SlideShare a Scribd company logo
WP2.3.2 Forest Demonstrator
Céline Déandreis, Marc Chiappero
Miguel Mendes, Maxence Rageade, Phil Cottle
Aria Technologies
07-08/05/2019
2
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Introduction
Objectives and contributors
The Forest Demonstration aims to further develop the RISKFP tool in
order to demonstrate the value of climate services for the insurance
sector for fire and storm risks.
New services have been developed to provide risk representations in
phase with the needs expressed in the (re)insurance sector:
- The main service consists in the generation of “fire realistic disaster
scenarios” that can be used to complete information from historical
data and to compute probable maximum loss (PML).
- The other services provide general information which aims at raising
knowledge on the risk level in a specific region. These new risk
representations are:
• Rapid response risk mapping;
• Large databases of ‘critical landscape pattern’ (days of extreme
weather conditions) for fire and storm risks, projectable in next
season and in the long-term future;
• Risk reduction at the junction of forest and cities;
• Impact calculation that is based on damage function definition
(CO2, biomass burnt, financial loss) that used RDS as input.
Forest Demonstrator components
Technical
contributors
On-demand Realistic Disaster Scenarios (RDS) generation
Tecnosylva with
weather inuuts
from ARIA
On-demand local fire risk mapping (RRM)
Tecnosylva with
weather inputs
from ARIA
Regional mapping of fire risk - ‘Critical landscape pattern’ ARIA
Fuelmap information Tecnosylva
Regional storm risk database ARIA
Regional Fire & storm seasonal forecast projection ARIA
Regional IPCC fire & storm projection ARIA with PIK inputs
On-demand wildland-urban interface risk indicator
AMU with ARIA weather
inputs
Impact calculation on RDS sample ONFI
General integrated platform RISFKP-insurance ARIA
3
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Implementation plan
WP Title Lead
5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12 1 2 3 4
13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
2.3.2 Forest demonstrator AT
Tasks & Sub-Tasks Involved
Task 2.3.2.3 Prepare and run demonstrations AT, ONFI,AMU,
TSYL,PIK, Fresh-T,
Imperial
D2.3.2.3
D2.3.2.4
D2.3.2.6
D2.3.2.6
• run the climate module for past/present climate fire risk indicators over the 2 demo zones
• adapt and run the climate&impact modules for storm risk and for long-term IPCC scenarios for
storm&fire risks, over the 2 demo zones
• adapt the climate module for seasonal forecast over the 2 demo zones
• if seasonal forecast provides some predictability, run to complete on the 2 demo zones
Task 2.3.2.4 Develop business cases and business model ONFI,AT, TSYL,
FRe
D2.3.2.5
D2.3.2.5
• List sub-tasks relating to this task
Task 2.3.2.5 Go to market (emarketplace connections, business development) BetterPoints,
ONFI, AT, TSYL,
Fre
D2.3.2.7
D2.3.2.8
D2.3.2.7
D2.3.2.9
build first communication for existing RISKFP tool, with past/present climate fire risk over
existing French demo zone
Deliverables
Deliverables & Milestones
D2.3.2.1 Needs assessment report (12)
D2.3.2.2 Prototype of new RiskFP-insurance (12) ==>D2.3.2.2a = concept 1 + D2.3.2.2b =concept2
D2.3.2.3 Report on input data specification of each demonstration (15) ==> remove
D2.3.2.4 Report on validation plan of each demonstration (18)
D2.3.2.5 Business cases and business model report (24)
D2.3.2.6 Final demonstration report (24) ==> postpone at M30
D2.3.2.7 Go to market roadmap (24)
D2.3.2.8 Sample data from demonstrations to be used on the emarketplace, compatible with OASIS technical platform (27)
D2.3.2.9 Report on implemented business actions (36)
2018 2019 2020
4
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Key activities, highlight and progress
Run demonstrations
Zone 2 –
East
of Melbourne
Zone 3 –
Walhalla
Zone 1 – West
of Sydney
5
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Key activities, highlight and progress
Run demonstrations
Forest Demonstrator components
Functionally
implemented
in the web
tool?
Calibrated over which
demo zones in
Australia ?
Missing inputs First results available? Validation
On-demand RDS generation Yes Zones 2 & 3 - Yes Yes
On-demand local fire risk map Yes Zones 2 & 3 - Yes /
Regional mapping of fire risk - ‘Critical landscape
pattern’
Yes Zones 1,2 & 3 - Yes /
Fuelmap information
No (sold separately
by Tecnosylva)
Zones 2&3 (but not
imported in the tool)
No fuel map for zone 1 Yes /
Regional storm risk database (based on same
weather stations as fire risk)
Yes Zones 1,2 & 3 - Yes /
Regional Fire & storm seasonal forecast projection Yes Zones 1,2 & 3
Processing of ECMWF data is
ongoing
available M25 /
Regional IPCC fire & storm projection Yes Zones 1,2 & 3 -
CLP have been computed
from data provided by PIK
but further analyses needed
/
On-demand wildland-urban interface risk indicator Yes
Zones 2 & 3 + additional
zone over South-East
France
- Yes /
Impact calculation on RDS sample Partially Zones 2 or 3 RDS to be provided by TSL Yes to be completed On going
6
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Realistic Disaster Scenarios tool validation
Fuel map calibration
Calibrated fuel-map inputs of the areas of interest
Zone 2 (Melbourne):
Realistic Disaster Scenarios and Rapid Response Maps
Example generated on live demo with the webGIS tool …
Zone 3 (Walhalla):
7
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Realistic Disaster Scenarios tool validation
Historical fire data
Historical fires data for main fires gathered by an Australian Fire Expert (ECO-FUEGO = ARIA sub-contractor) for the
areas of interest (zones 2 & 3):
• Fire Synopsis
• Fire Spread map (perimeters)
• Fire ignitions locations
• Fire weather data from weather stations
• Fire History prior to the bushfire occurrence
Historical fires used to validate the RDS tool
Zone Name Date Start time Finish time Fire duration
2 Bunyip ridge
Track
7/02/2009 12:00 22:30 10h
3 Aberfeldy-
Donnellys
17/01/2013 11:48 04:00
(18/01/2013
)
16.25h
8
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Realistic Disaster Scenarios tool validation
Historical fire data
Fire characteristics summary:
• Fire ignited approximately at 80Km east of
Melbourne in the Bunyip State park due to a
lightning strike on the 4/02/2009 being supressed
that same day.
• Next day fire reignited escaping the containment
lines due to the inaccessibility of vehicles in steep
terrain.
• On the morning of the 7th of February strong NW
wind caused fire spotting over the eastern control
line and severe fire behaviour, and after 12:00h over
the SE containment lines.
• Wind direction changed from NW to SW on the late
afternoon from 17:30h on which intensified greatly
the fire spread.
BUNYIP RIDGE TRACK bushfire – PERIMETER
9
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Realistic Disaster Scenarios tool validation
Simulation results
Real fire data simulation inputs:
• Hourly weather data
• Fire ignition lines
• Vegetation fuels
• Digital Elevation Model
Simulation results summary:
• The simulation fire perimeters obtained with the RDS fire model
(brown) fit quite well the real fire perimeter isochrones (purple),
specially on the limits of the fire perimeter.
• The influence of the wind change from NW to NE on the spread
behaviour can be observed in the behaviour of the simulated fire
isochrones.
• In the RDS results the SE area did not burn due to the following
facts:
• The SE part is burned due to fire spotting phenomena which
