Global Observatory of Lake Responses to Environmental Change (GloboLakes)

Lead Research Organisation: University of Glasgow
Department Name: School of Mathematics & Statistics

Abstract

There are around 304 million lakes globally. These provide essential resources for human survival and are an important component of global biogeochemical cycles. Lakes are also fragile systems that are sensitive to multiple pressures including nutrient enrichment, climate change and hydrological modification, making them important 'sentinels' of environmental perturbation. However, traditional monitoring has only produced data from a tiny fraction of the global population of lakes and disentangling the causes of change requires consistently-produced data from a large number of lakes, along with measurements of possible causes of change. Satellite observations (remote sensing) and the establishment of a global lake observatory would produce a step-change in our ability to detect and attribute the causes of changes in lakes world-wide. This is now possible for three reasons: (1) the improved wavebands, spatial resolution and frequency of data collection from satellite sensors is now sufficient to monitor inland waters; (2) formulae to correct for atmospheric properties and to convert the detected reflected light to useful lake properties have been developed; and (3) computing power has increased to the point that allows near real time and archived information from satellites to be processed. GloboLakes will analyse 20 years of data from more than 1000 large lakes across the globe to determine 'what controls the differential sensitivity of lakes to environmental perturbation'. This is an ambitious project that is only possible by bringing together a consortium of scientists with complementary skills. These include expertise in remote sensing of freshwaters and processing large volumes of satellite images, collation and analysis of large-scale environmental data, environmental statistics and the assessment of data uncertainty, freshwater ecology and mechanisms of environmental change and the ability to produce lake models to forecast future lake conditions. The eight objectives of GloboLakes are to:

(i) develop remote sensing algorithms to estimate lake biogeochemical and physical parameters;
(ii) make these algorithms operational and process satellite data;
(iii) compile integrated spatio-temporal information on climatic and catchment data for >1000 lakes;
(iv) integrate data and assess uncertainty in data sources;
(v) detect spatial and temporal patterns in lake water quality;
(vi) attribute the causes of lake response to environmental conditions;
(vii) forecast lake sensitivity to environmental change;
(viii) apply data to lake management and the monitoring of freshwater resources.

The project will focus on the retrieval of surface water temperature as this has a fundamental effect on lake ecology, the concentration of coloured dissolved organic matter and suspended solids that derive largely from the catchment, the abundance of phytoplankton measured as the concentration of the pigment, chlorophyll a, and the abundance of cyanobacteria (blue-green algae) that can potentially be toxic. Knowledge of the conditions of lakes and their sensitivity to change is also extremely valuable for the management of lakes and reservoirs and GloboLakes will provide information and products specifically for environmental managers. A satellite due to be launched during the course of the project, called Sentinel 2, will provide even greater spatial resolution allowing data to be collected and exploited from even smaller lakes. This will be investigated by GloboLakes and incorporated into the framework of a global lake observatory.

Planned Impact

In the UK, the main direct beneficiaries of the project would be the UK environment agencies (EA, SEPA, NIEA) and water utilities who all have a statutory requirement to ensure safe surface waters for public recreation and water supply for drinking and irrigation. The UK environment agencies also have monitoring requirements for the Water Framework Directive (WFD), which include monitoring the frequency and severity of algal blooms. The operational platform to be developed could lead to significant economic benefits for these organisations as it would provide more frequent and much greater geographic coverage of monitoring at a lower cost. The main UK beneficiaries (all UK environment agencies and Scottish Water) have all been involved with the project team developing the research needs through a previous NERC research grant (NE/E009328) and through co-membership of the UK Technical Advisory Group for the Water Framework Directive. They have all indicated full engagement and support (time, logistics and data) for the proposed research and will form the core of the Project Advisory Board.

More indirectly, the project is of benefit to other organisations and individuals who manage public access to surface waters as it would lead to more rapid dissemination of water quality results and more accurate warnings of algal blooms and associated health risks to the public and livestock. This includes relevant National Park authorities (English Lake District, Loch Lomond & Trossachs, the Broads Authority) and health authorities.

Scientific benefits are described elsewhere under "Academic beneficiaries", but a key to wider dissemination is the commitment from international scientists within the remote sensing, water quality and limnology communities. This commitment is illustrated by the letters of support and include scientists across Europe, Africa, China, Australia and the USA.

Wider dissemination of the project and its finding will be achieved through a dedicated project website which will provide both non-technical information aimed at the general public as well as information for a scientific audience. More targetted dissemination will be supported by the Communications and Media Department at University of Stirling, working alongside those of the consortium partners. We anticipate regular publications in popular and peer-reviewed science press throughout the lifetime of the project. More specifically, we will target communication of the project results through regular project newsletters sent to key users with responsibilities or interests in monitoring the state of the environment (UK conservation agencies, relevant National Park authorities (English Lake District, Loch Lomond & Trossachs, the Broads Authority), the European Environment Agency and the World Wildlife Fund for Nature.

