Applied Nonautonomous Dynamical Systems: Theory, Methods and Examples

Lead Research Organisation: UNIVERSITY OF EXETER
Department Name: Mathematics

Abstract

In climate modelling, there is international consensus on the need for action to mitigate the effects of climate change due to anthropogenic forcing. The United Nations Framework Convention on Climate Change (UNFCCC) has the objective to "stabilize greenhouse gas concentrations in the atmosphere at a level that would prevent dangerous anthropogenic interference with the climate system", and to do so "within a time-frame sufficient to allow ecosystems to adapt naturally to climate change....". Policy discussions generally focus on the first part of this objective, which is about defining a "dangerous" level of global warming which must be avoided - most recently through the 2015 Paris agreement which aims to hold the increase in the global average temperature to well below 2C. This proposal aims to develop methodologies that address the second part of this objective, namely to understand how changes to the system may interact with time-frame of response for the system.

The presence of sudden changes in past climate (as evidenced in paleoclimate records) and nonlinear feedbacks between components has highlighted the likelihood that parts of the climate systems may "tip" from one state to another - for example, runaway ice-loss due to the positive albedo feedback, or major changes in ocean heat transport patterns. Slowly changing forcing may already lead to relatively fast changes in climate state, and passing through threshold value of a forcing parameter (for instance, in atmospheric greenhouse gas concentration) has been implicated in tipping points in the past.

These are questions about nonautonomous dynamical systems, i.e. dynamical systems that evolve in time but where parameters also change with time. Although there has been a concerted attempt to gain a theoretical underpinning of nonautonomous dynamical systems in recent years, these results can be hard to apply or not particularly useful in specific applications: this is because most results in this area are either for very general, or for very specific systems. There are especially few applicable tools for cases where a change to the system (forcing/input) occurs on timescale similar to those within the system. This proposal aims to rectify this problem by developing such tools.

We intend to develop new methods to understand "typical behaviour" in terms of local pullback attractors of Milnor type and their instabilities to forcing (that may be non-stationary), guided by applications in climate modelling. Particular problems we will focus on are the response of global mean temperature and ocean circulation by greenhouse gases to anthropogenic forcing, especially where the forcing timescale coincides with ocean circulation timescales.

Planned Impact

We expect the findings to have potential for impact in a number of areas as outlined below.

Impact on Climate Science: We envisage a possible outcome of this project will be improved protocols for investigating rapid changes in climate that are path-dependent rather than threshold-dependent. In particular, the proposal has been developed in collaboration with MOHC partners, and potential impacts will be discussed at an early stage with these partners. The TiPES consortium aims to better quantify the tipping elements that may be present in the climate system and to ensure that climate projections include these. It is a consortium of many of the major climate science institutes within the EU and its focus will be primarily on underpinning climate science of tipping points. Hence the proposed project (which focuses on mathematical questions) will complement and generate synergies with TiPES. The University of Exeter and MOHC host a significant number of lead authors for previous IPCC reports. Prof Lucarini's position on the board of the Walker Institute will be an additional route for rapid, high quality feedback from climate scientists on the relevance of the work undertaken within the project.

Impact on Climate Policy, Industry and Commerce: The partnership with the MOHC and the planned Policy Briefing will provide a route for rapid dissemination to operational climate forecasters and government scientists interested in climate services. The work in this project will lead to improved methodologies for understanding sudden changes in climate projections in the face of anthropogenic emissions. In particular, the identification of scenarios that lead to instabilities of attracting behaviour is of direct relevance to tipping points that may appear even if the system is forced out-of-equilibrium. Identifying these should lead to an improved understanding and quantification of climate risk, of direct benefit to policymakers in government as well as financial institutions, insurers and those working on climate services. In addition to impacts from these partnerships and indirect impacts (eg via publications), the Policy Briefing in London towards the end of the project will summarise findings of relevance and to engage in dialogue with policymakers. We will invite project members, partners, selected academics, representatives from insurance and climate services industries. We will also invite policy advisors from UK government offices and departments.

Impact on Public Understanding of Science: Although much of the progress will be mathematical advances, there is likely to be a high degree of societal and public interest in this research. The recent emergence of grass-roots movements such as "Extinction Rebellion" and "School strike for climate" highlights a growing general concern about climate futures, and the importance and responsibility of scientists to communicate clear, accurate and unbiased information about climate projections to the general public. Experience from outreach work of the PI within "CliMathNet" and "ReCoVER" suggests that there is (a) much to be done to improve awareness of the fundamental importance of mathematical methodologies in climate science and (b) the latter can provide a clear and compelling motivation for young people to understand the societal importance of mathematics. We will use opportunities presented by this project to promote this understanding. The PI is active in outreach to schools; he runs student group projects for the "Exeter Mathematics School" (a specialist school in Exeter that takes mathematically highly able 16-18 year olds) on an annual basis since 2014, and will incorporate aspects of the research challenges and findings into future group projects. These group projects will provide an opportunity to develop and test school resources that will made more widely available as part of a project blog.

