MOSAIC Digital Environment Feasibility Study
Lead Research Organisation:
University of Bristol
Department Name: Civil Engineering
Abstract
There is growing awareness of the hazards arising from space weather which are now listed on the UK National Risk Register (Cabinet Office, 2018). One significant risk is created by 'hard' solar particle events containing a significant flux of highly energetic particles which can lead to corruption and damage in modern microelectronic technology at ground level. In general such solar events are detectable at the earth's surface by ground level neutron monitors and are termed ground level enhancements (GLEs): they typically have durations of some hours and the most intense ever measured was in February 1956 in the UK. Prior to the 1940s however we have only indirect measurements of GLEs from ice cores and tree rings (Miyake et al, 2012; Mekhaldi et al, 2015). Results on 10Be, 36Cl and 14C show events some 30 times larger than February 1956 in AD774 and 15 times larger in AD994. In today's technological society GLEs present a hazard to complex systems, such as autonomous vehicles, railways, nuclear power stations and especially aircraft (including unmanned aerial platforms) which are by far the most exposed. At present the UK has no ground level neutron measurement capability as this was abandoned in the 1980s. The main objective of the Moisture Sensors for Atmospheric Ionising Collaboration (MOSAIC) project is to study dual-purposing the UK COSMOS soil moisture sensor network to provide an unprecedented, high-density, sustainable and cost-effective UK space weather measurement capability to provide real-time alerts for critical infrastructure as well as enabling new environmental science. COSMOS is a relatively new and expanding network of sensors and there are now nearly 50 detectors across the UK operated by the NERC Centre for Ecology and Hydrology (CEH). Neutrons generated by cosmic-rays high in the atmosphere can reach ground level, some of which will be reflected dependent on the soil moisture content: COSMOS stations measure the reflected neutrons to determine average soil moisture over the local area. Besides studying the prospect of operational warnings for infrastructure (including aviation) there is an opportunity to create a long term record of ground level neutron radiation in the UK which can be the basis of better environmental models and improved risk assessments for government.
The study examine COSMOS sensitivity to GLEs along with the digital network feasibility issues which would arise when dual-purposing the network. An initial priority is to examine the practicality of significantly higher temporal resolution which will be needed for MOSAIC given that GLE rise times can be of the order of minutes. We will examine the feasibility of achieving very rapid communication of data from the sensors to the centre(s) where decisions are taken on the need to issue alerts and how long this might take. It is likely that the geographical diversity and distributed nature of the COSMOS digital network could offer significant benefits for robustness via the inherent redundancy compared to conventional 'single point' monitors. To assist this work the Met Office will act as the primary 'user' of the system and will advise on their data distribution and processing requirements and we will investigate how artificial intelligence can better distinguish the wanted signal and enhance decision accuracy. We will also investigate how MOSAIC can be integrated with the Surrey Smartphone Atmospheric Ionising RAdiation network or SAIRA which has already demonstrated a citizen science approach to obtain complementary radiation data from aircraft.
The study examine COSMOS sensitivity to GLEs along with the digital network feasibility issues which would arise when dual-purposing the network. An initial priority is to examine the practicality of significantly higher temporal resolution which will be needed for MOSAIC given that GLE rise times can be of the order of minutes. We will examine the feasibility of achieving very rapid communication of data from the sensors to the centre(s) where decisions are taken on the need to issue alerts and how long this might take. It is likely that the geographical diversity and distributed nature of the COSMOS digital network could offer significant benefits for robustness via the inherent redundancy compared to conventional 'single point' monitors. To assist this work the Met Office will act as the primary 'user' of the system and will advise on their data distribution and processing requirements and we will investigate how artificial intelligence can better distinguish the wanted signal and enhance decision accuracy. We will also investigate how MOSAIC can be integrated with the Surrey Smartphone Atmospheric Ionising RAdiation network or SAIRA which has already demonstrated a citizen science approach to obtain complementary radiation data from aircraft.
