Informing policy and mitigating risk – modelling infrastructure networks
Submitting Institution
Queen Mary, University of LondonUnit of Assessment
Mathematical SciencesSummary Impact Type
TechnologicalResearch Subject Area(s)
Mathematical Sciences: Applied Mathematics
Information and Computing Sciences: Computation Theory and Mathematics, Information Systems
Summary of the impact
Researchers at Queen Mary have applied mathematical modelling techniques
to understand how and when problems may arise in complex man-made
infrastructure networks including electricity, gas, global shipping and
haulage networks. Many of these networks have points of vulnerability
where a local issue such as an earthquake, a terrorist attack or even a
simple engineering problem can bring down widespread areas of the network.
Our research and the associated modelling techniques have impacted on
organisations including the UK Treasury Office and the European
Commission's Joint Research Centres at both Petten and Ispra, where it has
been used to inform UK and European policy guidelines and legislation for
infrastructure projects.
Underpinning research
Our research in the study of infrastructure networks has focused on:
- Building new datasets, particularly of European electricity and gas
network data, overlaying these networks to determine important common
nodes, and offering a range of new insights using mathematical measures
of robustness that are based on network topology; and
- Applying mathematical analysis to networks using real-world data and
understanding the problems and opportunities this raises.
Our expertise in this area was demonstrated by the development of an
EU-wide series of collaborations on the subject of network vulnerability.
The MANMADE project (2007-09) [6], which was EU sponsored, addressed the
diagnosis of vulnerability in networks, emergent phenomena and volatility
in man-made networks. The grant resulted from the collaboration between
Arrowsmith and the European Commission Joint Research Centre, Ispra (JRC)
and grew to include the National Emergency Supply Agency (NESA) in Finland
and academic institutions across Europe, including the prestigious
Collegium Budapest. This collaboration supported the analysis of real
networks from both the mathematical and engineering perspectives.
Industrial, government, European Commission and commercial stakeholders
have contributed real data from continental, country and city-wide
networks. An indicator of our success came towards the end of the MANMADE
project when we were awarded an EPSRC grant on Resilience, Adaptability
and Volatility of complex Energy Networks (RAVEN) [5]. The thrust and
novelty of the project is that the investigation of the mathematical
models and methods are data rather than theory driven [5].
Work by Carvalho, Arrowsmith and others at Queen Mary [1, 2] has
uncovered insights into network robustness according to various criteria
of importance. The extensive data mining that we have undertaken has, for
example, allowed us to:
a) consider error-tolerance of gas transmission networks and network
redundancy in greater detail than ever before at the European scale;
b) investigate the probability distribution of the impact on society as a
result of disruptions to electricity and gas supply across Europe after an
earthquake;
c) consider the critical infrastructure aspects of road networks in major
cities and attempt to identify the critical building blocks, the so-called
motifs, in these networks; and
d) identify load- and fault-tolerant backbones of the trans-European gas
pipeline network by combining topological data with information on pipe
diameters and inter-country flows.
This research was carried out between 2009 and 2012 and was led by
Carvalho (postdoctoral research assistant of MANMADE and RAVEN, supported
partially by ImpactQM) and Arrowsmith (Principal Investigator of MANMADE
and RAVEN, Head of School, 2003-11).
The research establishes that overloading transmission lines in transport
or energy networks can trigger a cascade of failures resulting in a
critical breakdown. To address this we have developed models that allow us
to make predictions about robustness that are of significant use to
network designers. We have developed network algorithms that produce
graphs which are acutely prone to cascade breakdown [3, 4]. By
characterising these graphs we can determine the extent to which real
networks differ from these extreme constructs. This research has resulted
in models that allow us to investigate the connectivity and dynamics that
result from these graph-building scenarios, which in turn allows us to
propose counter-measures which can be employed to prevent cascade failure.
This research was carried out between 2007 and 2009 and was led by
Arrowsmith (see above) and Mondragon (co-investigator of MANMADE and
RAVEN, senior lecturer in electronic engineering).
References to the research
1. R. Carvalho, L. Buzna, F. Bono, E. Gutiérrez, W. Just, D.K.
Arrowsmith, `Robustness of Trans-European Gas Networks', Phys. Rev. E,
016106 (2009) (doi:10.1103/PhysRevE.80.016106)
2. R. Carvalho, L. Buzna, W. Just, D. Helbing, and D. K. Arrowsmith,
`Fair sharing of resources in a supply network with constraints', Phys.