Publications

10 25 50
 
Description Key findings:
* A deeper understanding of the mathematical structures associated with response of nonlinear systems to forcing, and in particular to pullback attractors for nonautonomous systems.
* Deeper understanding of attractors in the sense of probability (statistical attractors) for nonautonomous systems (much as Milnor has done for autonomous systems) rather than in terms of convergence of neighbourhoods which cannot be checked in general. This gives insight also to autonomous system attractors.
* Ongoing applications to understanding emissions paths that result in possible transitions of the AMOC.
Exploitation Route One particular outcome was a three-weeek programme at the MPI-PKS in October 2023 - this disseminated research outcomes to a wide range of scientists and to early career researchers.
Sectors Education

Environment

Healthcare

URL https://sites.exeter.ac.uk/appliednonautonomousdynamics/
 
Description The work undertaken in this project has influenced climate researchers attempting to understand thresholds and causes for possible abrupt climate change in systems that are rapidly forced.
First Year Of Impact 2023
Sector Education,Environment
Impact Types Policy & public services

 
Description COP26 Breakthrough Agenda - Launching an annual Global Checkpoint Process in 2022
Geographic Reach Multiple continents/international 
Policy Influence Type Contribution to new or Improved professional practice
Impact Work undertaken under ReCoVER contributed to formulation of the Breakthrough Agenda launched at the World Leaders Summit. Several countries committed at COP26 to a process to work together to make clean technologies and sustainable solutions the most affordable, accessible and attractive option in each emitting sector globally before 2030.
URL https://ukcop26.org/breakthrough-agenda-launching-an-annual-global-checkpoint-process-in-2022/
 
Description Climate Tipping Points: Uncertainty-aware quantification of Earth system tipping potential from observations and models and assessment of associated climatic, ecological, and socioeconomic impacts (ClimTip)
Amount € 7,993,000 (EUR)
Funding ID 101137601 
Organisation European Commission 
Sector Public
Country European Union (EU)
Start 03/2024 
End 02/2028
 
Title Code for paper "Climate response and sensitivity: time scales and late tipping points" 
Description Matlab code to generate figures for paper 
Type Of Material Computer model/algorithm 
Year Produced 2022 
Provided To Others? Yes  
Impact Code for generating simulations in DOI:10.1098/rspa.2022.0483 
URL https://github.com/peterashwin/late-tipping-2022
 
Title Code for paper "Quasipotentials for coupled escape problems and the gate-height bifurcation" 
Description Code to produce figures in 2022 manuscript by Ashwin, Creaser and Tsaneva-Atanasova on quasipotentials for coupled escape problems. This was published as Ashwin P, Creaser J, Tsaneva-Atanasova K. (2023) Quasipotentials for coupled escape problems and the gate-height bifurcation, Physical Review E, volume 107, no. 1, article no. 014213, DOI:10.1103/physreve.107.014213 
Type Of Material Computer model/algorithm 
Year Produced 2022 
Provided To Others? Yes  
Impact Citation already noted 
URL https://github.com/peterashwin/qp-coupled-escape-2022
 
Title Supplementary Material for the article "Heterogeneity of the Attractor of the Lorenz '96 Model: Bridging the Gap between Lyapunov Analysis and Unstable Periodic Orbits'' 
Description Data, MATLAB codes, and extra figures related to the manuscript Maiocchi et al. "Heterogeneity of the Attractor of the Lorenz '96 Model: Bridging the Gap between Lyapunov Analysis and Unstable Periodic Orbits", arxiv:2306.04336 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
URL https://figshare.com/articles/dataset/Supplementary_Material_for_the_article_Heterogeneity_of_the_At...
 
Description Programme at Max Planck Institute for Physics of Complex Systems, Dresden 
Organisation Max Planck Society
Department Max Planck Institute for the Physics of Complex Systems
Country Germany 
Sector Academic/University 
PI Contribution I was one of the three main organizers of the programme.
Collaborator Contribution MPI PKS supported a workshop that aimed to bring together scientists from various disciplines of the natural and physical sciences, particularly from research areas dealing with complex systems and applications to aspects of earth system science, biosciences and network dynamics. The workshop focussed on mathematical approaches, methodologies and applications where non-autonomous, multiple timescale and transient dynamics are important to understand and predict nonlinear behaviour such as critical transitions in complex systems. We ran a two-week training seminar for PhD students and other early career researchers during the weeks immediately before (9-13 October) and after (24-27 October) the one-week research workshop (16-20 October). The seminar program included introductory lectures as well as more advanced lectures to address both methodological problems and problems from applications, all related to the topics of the workshop shown on the website. In addition, we ran some short courses. The programme stimulated collaborations between young researchers and senior scientists by offering joint research mini-projects for attendees, which can also be solved in small groups.
Impact The workshop took place, and an associated focus issue in the peer reviewed journal Chaos has been advertised.
Start Year 2023
 