There are a number of additional end-users who will benefit from hearing the final outcomes of this project, including the Department for Environment Food and Rural Affairs, Scottish Government, Department for International Development, Department of Health - Global Health Programme, and international organisations including the WHO, UNESCO and a number of international aid charities. As the project progresses, with operational tools and results, we plan additional focused direct engagement with these organizations and will invite them to the final end-user workshop. Towards the end of the project, we will highlight the value of the platform and the science underpinning it at a global stage, through attendance in Stockholm at World Water Week. Similarly, as the tool becomes operational with validated results, we will publish an annual summary each year on World Water Day of the water status of 1000 global lakes.

Publications

10 25 50
 
Description Statistical methods and tools have been developed to provide data fusion of satellite and insitu data improving calibration of satellite data products. Additionally, methods and tools to investigate temporal patterns in lake water quality globally, and to compare these patterns to identify lakes where similar features are evident have been produced.
Exploitation Route Our statistical tools provide data fusion of satellite and insitu data improving calibration of satellite data products, and provide information regarding the water quality state of up to 1000 lakes globally. Clusters of lakes which are behaving similarly in terms of their spatiotemporal water quality patterns will be useful for attributing climate and environmental change, and to predict the future state of lakes within the identified cluster typologies. The developed statistical methods will also be more widely transferable for the analysis of satellite remote sensing environmental data, more generally. All tools are open access and aimed at practitioners.
Sectors Environment,Other

URL http://researchdata.gla.ac.uk/651/
 
Description The grant is now completed with remaining publications in the process of being submitted for journal publicaiton. Within the multidisciplinary team, online applications have been developed for the statistical methodology and model results to enable other researchers within the consortium (and more widely) to use the developed methodology and visualise the results. These are now available online open access, and are of particular interest to environmental science and remote sensing communities. These online tools were presented at the GeoAquawatch and GloboLakes meeting in Aug 2018, and have been published as part of Maberly et al. (2020) and Gong et al. (2021) , and Wilkie et al. (2019). The tools for data fusion of satellite and insitu data are available at: http://researchdata.gla.ac.uk/651/ with the app for lake thermal regions at: https://github.com/ruth-odonnell/LakeThermalRegions/, and an app for global lake chlorophyll clustering at: https://github.com/GMY2018/ChlCluster.
First Year Of Impact 2018
Sector Environment
Impact Types Societal

 
Description Developing statistical downscaling to improve water quality understanding and management in the Ramganga sub-basin
Amount £557,742 (GBP)
Funding ID EP/T003669/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 10/2019 
End 09/2021
 
Description Developing statistical downscaling to improve water quality understanding and management in the Ramganga sub-basin
Amount £461,314 (GBP)
Funding ID EP/T003669/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 10/2019 
End 06/2022
 
Description EPSRC Vacation Bursary
Amount £1,760 (GBP)
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 07/2016 
End 09/2016
 
Description EPSRC Vacation Bursary
Amount £2,200 (GBP)
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 06/2017 
End 08/2017
 
Description PhD scholarship - University of Glasgow
Amount £70,000 (GBP)
Organisation University of Glasgow 
Sector Academic/University
Country United Kingdom
Start 10/2019 
End 09/2023
 
Description PhD studentship
Amount £50,000 (GBP)
Organisation University of Glasgow 
Sector Academic/University
Country United Kingdom
Start 04/2014 
End 09/2017
 
Description PhD studentship - College of Science and Engineering scholarship
Amount £91,000 (GBP)
Organisation University of Glasgow 
Sector Academic/University
Country United Kingdom
Start 10/2013 
End 03/2017
 
Description PhD studentship - School of Maths and Stats
Amount £70,000 (GBP)
Organisation University of Glasgow 
Sector Academic/University
Country United Kingdom
Start 09/2017 
End 08/2022
 
Title Nonparametric statistical downscaling for the fusion of data of different spatiotemporal support 
Description  
Type Of Material Database/Collection of data 
Year Produced 2018 
Provided To Others? Yes  
 
Title Predicting thermal regions of a lake 
Description The code to predict the thermal region of a lake based on location or in situ data is available as an R Shiny app, this is fully described in the paper, Maberly, S. C. et al. (2020) Global lake thermal regions shift under climate change. Nature Communications, 11, 1232. (doi: 10.1038/s41467-020-15108-z) (PMID:32144247) 
Type Of Material Data analysis technique 
Year Produced 2020 
Provided To Others? Yes  
Impact The method and tool has been used in Maberly, S. C. et al. (2020) Global lake thermal regions shift under climate change. Nature Communications, 11, 1232, to predict thermal regions for lakes. 
URL https://github.com/ruth-odonnell/LakeThermalRegions/
 