Rev. E 85, 046101 (2012)
3. M. Woolf, Z. Huang, and R.J. Mondragon, `Building catastrophes:
networks designed to fail by avalanche-like breakdown', New Journal of
Physics, 9, 174 (2007) (doi:10.1088/1367-2630/9/6/174)
4. R.J. Mondragon, `Topological modelling of large networks', Phil.
Trans. R. Soc. A 366 (2008) (doi:10.1098/rsta.2008.0008)
5. Arrowsmith, Resilience, Adaptability and Volatility of complex
Energy Networks (RAVEN), EPSRC EP/H04812X/1, awarded March 2010,
grant value £350k
Details of the impact
The Joint Research Centre (JRC) is the scientific arm of the European
Commission and provides advice to the Commission to inform policy-making.
In collaboration with the JRC, the research conducted at Queen Mary has
had impact in a number of ways. Firstly, through collaboration with JRC
our research has influenced European security policy. Secondly, with JRC
and the Directorate General Taxation and Customs Union our research has
informed security performance standards in the container shipping
industry. Thirdly, our collaboration with JRC and relationships with E.On
and the National Emergency Supply Agency of Finland (NESA) has informed
the security of electricity and gas networks. And fourthly, through
collaboration with HM Treasury our research has informed the delivery of
the High Speed 2 rail network in the UK to identify opportunities for a
shared corridor. The following section explains each of these impact
areas.
Influencing security policy
Our research and the associated modelling techniques [1, 2, 3, 4] have
been adopted by the JRC who, in turn, have impact on European legislation
for infrastructure projects. A key mission of the JRC is to provide
research that supports EC policymakers in their efforts to ensure global
security and the protection of European citizens from accidents,
deliberate attacks, fraud and other illegal activity. In 1996, Gutiérrez
joined Arrowsmith's group as a PhD student and together they published
research on structural engineering. Gutiérrez joined the European
Commission as a researcher in the JRC where later, in collaboration with
Arrowsmith, he provided research expertise in the fields of gas and
electricity supply security, building upon the methods described above in
Section 2.
The data-mining exercise mentioned in Section 2 allowed us to identify
load- and fault-tolerant backbones of the trans-European gas pipeline
network by combining topological data with information on inter-country
flows [1]. This has made it possible to estimate the global load of the
European gas network and its tolerance to failures by applying two
complementary methods generalised from measures of betweenness centrality
and the maximum flow. We found that the gas pipeline network has grown to
satisfy a dual purpose. On one hand, the major pipelines are crossed by a
large number of direct connections thereby increasing the efficiency of
the network; on the other hand, a non-operational pipeline causes only a
minimal impact on network capacity, implying that the network is error
tolerant. Our findings conclude that the trans-European gas pipeline
network is robust — it is tolerant to failures of high load links. The
data for this activity has been made available by the Head of Unit, Energy
Security, EC Joint Research Centre at Petten, and Queen Mary conducted the
mining and analysis exercise.
The collaboration between JRC and our researchers has contributed to the
ongoing evaluation of technologies and the improvement of security
standards which have an impact on EU regulations as confirmed by
Gutiérrez, now a researcher at the JRC [8]: "I would like to record
the significance of the collaboration between the European Laboratory
for Structural Assessment of the European Commission's Joint Research
Centre (JRC), Ispra, and the School of Mathematical Sciences of Queen
Mary, University of London, most notably with Prof. D.K. Arrowsmith.
This collaboration has enabled the JRC to have an impact on the
development of a framework for standardisation, regulation and
legislation with regards to supply chain container management and
security. The scientific input and the unique expertise of SMS/QMUL have
been a key ingredient for its collaboration with the JRC, whose role is
to provide scientific and technical support to European Commission
services by delivering guidelines with a view to promote standards and
legislation".
Addressing security performance standards in the container shipping
industry
Arrowsmith and Gutiérrez have also collaborated on research into the
robustness of containerised transport networks and the ability of sensors
to provide appropriate indicators of secured goods. There were over 400
million container movements in 2010 and containerised transport is
particularly at risk of being targeted for the smuggling of people or
goods, as indicated in the "EC Technical Report, An overview of
research programmes and prospective technology in the development of
more secure supply chains: The Case of Shipping Containers" [11].