Description Applied Nonautonomous Dynamical Systems blog 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Undergraduate students
Results and Impact This is a blog-type website that highights some of the outcomes of the project in a form suitable for public interested in the application of dynamical systems mathematics of to topics such as climate change.
Year(s) Of Engagement Activity 2023,2024
URL https://sites.exeter.ac.uk/appliednonautonomousdynamics/
 
Description Co-organization of Workshop at MPI-PKS Dresden 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Non-autonomous Dynamics in Complex Systems: Theory and Applications to Critical Transitions, International Seminar and Workshop 09 - 27 October 2023
This workshop brought together about 80 scientists from various disciplines of the natural and physical sciences, particularly from research areas dealing with complex systems and applications to aspects of earth system science, biosciences and network dynamics. The workshop focussed on mathematical approaches, methodologies and applications where non-autonomous, multiple timescale and transient dynamics are important to understand and predict nonlinear behaviour such as critical transitions in complex systems.
We ran a two-week training seminar for about 30 PhD students and other early career researchers during the weeks immediately before (9-13 October) and after (24-27 October) the one-week research workshop (16-20 October). The seminar program included introductory lectures as well as more advanced lectures to address both methodological problems and problems from applications, all related to the topics of the workshop shown on the website. We stimulated collaborations between young researchers and senior scientists by offering joint research mini-projects for attendees, which can also be solved in small groups.
Year(s) Of Engagement Activity 2023
URL https://www.pks.mpg.de/nadcom23
 
Description Contribution to Round Table on Climate Change 
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 Contribution of Valerio Lucarini to Roundtable on Climate Change at Trieste Next/10 Science Festival September 25th 2021
Year(s) Of Engagement Activity 2021
URL https://www.sissa.it/news/three-days-science-sustainable-wellbeing
 
Description Dr Lea Oljaca (University of Exeter): Attractors of nonautonomous dynamical systems 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact Talk by Dr Lea Oljaca (University of Exeter) to new cohort of EPSRC CDT "Maths of Planet Earth", Reading.
Year(s) Of Engagement Activity 2021
URL https://mpecdt.ac.uk/inaugural-wednesday-06-october-2021/
 
Description Participation in seminar at Mittag Leffler Institute 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact This was an invited participation in a programme on two dimensional maps. As part of the programme I delivered an invited talk on the work on attractors of nonautonomous systems, work done on the grant.
Year(s) Of Engagement Activity 2023
URL http://www.mittag-leffler.se/langa-program/two-dimensional-maps
 
Description Participation in the Workshop on "Probabilistic methods in dynamics" at Centro De Giorgi, Pisa 29th May to 1 June, 2023. 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact I delivered an invited talk about the work on attractors for nonautonomous systems.
Year(s) Of Engagement Activity 2023
URL http://www.crm.sns.it/event/508/
 
Description Presentation at minisymposium at SIAM DS23 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact I delivered a talk at a minisymposium at one of the largest international meetings in applied dynamical systems.
Year(s) Of Engagement Activity 2023
URL https://www.siam.org/conferences/cm/conference/ds23
 
Description RMSE2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited talk delivered by Dr Lea Oljaca to special session at the conference.
Year(s) Of Engagement Activity 2022
URL https://2021.bienalrsme.com/sesiones-especiales
 
Description Seminar at University of Copenhagen 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited seminar at Niels Bohr Insitute (Physics), University of Copenhagen
Year(s) Of Engagement Activity 2023
 
Description Seminar at University of Oslo 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited research seminar at JOS (Geosciences) on 23rd March at University of Oslo
Year(s) Of Engagement Activity 2023
URL https://www.mn.uio.no/geo/english/about/organisation/metos/events/archive/2023/joint_seminar_mar%202...
 
Description Workshop on Nonautonomous dynamical systems: from theory to applications; July 5th, 2021 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact This was a one day workshop on nonautonomous dynamical systems with particular focus on climate change applications. It was held at University of Exeter (Streatham Campus) on the 5th of July 2021.
Year(s) Of Engagement Activity 2021
URL https://blogs.exeter.ac.uk/csdc/blog/2021/04/20/workshop-on-nonautonomous-dynamical-systems-from-the...
 
Description Workshop on challenges of predicting critical transitions in natural systems 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact This workshop aimed to survey the current state of the art in methodologies for early warning signals, with a view to extending and improving these and applying them to warn of impending critical transitions (tipping points) in natural systems.
Year(s) Of Engagement Activity 2023
URL https://indico.nbi.ku.dk/event/1995/timetable/#20231207
 
Description Workshop with TiPES, Tipping points in the Earth System, Sept 13-16 2022 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact This was an international workshop with partners TiPES (EU Horizon 2020 project) on Tipping Points in the Earth System. About 60 participants joined for four days of workshop.
Year(s) Of Engagement Activity 2023
URL https://indico.nbi.ku.dk/event/1784/