is not calculated by the RDS simulation model.
• The fuels existing in this SE area are mainly agriculture lands
that have a null or very low spread rate.
Important remark: The RDS fire model does not take into account the
fire suppression activities carried out by the suppression resources
on the field.
10
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Realistic Disaster Scenarios tool validation
Historical fire data
ABERFELDY-DONNELLYS bushfire
Fire characteristics summary:
• Fire started on 18/01/2013 at private land from a
small pile of burning papers which escaped to State
Forest.
• Fire initially spread towards SW crossing the
Aberfeldy River initially affected by calmer local
wind fields channelled by the river and the valley (5-
10Km/h which then turned to a strong surface wind
(30-40Km/h) that greatly increased the fire rate of
spread.
11
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Realistic Disaster Scenarios tool validation
Simulation results
Real fire data simulation inputs:
• Hourly weather data
• Fire ignition lines
• Vegetation fuels
• Digital Elevation Model
Simulation results summary:
• In the simulation result we can observe the effect of the two
different wind patterns, i.e. first the effect of the calm local
wind (isochrones close to each other) and then the effect of
the fast surface wind field. (isochrones with certain distance)
• It is a wind-driven fire, the simulation isochrones tendency
fits quite well to the original fire perimeter. The observed
differences are due to the intervention of the fire
suppression resources.
• Again, the spotting of the fire is not simulated due to the fact
that the fire model does not contemplate fire spotting
phenomena during the simulation.
12
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Impact on GHG emissions
Methodology
Biomass Map
From WRI (based 2000)
LULC map
From Sentinel (based 2018)
Biomass classification map up
todate
(Mb)
Sentinel 2 (optical)
Fire spread / RDS
map
Biomass burnt
GHG emissions from
fire (CO2, CH4, N2O,
etc..)
13
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Impact on GHG emissions
Estimated GHG emissions from Aberfeldy-Donnellys bushfire
Start Date: 17/01/2013
Time Ignition: 11:48
Surface Burnt: 20 000 ha
Emission factors g/kg (GeF):
CO2: 1569; CO: 107
CH4: 4.7
N2O: 0.26; Nox: 3
Combustion factor (Cf) for Temperate forests: 0.45
GHG = (AreaBurnt*Biomass*Cf*Gef)/1000 (IPCC)
Average of biomass impacted/ha : 135t
Estimated Co2 emissions : 1 991 Ktons
Estimated CO emissions : 290 Ktons
Estimated CH4 emissions : 12 780 tons
Estimated N2O emissions : 707 tons
Estimated NOx emissions : 8 157 tons
14
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Business activity: current status
Key activities, highlight and progress
Business tasks team
• ARIA: transversal + Forestry Latin America
• ForestRe: Insurance sector transversal
• ONFI: Forest owners
• Technosylva: Insurance sector – USA (to come)
Activities already performed
• Supporting partners interviews
• Discussion with other players from the insurance sector, agrobusiness and forest owners.
• Coverage goes beyond the sole insurance sector as the service also attends operational
needs.
• Exploration of other demands as for example the parametric insurance.
• Exploration of partnerships and possible collaboration (AGVESTO)
15
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Business activity: scan of the contacts
Key activities, highlight and progress
Risk FP modules Potential clients already identified Additional interviews still to come
On-demand Realistic Disaster Scenarios (RDS) generation
Willis, AON Portland, SwissRe, SCOR
State of Ceara, Brazil
Arauco
Cundinamarca, Colombia
Other insurance companies
Other utilities
Other agrobusiness companies
Forest owners for REDD+
On-demand local fire risk mapping
Willis
Suzano
Electricity Utilities: Enel, State Grid,
Energisa
Regional mapping of fire risk - ‘Critical landscape pattern’
Allianz, SwissRe, Willis RN
AON Brazil with Klabin
Fuelmap information
SwissRe
State of Cear
Regional storm risk database Klabin
Regional Fire & storm seasonal forecast projection Klabin
Regional IPCC fire & storm projection
SwissRe
Klabin
SCOR
On-demand wildland-urban interface risk indicator
Arauco
CPMC
CO2/GHG calculation module Forest owners
16
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Business activity: forthcoming activities
Key activities, highlight and progress
Planned activities
• Preparation of a short notice and standard PPT presentation – June 19
• Budget & commercial offer for the service – June 19
• Visits and calls with clients – July / September 19
• Reporting to H2020 – October 19
Discussion with partners about the post H2020 strategy
• Collaboration perspectives – technical / commercial
Business as usual
• Reply to potential demands as they come
17
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
Business opportunities
Key activities, highlight and progress
Potential commercial offer 1 (ForestRe)
• Meeting with the finance director of one on the biggest global timber investment and
management companies in Portland (September 2018).
• After many conference calls this company is seriously investigating the execution of RiskFP on
one of its Australian investments.
• This would be a cost borne by the client, and as such is a far more realistic testing of the RDS
concept and service.
• Negotiations are in progress in April 2019.
Potential commercial offer 2 (ARIA)
• Discussion with a major Chilean company to sell RISK FP service with a main focus on WUI.
• At the end of 2018, we have already performed 5 different studies on interfaces which were
chosen by the client to showcase the efficiency of the propagation model and the possibility to
simulate different fire scenarios.
• The results were very promising and we structured a proposal for the implementation of the
service after the fire season ends.
• Discussions are in progress in April 2019.
18
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
User engagement, Dissemination, Communication
Key activities, highlight and progress
Already performed:
• Presentation of the WUI Services at the Firemen and Civil protection headquarter ENTENTE VALABRE (Aix-en-
Provence South of France) - ARIA
• Participation to the 15th International Wildland Fire Safety Summit and 5th Human Dimensions of Wildland Fire
Conference (Dec 2018, USA, https://www.iawfonline.org/event/15th-international-wildland-fire-safety-summit-and-
5th-human-dimensions-conference/) - TECHNOSYLVA
• Fernandez et al., 2018: Modelling fire spread and damage in wildland-urban interfaces, Advances in Forest Fire
Research – ARIA,AMU
Forthcoming soon:
• Presentation at Dana international forest investment conference (London, 7-9 May 2019,
https://danaevents.co.nz/2019london/) - FORESTRE
• Presentation of riskFP at the next OASIS Conference (London, June 2019) – ARIA with support of OASIS LMF
• Organisation of a workshop to present and demonstrate the WUI service to local authorities at county level (June 2019)
- ARIA
• Participation to Innovative4climate (Singapore,June 2019, https://www.cvent.com/events/innovate4climate/event-
summary-decee7fe0cf94765af069f3e7c52ff47.aspx) - ONFI
• Presentation at Dana international forest investment conference (London, 21-23 July 2019,
https://danaevents.co.nz/2019brisbane/): "Innovations in the Australian Forest Industry Sector“ - FORESTRE
19
A Presentation by OASIS | Horizon2020 Insurance
www.h2020insurance.oasishub.co
THANK YOU !