Planned Impact
The dual-purposing of COSMOS-UK as proposed in MOSAIC has the potential to create an unprecedented capability to measure the UK ground level radiation environment arising from cosmic rays and GLEs (the latter occurring on average once per year) and to ultimately build a long term record. This data will underpin future science to understand propagation of extremely energetic particles from sun to earth and their interactions with the geomagnetic field. This will lead to a better definition of the threats to infrastructure which in turn will enable a specification of reasonable worst case environments against which government departments such as BEIS and Department for Transport (DfT) can judge societal resilience. Equally important, the study could lead to the provision of real-time alerts to key infrastructure such as nuclear power, railways and aviation. The need for such alerts has already been identified by key national companies and agencies such as EDF who, in the context of their existing and new-build UK nuclear reactors, are supporting this study since they need a GLE detection system but one which does not require major new detector installations or infrastructure. The aviation sector has also clearly identified the need for similar alerts and hence MOSAIC has the potential to improve the safety of UK aviation during periods of severe space weather by providing coherent and timely risk information. The UK Met Office is the national risk owner for space weather and fully supports this study since it is acutely aware of a serious information gap for UK aviation regarding atmospheric radiation which MOSAIC can help fill. Likewise this study will have a considerable impact with the Civil Aviation Authority, the UK National Air Traffic Service (NATS) and DfT who are preparing plans for how to respond to GLEs: the absence of UK neutron monitoring is a key gap.
In addition the improved understanding of the impact of cosmic ray variations and GLEs on soil moisture measurements which will be gained from this project will greatly assist the soil moisture community itself since at present space weather variations cause errors in soil moisture measurements. Furthermore UK 'homeland security' activities searching for rogue nuclear materials should also benefit since subtraction of cosmic ray 'noise' signals is a continuous challenge and sudden solar particle increases could give false alarms.
While this study is UK-focussed there is ultimately the potential to consider whether at least part of the global COSMOS could also be dual-purposed, in which case the above impacts would be scaled up accordingly. In addition ground level neutron bursts from TGFs may be detectable by COSMOS and will be considered in this study - if so then MOSAIC could lead to a new means of capturing these mysterious events since at present there is no distributed in-situ observation network available.
Our project partners (who include end users such as Met Office and EDF Energy) are vital to achieving the required impacts, as is the Stakeholder Advisory Group which will include an even wider set of interested parties (such as Civil Aviation Authorities and Nuclear Regulatory bodies). We will prepare a number papers for refereed academic journals which will have impact in both the space weather and hydrological communities given the novel approach considered. In addition we will engage in outreach with the media who we anticipate will find the project unusual and exciting for news purposes.
In addition the improved understanding of the impact of cosmic ray variations and GLEs on soil moisture measurements which will be gained from this project will greatly assist the soil moisture community itself since at present space weather variations cause errors in soil moisture measurements. Furthermore UK 'homeland security' activities searching for rogue nuclear materials should also benefit since subtraction of cosmic ray 'noise' signals is a continuous challenge and sudden solar particle increases could give false alarms.
While this study is UK-focussed there is ultimately the potential to consider whether at least part of the global COSMOS could also be dual-purposed, in which case the above impacts would be scaled up accordingly. In addition ground level neutron bursts from TGFs may be detectable by COSMOS and will be considered in this study - if so then MOSAIC could lead to a new means of capturing these mysterious events since at present there is no distributed in-situ observation network available.
Our project partners (who include end users such as Met Office and EDF Energy) are vital to achieving the required impacts, as is the Stakeholder Advisory Group which will include an even wider set of interested parties (such as Civil Aviation Authorities and Nuclear Regulatory bodies). We will prepare a number papers for refereed academic journals which will have impact in both the space weather and hydrological communities given the novel approach considered. In addition we will engage in outreach with the media who we anticipate will find the project unusual and exciting for news purposes.
