geosciences Union annual meeting in 2021, led by me (https://meetingorganizer.copernicus.org/EGU21/session/40678) Contribution to the Intergovernmental Panel on Climate Change Sixth Assessment Report Working Groups 1 and 3
Start Year 2020
 
Title FaIR (v2.1.4) 
Description The FaIR simple climate model takes emissions of greenhouse gases and air pollutants and determines global mean surface temperature. 
Type Of Technology Software 
Year Produced 2021 
Open Source License? Yes  
Impact Contribution to the IPCC's Sixth Assessment Report in Working Group 1 (Physical Science Basis) and Working Group 3 (Mitigation Pathways). Contribution to the US Social Cost of Carbon revision (Rennert et al. 2022): https://www.nature.com/articles/s41586-022-05224-9. Use in the New Zealand Climate Commission report on scenarios. 
URL https://docs.fairmodel.net
 
Description Analysis of the Global Methane Commitment: 2/11/2021 and 10/11/2021 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact Analysis of the Global Methane Pledge announced at COP26 and what this means for climate
Year(s) Of Engagement Activity 2021
URL https://www.carbonbrief.org/guest-post-the-global-methane-pledge-needs-to-go-further-to-help-limit-w...
 
Description CNN interview 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact I guess a lot of people read it
Year(s) Of Engagement Activity 2024
URL https://us.cnn.com/2024/01/18/climate/paris-climate-goal-threatened-intl/index.html
 
Description Cafe Scientifique talk 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact this talk came out of the Conversation article on the carbon budget
Year(s) Of Engagement Activity 2023
 
Description Carbon Brief blog post 28/9/2021 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Contribution of simple climate models to IPCC Sixth Assessment Report. At least one sceintist has come to me from the back of this blog post with funding proposals.
Year(s) Of Engagement Activity 2021
URL https://www.carbonbrief.org/guest-post-the-role-emulator-models-play-in-climate-change-projections
 
Description Conversation article on carbon budgets 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact I was invited to give a talk at Cafe Scientifique in Leeds
Year(s) Of Engagement Activity 2024
URL https://theconversation.com/carbon-budget-for-1-5-c-will-run-out-in-six-years-at-current-emissions-l...
 
Description Conversation blog post 26/9/2021 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact The Conversation blog post around our research looking at year 2500 climate impacts
Year(s) Of Engagement Activity 2021
URL https://theconversation.com/our-climate-projections-for-2500-show-an-earth-that-is-alien-to-humans-1...
 
Description France24 interview 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact Not known
Year(s) Of Engagement Activity 2023
URL https://www.france24.com/fr/plan%C3%A8te/20230925-climat-2023-l-adieu-%C3%A0-l-objectif-de-rester-so...
 
Description Institute of Physics webinar 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact Presented 25-minute talk on the impact of the COVID-19 lockdowns on climate change and climate projections for the Institute of Physics.

This enabled a collaboration with another academic with interest in low-energy demand futures.
Year(s) Of Engagement Activity 2020
URL https://www.iopconferences.org/iop/frontend/reg/thome.csp?pageID=980478&eventID=1558&CSPCHD=00000100...
 
Description Interview for BBC local radio 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Public/other audiences
Results and Impact Radio interview on BBC Radio Berkshire about the climate impacts of COVID and the possible recovery options following this
Year(s) Of Engagement Activity 2020
 
Description Interview on Radio 4 World At One 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact interview on radio 4 on impacts of extreme temperatures on human and natural systems
Year(s) Of Engagement Activity 2023
 
Description Interview with BBC local radio 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Public/other audiences
Results and Impact 9 August 2021 Live radio interview with BBC Radio Leeds on the findings of the IPCC Sixth Assessment Report and implications for climate change in Yorkshire
Year(s) Of Engagement Activity 2021
 
Description Interview with Profil Magazin 26/10/2021 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact Publication of article in Profil mazagine (Austria) highlighting research looking at impacts of climate change to 2500.
Year(s) Of Engagement Activity 2021
URL https://www.profil.at/wissenschaft/klimakatastrophe-so-wird-unsere-welt-im-jahr-2500-aussehen/401784...
 
Description New York Times interview 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Got a lot of media attention
Year(s) Of Engagement Activity 2023
URL https://www.nytimes.com/2023/12/26/climate/global-warming-accelerating.html?mwgrp=c-dbar&unlocked_ar...
 
Description Science Media Centre expert commentary 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact Expert commentary on the Global Carbon Budget solicited by the Science Media Centre
Year(s) Of Engagement Activity 2020
URL https://www.sciencemediacentre.org/expert-reaction-to-the-global-carbon-budget-2020/