More Related Content

What's hot

1st Technical Meeting - WP2
1st Technical Meeting - WP21st Technical Meeting - WP2
1st Technical Meeting - WP2
SLOPE Project
 
Fire Proximity Awareness Monitoring with FME
Fire Proximity Awareness Monitoring with FMEFire Proximity Awareness Monitoring with FME
Fire Proximity Awareness Monitoring with FME
Safe Software
 
District heating potential in the Italian NECP: assessment through a new resi...
District heating potential in the Italian NECP: assessment through a new resi...District heating potential in the Italian NECP: assessment through a new resi...
District heating potential in the Italian NECP: assessment through a new resi...
IEA-ETSAP
 
Scenario analysis of data centres in the Irish energy system
Scenario analysis of data centres in the Irish energy systemScenario analysis of data centres in the Irish energy system
Scenario analysis of data centres in the Irish energy system
IEA-ETSAP
 
Carbon Benefits4
Carbon Benefits4Carbon Benefits4
Carbon Benefits4
World Agroforestry (ICRAF)
 
Introducing external costs for Local Atmospheric Pollution in TIAM-MACRO to s...
Introducing external costs for Local Atmospheric Pollution in TIAM-MACRO to s...Introducing external costs for Local Atmospheric Pollution in TIAM-MACRO to s...
Introducing external costs for Local Atmospheric Pollution in TIAM-MACRO to s...
IEA-ETSAP
 
