PURE Experimental Zone
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Transcript of PURE Experimental Zone
PURE Experimental Zone
PUREProbability, Uncertainty and Risk in the Environment
http://pureexperimentalzone.org/
Katherine Royse, Andrew HughesJohn Hillier, Lei Wang and Anubha Singh
Aim: To increase the impact of NERC’s Natural Hazard research, and to take a leadership role in changing how uncertainty and risk is assessed and quantified across the Natural Hazards
Two Parts: Research Programme Research and Knowledge Exchange Network
Goals :1. Improve the assessment and quantification of uncertainty and risk in
NH2. Stimulate good practice guidance and standardisation of the
assessment and quantification of uncertainty and risk across the NH community.
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PUREProbability, Uncertainty and Risk in the Environment
http://pureexperimentalzone.org/
Why Now?
Mythe water treatment works, 2007, threaten drinking water supplies to 350,000 people
Global Economic losses related to natural hazards are increasing
2010 : US$130 Billion, Earthquakes Haiti, Chilli, China Iceland, floods Pakistan
2011: US$380 Billion ,Earthquakes Japan, New Zealand, Floods Thailand, Wind Storms USA
2012: US$160 Billion, Hurricane Sandy and drought USA, Earthquake in Italy
Hurricane Andrew 1992 - Katrina 2005 : US$31.3bn -US$40-60bn insured losses
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Catastrophe ModelingWhat is it ?
A tool that quantifies risk
How does it do it?Examines insured values that are exposed to catastrophic
perils such as hurricanes, earthquakes and terrorism
Why do we need it?Aids management decision making on
Pricing and underwriting Reinsurance buying Rating Agencies Portfolio management
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Types of Catastrophe: Natural & Man Made
Earthquake, volcanic eruption
Tropical storms, hurricanes
Wind storms
Other natural catastrophes:Floods (river and coastal)
TsunamisHeat waves and droughts
WildfiresHail storms
Landslides, avalanches
Man-made catastrophes:Fires, Explosions
Road traffic and rail disastersAviation and space catastrophes
Mining accidencesShipping accidences
Collapse of buildings / bridgesTerrorism
World hazard map: Munich Re (2009)
e.g. 7 bn USD in 2008 (Guy Carpenter,2009) PURE
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Limitations Catastrophe models provide a guide to the risk not answers to precise calculations of the Risk
• Catastrophe models are inherently limited by limitations in our scientific knowledge
• Every model is based on simplifying assumptions and there is significant uncertainty around many of those assumptions
• Catastrophe model results are very sensitive to certain assumptions which is why the model loss estimates vary so significantly for different, scientifically valid assumptions
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What is it ?Why do we need it ?How do I use it ?
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The Experimental Zone
What is the Experimental Zone ?
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1. A Platform which allows for the sharing and linking of data, models, and analytical and visualisation tools (in real-time) across the internet
2. Provides an environment and the technology to enable users to test model compositions and demonstrate the effects of model component choice on end results
3. Facilitate collaboration between research groups and enable cross-disciplinary models to be linked
4. Allow for the integration of commercial and open source data and model components
5. Simplify sensitivity and uncertainty analysis by allowing for the easy substitution of one model component with another
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Why do we need it ? 1. New European regulation under Solvency II requires that firms
understand the assumptions made in all models used as part of their solvency calculations and management activity
2. It will lower the barriers to access to current research developments and the scientists themselves. The Zone will allow for a greater access to a range of models in an open system
3. Allow the exploration of uncertainty due to different compositions – model comparison, model critique and understanding model limitations
4. Moving towards “Plug and Play” component driven system which means that model components can be swapped in and out of the compositions and that everyone can bring in ideas
Developing a Groundwater Catastrophe model for the
Marlborough and the Berkshire Downs
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Background to GW flooding
Problem definition & issues
Recent events 1993/94, 2000-01 & 2002-03
Insurance claims est. £M50-100 per year
Brighton 2000/01 event £800k not including damage to railway
Most vulnerable properties (~383,000) located on exposed Chalk aquifers of SE England, although other places do flood!