People |
ORCID iD |
Rafael Rosolem (Principal Investigator) |
Publications
Bogena H
(2022)
COSMOS-Europe: a European network of cosmic-ray neutron soil moisture sensors
in Earth System Science Data
Bogena, Heye Reemt
(2022)
COSMOS-Europe: a European network of cosmic-ray neutron soil moisture sensors
Dimitrova-Petrova K
(2020)
Opportunities and challenges in using catchment-scale storage estimates from cosmic ray neutron sensors for rainfall-runoff modelling
in Journal of Hydrology
Dimitrova-Petrova K
(2021)
Combining static and portable Cosmic ray neutron sensor data to assess catchment scale heterogeneity in soil water storage and their integrated role in catchment runoff response
in Journal of Hydrology
Hands A
(2021)
Detecting Ground Level Enhancements Using Soil Moisture Sensor Networks
in Space Weather
Iwema J
(2021)
Accuracy and precision of the cosmic-ray neutron sensor for soil moisture estimation at humid environments
in Hydrological Processes
Power D
(2021)
Cosmic-Ray neutron Sensor PYthon tool (crspy 1.2.1): an open-source tool for the processing of cosmic-ray neutron and soil moisture data
in Geoscientific Model Development
Description | With regards to Bristol's working package. We found a direct and analytical way to remove the contributions of soil moisture variability in neutron counts, should the application should the application of the technology is for space weather application. Given the hydroclimatic regimes found in the UK and their seasonal variability, a simple use of co-located point scale soil moisture can provide sufficient information for this correction. We explore that using all openly available data from CEH's COSMOS-UK stations. There is potential for regionalization which unfortunately we couldn't test due to personal impacts of covid-19 pandemic in the PDRA. As a mitigation step, I, as the Bristol lead-PI, decide to ensure the well-being of the PDRA at the compromise of this last task. |
Exploitation Route | Bristol and Surrey (as the lead institution) have produced a comprehensive feasibility report on the use of this technology for space weather applications. It contains guidelines and recommendations, and is produced with valuable feedback from a number of industrial partners as stakeholders (including the sensor manufacturers, Hydroinnova LLC, from the USA). The study focus on effects of space weather events on aviation industry. |
Sectors | Aerospace Defence and Marine Digital/Communication/Information Technologies (including Software) Environment Transport |
Description | The study explored the use of cosmic-ray neutron sensing technology, which is originally developed for hydrological applications (i.e., estimating soil moisture), in space weather application, more specifically in predicting space weather events that are known to affect the aviation industry at national to international level. As the project proposes a completely novel application of this technology, important steps in isolating the neutron count signal for this new purpose require a robust approach to remove the variability of soil moisture signal, which is now considered to be a noise for this application. Our group drew on significant expertise to develop an analytical approach to be used together with an independent estimation of soil moisture from co-located and more easily accessible point scale devices, which are found at all COSMOS-UK sites, to be able to fully correct such noise. The results are very promising and with potential for regionalization at UK locations where COSMOS-UK stations are not present. The analyses were carried out at our 3 Bristol cosmic-ray stations as well as using only public available data from the COSMOS-UK network. Additional findings were obtained with project collaborators from the University of Surrey on modeling the cosmic-ray neutron interactions with our support and data. |
Sector | Aerospace, Defence and Marine,Environment |
Description | Cosmic-ray neutron sensing recognized as a established policy by the International Atomic Energy Agency at the United Nations |
Geographic Reach | Multiple continents/international |
Policy Influence Type | Participation in a guidance/advisory committee |
Impact | This technology is now being extended to developing countries in Africa and Latin America. |
Description | NI NERC-FAPESP: COSMIC-SWAMP, IoT Enabled Cosmic Ray Sensors for Irrigation Monitoring |
Amount | £77,760 (GBP) |
Funding ID | NE/W004364/1 |
Organisation | Natural Environment Research Council |
Sector | Public |
Country | United Kingdom |
Start | 07/2021 |
End | 07/2024 |
Title | Cosmic-Ray Sensor PYthon tool (crspy) |