The scope of this report, a joint activity of our researchers, JRC, and
The Directorate General Taxation and Customs Union covers "on the one
hand the two primary technological considerations (materials technology
and production, ad-hoc sensor networks deployment) and, on the other,
the economic and trade statistics backdrop of the container industry. By
considering these aspects — in conjunction with the technological
developments and policies in container security of the EU's major
trading partners — it is intended to set the backdrop to the potential
innovative technologies in the area of tamper-proof intermodal
containers. The aim is to provide support to European Commission
services in their policies of motivating the development, capability
testing and evaluation of technologies that could meet the security
performance standards in the container shipping industry, and in matters
relating to meeting the EU's international cooperation agreements on
supply chain security" [11]. Arrowsmith and Gutiérrez's
collaborative research in MANMADE and RAVEN [5,6] led to an invitation to
address security performance standards in the container shipping industry
[12]. The project research has been applied in matters relating to meeting
the EU's international cooperation agreements on supply chain security.
Ranking and the impact on security of gas networks
In 2012 Arrowsmith, Carvalho and Gutiérrez founded a research group named
Real World Networks (RWnets). This group produced an energy network
analysis that ranked the security of gas networks in Europe. This research
led to a novel method of ranking countries in terms of the vulnerability
of their infrastructure to degradation, natural disaster or deliberate
attack. Furthermore, as a result of the development of expertise in the
analysis of real networks within MANMADE [6], which was further developed
by EPSRC funding in RAVEN [5], we now have a memorandum of understanding
with the EC Joint Research Centre, Petten, which has enabled the release
of key energy network data to develop novel ideas of fairness of flow
indicators [2] (January 2012, data via the Head of Unit for Energy
Security, EC Joint Research Centre, Petten). Much of this research is to
address issues of the Grand Challenge energy scenarios that Research
Councils UK is now supporting, such as the supply of energy becoming
increasingly pan-European with the potential for political involvement in
the transport of energy across the continent.
The research group which was set up at Queen Mary as part of the MANMADE
project [6] collaborated with the energy supplier E.ON in Hungary [9] to
develop a dynamic power grid model with a view to understanding likely
cascade scenarios at a national level, and with the National Emergency
Supply Agency of Finland (NESA) [7] who attended all six management
meetings over the three years of the project to monitor the outcome of
MANMADE, for them to feedback on national energy security.
Evidence of impact on UK infrastructure development: High Speed 2
Our research resulted in an approach from HM Treasury [10] to offer
advice and expertise on one of the largest infrastructure projects in
Europe. Specifically, the Treasury's approach was stimulated by interest
in our investigation of the European gas network [1], which led to our
involvement with HS2. Our research outputs have been discussed by the HS2
team, as described by the Interdependencies Lead within the Enterprise and
Growth Group at HM Treasury [13]: "Your report mapping HS2 route
against electricity and gas network density has been read with interest
here and I have used the results with DfT and the HS2 delivery team to
explain how we can go about analysing potential opportunities for shared
corridor.... In particular, we are working with the HS2 team to make a
case for a fibre backbone down the HS2 route". This indicates impact
in the decision making process on future high-profile infrastructure
projects.
Sources to corroborate the impact
- Senior Researcher, National Emergency Supply Agency (NESA). [Impact of
the research performed in the EU-STREP Manmade for a key aim of NESA, the
security of the Scandinavian infrastructure network].
- Senior Scientific Officer, EC Joint Research Centre, Ispra, Italy.
[Impact on the development of a framework for standardisation, regulation
and legislation with regards to supply chain container management and
security].
- Commercial Advisor, Infrastructure UK, HM Treasury. [Impact of the
research on vulnerability of networks done within Manmade for
infrastructure security (gas) and planned transport network projects
(HS2)]
- An overview of research programmes and prospective technology in the
development of more secure supply chains: The Case of Shipping Containers
Report EUR 25298 (EN 2012) JRC Scientific and Policy Reports, E. Gutierrez
(DG-JRC), W. van Heeswijk (DG-TAXUD), D.K. Arrowsmith (Queen Mary,
University of London), EUR 25298 EN, ISBN 978-92-79-24168-0 (pdf),ISBN
978-92-79-24167-3 (print).
- Policy Officer, Supply Chain Security and Technology expert, European
Commission. [Impact of the research on European Commission services in
their policies for the development, capability testing and evaluation of
technologies to meet the security performance standards in the container
shipping industry].
- Interdependencies Lead, Enterprise and Growth Group, HM Treasury.
[Impact of the research on the HS2 project, in particular how to analyse
potential opportunities for shared corridor].