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Catastrophe Model Components
Stochastic Module Hazard Module Vulnerability Module Financial Module
• Based on historical data• Large catalogue of
simulated events generated from historical parameters & scientific predictions
• Local intensity of hazard parameter for each cat event
• Geological & topographical features of a region included
• Converts hazard parameter to loss: “damage functions”
• Includes factors or “modifiers” eg Sum insured, Construction, Occupancy, Year built
• Applies deductibles and limits• Calculate losses on different
financial perspectives
Source: RMS
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How will IEM techniques help ?
1. Lack of openness has restricted the ability of the insurance community to exploit new research / willingness to try new things
2. New European regulation under Solvency II requires that firms understand the assumptions made in all models used as part of their solvency calculations and management activity
3. Allow the exploration of uncertainty due to different compositions – model comparison and understanding limitations
4. Moving towards “Plug and Play” means that models can be swapped in and out of the composition
5. Allows greater access to a range of models – an open system
6. Scenario management – “Manager components”
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• Used OpenMI to link models together
• Fluid earth : – Software Development Kit (SDK)
– Pippistrelle to provides an interface for linking OpenMI compliant models –
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How it works - 1• Groundwater model is run
for 30 years to provide location of groundwater flooding (GW head above land surface)
• Ranking of GW flood events produced (equal basis)
• Maps of GW flooding produced
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How it works - 2• Distribution of houses
matched against flood extent for each event identified
• Total cost for each event produced by calculating flood depth and relating that to cost of damage
• All events are ranked by total cost and OEP curves produced
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Components are interchangeable: potentially anywhere in the world!
Video of setting up the GW Flooding composition is available on PURE Expt Zone
Modelling Co.
CAT Modelling
Ins. Co. Portfolio
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Results
Occurrence exceedance probability curve is the cumulative loss
distribution for any one occurrence in a given year i.e. the probability that losses from a single event will
exceed a given amount
Flood depth- Damage Curves
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• Other perils can be modelled
• All these components are available from the Experimental Zone
• Videos for constructing the CAT model are on the Zone too
• Technology and help to make models linkable are available – via FluidEarth SDK
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Results
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What next ? We are now in the process of developing phase 2
Our vision for the future:
1. Developing a ‘playground’ to trial out new ideas
2. Open and closed zones
3. Online Catalogue of available data, models, software, visualisation and analytical tools
4. Web-enabled software tools (Pipistrelle)
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Developing a ‘Playground’ to trail out new ideas
1. Quick to set up new compositions; particularly useful for un-modelled perils
2. Allows users to test out a variety of different model compositions
3. Direct contact with researchers and model developers
4. Provide access to a world wide community
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Open and Closed areas 1. The experimental zone will be
developed on an open access / open source principle as far as possible
2. Closed areas will be developed for those users working on more sensitive projects
3. Provide users with the ability to choose how open there individual components are
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Lowering the barriers to use
1. Make the zone accessible and easy to find by all users
2. Improve and develop user manuals and videos
3. Provide a catalogue of linkable components
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Web-enabled Software tools1. Going forward we will remove
the need to download tools onto your own PC
2. Access to tools e.g. Pipistrelle will be via the Experimental zones own server
3. Develop the zone so that it has an elastic infrastructure to meet the demands of the user community
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Online Catalogue & Toolkit
1. Community generated content
2. Case studies
3. Linkable model and data components
4. Publically/commercially available data and toolkits
5. Visualisation and analytical tools
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Initiating discussions with the user community
1. The Experimental zone needs to work for a very varied community
2. Before the development of part 2 starts we will work with a small user group to understand how they could use to zone
3. If your interested please get in contact
Summary
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The Experimental Zone
1. It is a Platform which allows for the sharing and linking of data, models, and analytical and visualisation tools (in real-time) across the internet using OpenMI
2. It will simplify sensitivity and uncertainty analysis by allowing for the easy substitution of one model component with another
3. It will Facilitate collaboration between research groups and enable cross-disciplinary models to be linked
4. It will allow for the integration of commercial and open source data and model components