Description | The Cosmic Ray neutron Sensor Python tool (crspy, pronounced "crispy"): is an open source tool written in Python that has been developed to facilitate the processing of the global networks of cosmic-ray neutron sensor data in a uniform and harmonized way for a number of environmental applications. The tool is designed to allow the easy implementation of the most up to date correction factors and calibration processes to any cosmic-ray neutron sensor site globally. Although crspy is primarily designed with the intention of correcting for multiple sites, the tool is also versatile enough to process individual sites. Finally, crspy makes use of a metadata approach that incorporates key information from recent global gridded databases publicly available. Note: The selection of type of research tool from Researchfish only gives options related to biological/human laboratory activities. I have selected the closest possible match. |
Type Of Material | Improvements to research infrastructure |
Year Produced | 2021 |
Provided To Others? | Yes |
Impact | The crspy tool was used to produce the datasets from North American sites as well as from three UK sites maintained by the University of Bristol, and used in the project. The development of crspy was carried out with direct communication with Hydroinnova LLC (cosmic-ray neutron sensor manufacturers) to conform with the latest technological developments of the sensor (e.g., data correction steps). Parts of the crspy tool are now being trialled by the Australian CosmOz network maintained by CSIRO. |
URL | https://github.com/danpower101/crspy |
Title | Dataset of "COSMOS-Europe: A European network of Cosmic-Ray Neutron Soil Moisture Sensors" |
Description | Here we provide the dataset for COSMOS-Europe: A European network of Cosmic-Ray Neutron Soil Moisture Sensors. The dataset contains soil moisture data from 65 cosmic-ray neutron sensors (CRNS) in Europe. The CRNS stations cover all major land use types and climate zones within Europe. Raw neutron count data from the CRNS stations were provided by 23 research institutions and processed using state-of-the-art methods. The harmonized processing included correction of the raw neutron counts and a harmonized methodology for conversion to soil moisture based on available in situ information. In addition, information on data uncertainty was added to the dataset, which is particularly useful for remote sensing and modeling applications. This harmonized European soil moisture dataset will help both the hydrological and climatic communities to study individual drought events, understand their causes, evaluate and improve their modeling, and estimate the extremity of current events. |
Type Of Material | Database/Collection of data |
Year Produced | 2021 |
Provided To Others? | Yes |
Impact | Continental scale dataset from cosmic-ray neutron sensor covering Europe and including UK sites. |
URL | https://doi.tereno.net/landingpage/doi/https%3A%2F%2Fapi.datacite.org%2Fdois%2F10.34731%252Fx9s3-kr4... |
Description | Centre for Ecology and Hydrology |
Organisation | UK Centre for Ecology & Hydrology |
Country | United Kingdom |
Sector | Public |
PI Contribution | Collaborators in the project |
Collaborator Contribution | COSMOS-UK facilities |
Impact | Full report on use of cosmic-ray neutron sensors for potential applications in Space Weather. |
Start Year | 2020 |
Description | University of Surrey |
Organisation | University of Surrey |
Country | United Kingdom |
Sector | Academic/University |
PI Contribution | We led the study on the effects of soil moisture and other surface signals on the use of this technology for space weather applications. We used both modeling analysis as well as the data from our 3 cosmic-ray stations near Swindon for support data. |
Collaborator Contribution | Project collaborators and lead institution for the MOSAIC project |
Impact | Report on the use of cosmic-ray neutron sensors originally used for soil moisture estimates in space weather applications. |
Start Year | 2020 |
Title | danpower101/crspy: v1.2.1 |
Description | fixed typo added function to era5land that allows selection of save location (for use with external HD) tidy up of folders |
Type Of Technology | Software |
Year Produced | 2021 |
Open Source License? | Yes |
Impact | Several external users have been downloading and using our 'crspy' tool for processing data from cosmic-ray neutron sensors. A beta version of the tool was used in the MOSAIC project and also in the COSMOS-Europe dataset (for our UK sites). |
URL | https://zenodo.org/record/5543669 |