Firemaps.net slideshare
Firemaps.net slideshareFiremaps.net slideshare
Firemaps.net slideshare
GernotRuecker
 
S.1.c Building Energy Performance Estimation
S.1.c Building Energy Performance EstimationS.1.c Building Energy Performance Estimation
S.1.c Building Energy Performance Estimation
SUNSHINEProject
 
Project update on Enhancing Flexibility in TIMES: Introducing Ancillary Servi...
Project update on Enhancing Flexibility in TIMES: Introducing Ancillary Servi...Project update on Enhancing Flexibility in TIMES: Introducing Ancillary Servi...
Project update on Enhancing Flexibility in TIMES: Introducing Ancillary Servi...
IEA-ETSAP
 
Energy and environmental impacts of biomass use in the residential Sector: a ...
Energy and environmental impacts of biomass use in the residential Sector: a ...Energy and environmental impacts of biomass use in the residential Sector: a ...
Energy and environmental impacts of biomass use in the residential Sector: a ...
IEA-ETSAP
 
Addressing demand uncertainty in long-term planning models
Addressing demand uncertainty in long-term planning modelsAddressing demand uncertainty in long-term planning models
Addressing demand uncertainty in long-term planning models
IEA-ETSAP
 
Servizio Gestione Flussi Dati Energetici Edifici
Servizio Gestione Flussi Dati Energetici EdificiServizio Gestione Flussi Dati Energetici Edifici
Servizio Gestione Flussi Dati Energetici Edifici
SUNSHINEProject
 
3rd Technical Meeting - WP2
3rd Technical Meeting - WP23rd Technical Meeting - WP2
3rd Technical Meeting - WP2
SLOPE Project
 
S.2.g Meter and Sensor Data Management Service
S.2.g Meter and Sensor Data Management ServiceS.2.g Meter and Sensor Data Management Service
S.2.g Meter and Sensor Data Management Service
SUNSHINEProject
 

What's hot (14)

1st Technical Meeting - WP2
1st Technical Meeting - WP21st Technical Meeting - WP2
1st Technical Meeting - WP2
 
Fire Proximity Awareness Monitoring with FME
Fire Proximity Awareness Monitoring with FMEFire Proximity Awareness Monitoring with FME
Fire Proximity Awareness Monitoring with FME
 
District heating potential in the Italian NECP: assessment through a new resi...
District heating potential in the Italian NECP: assessment through a new resi...District heating potential in the Italian NECP: assessment through a new resi...
District heating potential in the Italian NECP: assessment through a new resi...
 
Scenario analysis of data centres in the Irish energy system
Scenario analysis of data centres in the Irish energy systemScenario analysis of data centres in the Irish energy system
Scenario analysis of data centres in the Irish energy system
 
Carbon Benefits4
Carbon Benefits4Carbon Benefits4
Carbon Benefits4
 
Introducing external costs for Local Atmospheric Pollution in TIAM-MACRO to s...
Introducing external costs for Local Atmospheric Pollution in TIAM-MACRO to s...Introducing external costs for Local Atmospheric Pollution in TIAM-MACRO to s...
Introducing external costs for Local Atmospheric Pollution in TIAM-MACRO to s...
 
Firemaps.net slideshare
Firemaps.net slideshareFiremaps.net slideshare
Firemaps.net slideshare
 
S.1.c Building Energy Performance Estimation
S.1.c Building Energy Performance EstimationS.1.c Building Energy Performance Estimation
S.1.c Building Energy Performance Estimation
 
Project update on Enhancing Flexibility in TIMES: Introducing Ancillary Servi...
Project update on Enhancing Flexibility in TIMES: Introducing Ancillary Servi...Project update on Enhancing Flexibility in TIMES: Introducing Ancillary Servi...
Project update on Enhancing Flexibility in TIMES: Introducing Ancillary Servi...
 
Energy and environmental impacts of biomass use in the residential Sector: a ...
Energy and environmental impacts of biomass use in the residential Sector: a ...Energy and environmental impacts of biomass use in the residential Sector: a ...
Energy and environmental impacts of biomass use in the residential Sector: a ...
 
Addressing demand uncertainty in long-term planning models
Addressing demand uncertainty in long-term planning modelsAddressing demand uncertainty in long-term planning models
Addressing demand uncertainty in long-term planning models
 
Servizio Gestione Flussi Dati Energetici Edifici
Servizio Gestione Flussi Dati Energetici EdificiServizio Gestione Flussi Dati Energetici Edifici
Servizio Gestione Flussi Dati Energetici Edifici
 
3rd Technical Meeting - WP2
3rd Technical Meeting - WP23rd Technical Meeting - WP2
3rd Technical Meeting - WP2
 
S.2.g Meter and Sensor Data Management Service
S.2.g Meter and Sensor Data Management ServiceS.2.g Meter and Sensor Data Management Service
S.2.g Meter and Sensor Data Management Service
 

Similar to WP 2.3.2 Forest Demonstrator

AN XGBOOST-BASED REGRESSION MODEL FOR WILDFIRE IMPACT PREDICTION
AN XGBOOST-BASED REGRESSION MODEL FOR WILDFIRE IMPACT PREDICTIONAN XGBOOST-BASED REGRESSION MODEL FOR WILDFIRE IMPACT PREDICTION
AN XGBOOST-BASED REGRESSION MODEL FOR WILDFIRE IMPACT PREDICTION
IRJET Journal
 