Description ASLO conference 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact 2015 Aquatic Sciences Meeting, ASLO, Granada, presentation: 'GloboLakes: Global Coherence of Lake Water Quality' - presentation on statistical methods and interim results being developed as part of the GloboLakes project to an audience of approx 50.
Year(s) Of Engagement Activity 2015
 
Description Centre for Ecology and Hydrology Network meeting 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Seminar by Claire Miller as part of the Centre for Ecology and Hydrology (CEH) Statistics network meeting - attended by around 10 people from across the UK working in statistical analysis for projects that CEH are involved with.
Year(s) Of Engagement Activity 2017
 
Description Digital Earth Workshop 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact 40 people attended a workshop as part of the 'Digital Earth' series of workshops with the aim of discussing digital twins related to water.
Year(s) Of Engagement Activity 2022
URL https://www.gla.ac.uk/schools/mathematicsstatistics/research/stats/ai3/analytics/digitalearth/digita...
 
Description Joint 2018 GEOAquaWatch and GloboLakes Meeting 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Presentations by Mengyi Gong and Claire Miller as part of a joint meeting co-organised by GEO AquaWatch & the NERC GloboLakes project
GEO AquaWatch and GloboLakes, and was attended by around 60 people internationally.

The workshop marked the culmination of the six-year GloboLakes project funded by the UK Natural Environmental Research Council, featuring the latest applications of EO to inland and near-shore coastal waters at local, regional and global scales and contributions to improved water management, climate studies, and achieving SDGs.
Year(s) Of Engagement Activity 2018
URL https://www.geoaquawatch.org/joint-2018-geoaquawatch-and-globolakes-meeting-announcement/
 
Description RSS Env Stats/Avon local group 2018 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Invited presentation at Royal Statistical Society Avon local group/Environmental Statistics section meeting at University of Bath, May 2018
Year(s) Of Engagement Activity 2018
URL http://people.bath.ac.uk/ip354/RSSevent.html
 
Description SIAM21 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact SIAM Conference on Mathematical & Computational Issues in the Geosciences, June 21st-24th 2021. Invited presentation on: 'Satellite and sensor data fusion
for water quality and catchment monitoring'
Year(s) Of Engagement Activity 2021
URL https://www.siam.org/conferences/cm/conference/gs21
 
Description STEM for Britain Westminster event 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact STEM for Britain Westminster event, March 13th 2017.

STEM for BRITAIN Exhibition of Posters by early-career research scientists, engineers and mathematicians (formerly SET for BRITAIN).

The final of the 2017 STEM for BRITAIN event. sponsored by Stephen Metcalfe MP, Chairman of the STEM for BRITAIN organising group of the Parliamentary and Scientific Committee. Poster presented by Ruth O'Donnell 'Seeing the big picture: Earth observation of water quality)' giving an overview of statistical methodology being developed and applied in the GloboLakes project.
Year(s) Of Engagement Activity 2017
 
Description TIES 2016 conference 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited presentation (Ruth O'Donnell) as part of The International Environmetrics Society conference (2016). The presentation was to around 40 environmental statisticians, environmental scientists and environmental regulators.
Year(s) Of Engagement Activity 2016
 
Description TIES2017 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact An invited presentation by Claire Miller at The International Environmetrics Society conference, July 2017 in Bergamo. Audience consisted of academics, professional practitioners and PhD students.
Year(s) Of Engagement Activity 2017
URL http://meetings3.sis-statistica.org/index.php/graspa2017/tiesgraspa2017
 
Description TIES2019 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited presentation at The International Environmetrics Society conference in Pescara by Claire Miller. Attended by approximately 60 people - mainly academic but with scope for wider engagement across the environmental sciences. Statistical methodological approach developed as part of associated PhD studentship with GloboLakes presented.
Year(s) Of Engagement Activity 2019
 
Description Trondheim Statistics Symposium 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Invited seminar by Claire Miller as part of the Trondheim Statistics Symposium, organised by NTNU, Norway. A mainly academic audience with postgraduate students, and a couple of attendees from local industry (~40 attendees).
Year(s) Of Engagement Activity 2017
URL http://wiki.math.ntnu.no/selbusymposium
 
Description WW Conference 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact World Water Congress, Edinburgh, presentation `Global Coherence of Lake Water Quality': statistical methods being developed as part of the GloboLakes project and interim results were presented to an audience of approx 40.
Year(s) Of Engagement Activity 2015