From emissions to climate impacts and back again
Lead Research Organisation:
University of Leeds
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.
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.
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.
People |
ORCID iD |
Christopher Smith (Principal Investigator / Fellow) |
Publications

Andrews T
(2021)
Effective Radiative Forcing in a GCM With Fixed Surface Temperatures
in Journal of Geophysical Research: Atmospheres


Damon Matthews H
(2021)
An integrated approach to quantifying uncertainties in the remaining carbon budget
in Communications Earth & Environment

Dong Y
(2021)
Biased Estimates of Equilibrium Climate Sensitivity and Transient Climate Response Derived From Historical CMIP6 Simulations
in Geophysical Research Letters

Edwards TL
(2021)
Projected land ice contributions to twenty-first-century sea level rise.
in Nature

Fewster R
(2022)
Imminent loss of climate space for permafrost peatlands in Europe and Western Siberia
in Nature Climate Change

Forster P
(2023)
Indicators of Global Climate Change 2022: annual update of large-scale indicators of the state of the climate system and human influence
in Earth System Science Data


Fredriksen H
(2022)
21st century scenario forcing increases more for CMIP6 than CMIP5 models
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 | 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 (v1.6.4) |
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) |
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 | 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 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 | 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 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 | 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/ |