IRJET- A Review of Fire Detection Techniques
IRJET- A Review of Fire Detection TechniquesIRJET- A Review of Fire Detection Techniques
IRJET- A Review of Fire Detection Techniques
IRJET Journal
 
Development and Applications of Fire Danger Rating Systems in Southeast Asia
Development and Applications of Fire Danger Rating Systems in Southeast AsiaDevelopment and Applications of Fire Danger Rating Systems in Southeast Asia
Development and Applications of Fire Danger Rating Systems in Southeast Asia
CIFOR-ICRAF
 
Using Data Integration to Deliver Intelligence to Anyone, Anywhere
Using Data Integration to Deliver Intelligence to Anyone, AnywhereUsing Data Integration to Deliver Intelligence to Anyone, Anywhere
Using Data Integration to Deliver Intelligence to Anyone, Anywhere
Safe Software
 
Building Climate Resilience: Translating Climate Data into Risk Assessments
Building Climate Resilience: Translating Climate Data into Risk Assessments Building Climate Resilience: Translating Climate Data into Risk Assessments
Building Climate Resilience: Translating Climate Data into Risk Assessments
Safe Software
 
Comoros Subject-NDC workshop 2014
Comoros Subject-NDC workshop 2014Comoros Subject-NDC workshop 2014
Comoros Subject-NDC workshop 2014
Madi Mariama
 
Refinement on Fire Danger Rating System (FDRS) to Reduce Peat Fires in Malaysia
Refinement on Fire Danger Rating System (FDRS) to Reduce Peat Fires in MalaysiaRefinement on Fire Danger Rating System (FDRS) to Reduce Peat Fires in Malaysia
Refinement on Fire Danger Rating System (FDRS) to Reduce Peat Fires in Malaysia
GlobalEnvironmentCentre
 
Integrated Fire Management, prescribed burning, and mitigation potentials und...
Integrated Fire Management, prescribed burning, and mitigation potentials und...Integrated Fire Management, prescribed burning, and mitigation potentials und...
Integrated Fire Management, prescribed burning, and mitigation potentials und...
CIFOR-ICRAF
 
Emergency plan to secure winter: what are the measures set up by RTE?
Emergency plan to secure winter: what are the measures set up by RTE?Emergency plan to secure winter: what are the measures set up by RTE?
Emergency plan to secure winter: what are the measures set up by RTE?
Paris Women in Machine Learning and Data Science
 
Modelling of wireless sensor networks for detection land and forest fire hotspot
Modelling of wireless sensor networks for detection land and forest fire hotspotModelling of wireless sensor networks for detection land and forest fire hotspot
Modelling of wireless sensor networks for detection land and forest fire hotspot
TELKOMNIKA JOURNAL
 
The fires in Portugal.pptx
The fires in Portugal.pptxThe fires in Portugal.pptx
The fires in Portugal.pptx
SimoLopes9
 
How climate data can help address the climate challenge
How climate data can help address the climate challengeHow climate data can help address the climate challenge
How climate data can help address the climate challenge
Esri UK
 
6.1.3 Methodologies for climate rational for adaptation
6.1.3 Methodologies for climate rational for adaptation 6.1.3 Methodologies for climate rational for adaptation
6.1.3 Methodologies for climate rational for adaptation
NAP Events
 
11 schroedter homscheidt_satellite_and_camera
11 schroedter homscheidt_satellite_and_camera11 schroedter homscheidt_satellite_and_camera
11 schroedter homscheidt_satellite_and_camera
Sandia National Laboratories: Energy & Climate: Renewables
 
CAAC_Downbursts_Fog_KP
CAAC_Downbursts_Fog_KPCAAC_Downbursts_Fog_KP
CAAC_Downbursts_Fog_KP
Ken Pryor
 
Wind_resource_assessment_using_the_WAsP_software_DTU_Wind_Energy_E_0174_.pdf
Wind_resource_assessment_using_the_WAsP_software_DTU_Wind_Energy_E_0174_.pdfWind_resource_assessment_using_the_WAsP_software_DTU_Wind_Energy_E_0174_.pdf
Wind_resource_assessment_using_the_WAsP_software_DTU_Wind_Energy_E_0174_.pdf
Mohamed Salah
 
Fire Season Regional Briefing 2012/13
Fire Season Regional Briefing 2012/13Fire Season Regional Briefing 2012/13
Fire Season Regional Briefing 2012/13
CFA (Country Fire Authority)
 
solar power forecasting with weather data
solar power forecasting with weather datasolar power forecasting with weather data
solar power forecasting with weather data
☀️Mourad ☁️Ze Ghilet
 
Met Office Presentation 2013
Met Office Presentation 2013Met Office Presentation 2013
GIS Services development using CloudEO platform data and Tools
GIS Services development using CloudEO platform data and ToolsGIS Services development using CloudEO platform data and Tools
GIS Services development using CloudEO platform data and Tools
David Eliseo Martinez Castellanos
 

Similar to WP 2.3.2 Forest Demonstrator (20)

AN XGBOOST-BASED REGRESSION MODEL FOR WILDFIRE IMPACT PREDICTION
AN XGBOOST-BASED REGRESSION MODEL FOR WILDFIRE IMPACT PREDICTIONAN XGBOOST-BASED REGRESSION MODEL FOR WILDFIRE IMPACT PREDICTION
AN XGBOOST-BASED REGRESSION MODEL FOR WILDFIRE IMPACT PREDICTION
 
IRJET- A Review of Fire Detection Techniques
IRJET- A Review of Fire Detection TechniquesIRJET- A Review of Fire Detection Techniques
IRJET- A Review of Fire Detection Techniques
 
Development and Applications of Fire Danger Rating Systems in Southeast Asia
Development and Applications of Fire Danger Rating Systems in Southeast AsiaDevelopment and Applications of Fire Danger Rating Systems in Southeast Asia
Development and Applications of Fire Danger Rating Systems in Southeast Asia
 
Using Data Integration to Deliver Intelligence to Anyone, Anywhere
Using Data Integration to Deliver Intelligence to Anyone, AnywhereUsing Data Integration to Deliver Intelligence to Anyone, Anywhere
Using Data Integration to Deliver Intelligence to Anyone, Anywhere
 
Building Climate Resilience: Translating Climate Data into Risk Assessments
Building Climate Resilience: Translating Climate Data into Risk Assessments Building Climate Resilience: Translating Climate Data into Risk Assessments
Building Climate Resilience: Translating Climate Data into Risk Assessments
 
Comoros Subject-NDC workshop 2014
Comoros Subject-NDC workshop 2014Comoros Subject-NDC workshop 2014
Comoros Subject-NDC workshop 2014
 
Refinement on Fire Danger Rating System (FDRS) to Reduce Peat Fires in Malaysia
Refinement on Fire Danger Rating System (FDRS) to Reduce Peat Fires in MalaysiaRefinement on Fire Danger Rating System (FDRS) to Reduce Peat Fires in Malaysia
Refinement on Fire Danger Rating System (FDRS) to Reduce Peat Fires in Malaysia
 
Integrated Fire Management, prescribed burning, and mitigation potentials und...
Integrated Fire Management, prescribed burning, and mitigation potentials und...Integrated Fire Management, prescribed burning, and mitigation potentials und...
Integrated Fire Management, prescribed burning, and mitigation potentials und...
 
Emergency plan to secure winter: what are the measures set up by RTE?
Emergency plan to secure winter: what are the measures set up by RTE?Emergency plan to secure winter: what are the measures set up by RTE?
Emergency plan to secure winter: what are the measures set up by RTE?
 
Modelling of wireless sensor networks for detection land and forest fire hotspot
Modelling of wireless sensor networks for detection land and forest fire hotspotModelling of wireless sensor networks for detection land and forest fire hotspot
Modelling of wireless sensor networks for detection land and forest fire hotspot
 
The fires in Portugal.pptx
The fires in Portugal.pptxThe fires in Portugal.pptx
The fires in Portugal.pptx
 
How climate data can help address the climate challenge
How climate data can help address the climate challengeHow climate data can help address the climate challenge
How climate data can help address the climate challenge
 
6.1.3 Methodologies for climate rational for adaptation
6.1.3 Methodologies for climate rational for adaptation 6.1.3 Methodologies for climate rational for adaptation
6.1.3 Methodologies for climate rational for adaptation
 
11 schroedter homscheidt_satellite_and_camera
11 schroedter homscheidt_satellite_and_camera11 schroedter homscheidt_satellite_and_camera
11 schroedter homscheidt_satellite_and_camera
 
CAAC_Downbursts_Fog_KP
CAAC_Downbursts_Fog_KPCAAC_Downbursts_Fog_KP
CAAC_Downbursts_Fog_KP
 
Wind_resource_assessment_using_the_WAsP_software_DTU_Wind_Energy_E_0174_.pdf
Wind_resource_assessment_using_the_WAsP_software_DTU_Wind_Energy_E_0174_.pdfWind_resource_assessment_using_the_WAsP_software_DTU_Wind_Energy_E_0174_.pdf
Wind_resource_assessment_using_the_WAsP_software_DTU_Wind_Energy_E_0174_.pdf
 
Fire Season Regional Briefing 2012/13
Fire Season Regional Briefing 2012/13Fire Season Regional Briefing 2012/13
Fire Season Regional Briefing 2012/13
 
solar power forecasting with weather data
solar power forecasting with weather datasolar power forecasting with weather data
solar power forecasting with weather data
 
Met Office Presentation 2013
Met Office Presentation 2013Met Office Presentation 2013
Met Office Presentation 2013
 
GIS Services development using CloudEO platform data and Tools
GIS Services development using CloudEO platform data and ToolsGIS Services development using CloudEO platform data and Tools
GIS Services development using CloudEO platform data and Tools
 

More from Oasis Innovation Hub for Catastrophe and Climate

Oasis Innovation Hub for Catastrophe and Climate Extremes Risk Assessment Pro...
Oasis Innovation Hub for Catastrophe and Climate Extremes Risk Assessment Pro...Oasis Innovation Hub for Catastrophe and Climate Extremes Risk Assessment Pro...
Oasis Innovation Hub for Catastrophe and Climate Extremes Risk Assessment Pro...
Oasis Innovation Hub for Catastrophe and Climate
 
H2020 Oasis project and its implications for the future of EU policy to promo...
H2020 Oasis project and its implications for the future of EU policy to promo...H2020 Oasis project and its implications for the future of EU policy to promo...
H2020 Oasis project and its implications for the future of EU policy to promo...
Oasis Innovation Hub for Catastrophe and Climate
 
Session 1B: Connecting up the dots between science, municipalities, insurance...
Session 1B: Connecting up the dots between science, municipalities, insurance...Session 1B: Connecting up the dots between science, municipalities, insurance...
Session 1B: Connecting up the dots between science, municipalities, insurance...
Oasis Innovation Hub for Catastrophe and Climate
 
H2020 insurance meeting with ec dg s april 2020 vs4 final
H2020 insurance meeting with ec dg s april 2020 vs4 finalH2020 insurance meeting with ec dg s april 2020 vs4 final
H2020 insurance meeting with ec dg s april 2020 vs4 final
Oasis Innovation Hub for Catastrophe and Climate
 
H2020 Oasis project and its implications for the future of EU policy to promo...
H2020 Oasis project and its implications for the future of EU policy to promo...H2020 Oasis project and its implications for the future of EU policy to promo...
H2020 Oasis project and its implications for the future of EU policy to promo...
Oasis Innovation Hub for Catastrophe and Climate
 
Oasis Hub Ltd/Betterpoints Ltd
Oasis Hub Ltd/Betterpoints LtdOasis Hub Ltd/Betterpoints Ltd
Oasis Hub Ltd/Betterpoints Ltd
Oasis Innovation Hub for Catastrophe and Climate
 
Work package 2.3.1 - Climate Services for the Health Sector
Work package 2.3.1 - Climate Services for the Health SectorWork package 2.3.1 - Climate Services for the Health Sector
Work package 2.3.1 - Climate Services for the Health Sector
Oasis Innovation Hub for Catastrophe and Climate
 
Links between science and insurance - WP 2.2.2. Micro Insurance Model East Af...
Links between science and insurance - WP 2.2.2. Micro Insurance Model East Af...Links between science and insurance - WP 2.2.2. Micro Insurance Model East Af...
Links between science and insurance - WP 2.2.2. Micro Insurance Model East Af...
Oasis Innovation Hub for Catastrophe and Climate
 
WP 2.1.1 Danube regional multi-hazard, multi-risk model suite
WP 2.1.1 Danube regional multi-hazard, multi-risk model suiteWP 2.1.1 Danube regional multi-hazard, multi-risk model suite
WP 2.1.1 Danube regional multi-hazard, multi-risk model suite
Oasis Innovation Hub for Catastrophe and Climate
 
New ways to understand climate risk and reduce health impacts for people with...
New ways to understand climate risk and reduce health impacts for people with...New ways to understand climate risk and reduce health impacts for people with...
New ways to understand climate risk and reduce health impacts for people with...
Oasis Innovation Hub for Catastrophe and Climate
 
Impact beyond insurances in the Danube Basin
Impact beyond insurances in the Danube BasinImpact beyond insurances in the Danube Basin
Impact beyond insurances in the Danube Basin
Oasis Innovation Hub for Catastrophe and Climate
 
Future Danube Model - H2020|Insurance model review meeting, London
Future Danube Model - H2020|Insurance model review meeting, LondonFuture Danube Model - H2020|Insurance model review meeting, London
Future Danube Model - H2020|Insurance model review meeting, London
Oasis Innovation Hub for Catastrophe and Climate
 
The Future Danube Model - CBA climate change adaptation workshop, Budapest
The Future Danube Model - CBA climate change adaptation workshop, BudapestThe Future Danube Model - CBA climate change adaptation workshop, Budapest
The Future Danube Model - CBA climate change adaptation workshop, Budapest
Oasis Innovation Hub for Catastrophe and Climate
 
Detection of climate change impacts in current flood risk
Detection of climate change impacts in current flood riskDetection of climate change impacts in current flood risk
Detection of climate change impacts in current flood risk
Oasis Innovation Hub for Catastrophe and Climate
 
Links between science and insurance - The H2020 Insurance project within Oasi...
Links between science and insurance - The H2020 Insurance project within Oasi...Links between science and insurance - The H2020 Insurance project within Oasi...
Links between science and insurance - The H2020 Insurance project within Oasi...
Oasis Innovation Hub for Catastrophe and Climate
 

More from Oasis Innovation Hub for Catastrophe and Climate (15)

Oasis Innovation Hub for Catastrophe and Climate Extremes Risk Assessment Pro...
Oasis Innovation Hub for Catastrophe and Climate Extremes Risk Assessment Pro...Oasis Innovation Hub for Catastrophe and Climate Extremes Risk Assessment Pro...
Oasis Innovation Hub for Catastrophe and Climate Extremes Risk Assessment Pro...
 
H2020 Oasis project and its implications for the future of EU policy to promo...
H2020 Oasis project and its implications for the future of EU policy to promo...H2020 Oasis project and its implications for the future of EU policy to promo...
H2020 Oasis project and its implications for the future of EU policy to promo...
 
Session 1B: Connecting up the dots between science, municipalities, insurance...
Session 1B: Connecting up the dots between science, municipalities, insurance...Session 1B: Connecting up the dots between science, municipalities, insurance...
Session 1B: Connecting up the dots between science, municipalities, insurance...
 
H2020 insurance meeting with ec dg s april 2020 vs4 final
H2020 insurance meeting with ec dg s april 2020 vs4 finalH2020 insurance meeting with ec dg s april 2020 vs4 final
H2020 insurance meeting with ec dg s april 2020 vs4 final
 
H2020 Oasis project and its implications for the future of EU policy to promo...
H2020 Oasis project and its implications for the future of EU policy to promo...H2020 Oasis project and its implications for the future of EU policy to promo...
H2020 Oasis project and its implications for the future of EU policy to promo...
 
Oasis Hub Ltd/Betterpoints Ltd
Oasis Hub Ltd/Betterpoints LtdOasis Hub Ltd/Betterpoints Ltd
Oasis Hub Ltd/Betterpoints Ltd
 
Work package 2.3.1 - Climate Services for the Health Sector
Work package 2.3.1 - Climate Services for the Health SectorWork package 2.3.1 - Climate Services for the Health Sector
Work package 2.3.1 - Climate Services for the Health Sector
 
Links between science and insurance - WP 2.2.2. Micro Insurance Model East Af...
Links between science and insurance - WP 2.2.2. Micro Insurance Model East Af...Links between science and insurance - WP 2.2.2. Micro Insurance Model East Af...
Links between science and insurance - WP 2.2.2. Micro Insurance Model East Af...
 
WP 2.1.1 Danube regional multi-hazard, multi-risk model suite
WP 2.1.1 Danube regional multi-hazard, multi-risk model suiteWP 2.1.1 Danube regional multi-hazard, multi-risk model suite
WP 2.1.1 Danube regional multi-hazard, multi-risk model suite
 
New ways to understand climate risk and reduce health impacts for people with...
New ways to understand climate risk and reduce health impacts for people with...New ways to understand climate risk and reduce health impacts for people with...
New ways to understand climate risk and reduce health impacts for people with...
 
Impact beyond insurances in the Danube Basin
Impact beyond insurances in the Danube BasinImpact beyond insurances in the Danube Basin
Impact beyond insurances in the Danube Basin
 
Future Danube Model - H2020|Insurance model review meeting, London
Future Danube Model - H2020|Insurance model review meeting, LondonFuture Danube Model - H2020|Insurance model review meeting, London
Future Danube Model - H2020|Insurance model review meeting, London
 
The Future Danube Model - CBA climate change adaptation workshop, Budapest
The Future Danube Model - CBA climate change adaptation workshop, BudapestThe Future Danube Model - CBA climate change adaptation workshop, Budapest
The Future Danube Model - CBA climate change adaptation workshop, Budapest
 
Detection of climate change impacts in current flood risk
Detection of climate change impacts in current flood riskDetection of climate change impacts in current flood risk
Detection of climate change impacts in current flood risk
 
Links between science and insurance - The H2020 Insurance project within Oasi...
Links between science and insurance - The H2020 Insurance project within Oasi...Links between science and insurance - The H2020 Insurance project within Oasi...
Links between science and insurance - The H2020 Insurance project within Oasi...
 

Recently uploaded

Peatland Management in Indonesia, Science to Policy and Knowledge Education
Peatland Management in Indonesia, Science to Policy and Knowledge EducationPeatland Management in Indonesia, Science to Policy and Knowledge Education
Peatland Management in Indonesia, Science to Policy and Knowledge Education
Global Landscapes Forum (GLF)
 
Improving the viability of probiotics by encapsulation methods for developmen...
Improving the viability of probiotics by encapsulation methods for developmen...Improving the viability of probiotics by encapsulation methods for developmen...
Improving the viability of probiotics by encapsulation methods for developmen...
Open Access Research Paper
 
Global Climate Change and global warming
Global Climate Change and global warmingGlobal Climate Change and global warming
Global Climate Change and global warming
ballkicker20
 
DENR-PENRO-Bulacan-Presentation Philippine EIS
DENR-PENRO-Bulacan-Presentation Philippine EISDENR-PENRO-Bulacan-Presentation Philippine EIS
DENR-PENRO-Bulacan-Presentation Philippine EIS
MarlonJayBayag
 
Climate Change All over the World .pptx
Climate Change All over the World  .pptxClimate Change All over the World  .pptx
Climate Change All over the World .pptx
sairaanwer024
 
Optimizing Post Remediation Groundwater Performance with Enhanced Microbiolog...
Optimizing Post Remediation Groundwater Performance with Enhanced Microbiolog...Optimizing Post Remediation Groundwater Performance with Enhanced Microbiolog...
Optimizing Post Remediation Groundwater Performance with Enhanced Microbiolog...
Joshua Orris
 
Enhanced action and stakeholder engagement for sustainable peatland management
Enhanced action and stakeholder engagement for sustainable peatland managementEnhanced action and stakeholder engagement for sustainable peatland management
Enhanced action and stakeholder engagement for sustainable peatland management
Global Landscapes Forum (GLF)
 
Peatlands of Latin America and the Caribbean
Peatlands of Latin America and the CaribbeanPeatlands of Latin America and the Caribbean
Peatlands of Latin America and the Caribbean
Global Landscapes Forum (GLF)
 
Improving the Management of Peatlands and the Capacities of Stakeholders in I...
Improving the Management of Peatlands and the Capacities of Stakeholders in I...Improving the Management of Peatlands and the Capacities of Stakeholders in I...
Improving the Management of Peatlands and the Capacities of Stakeholders in I...
Global Landscapes Forum (GLF)
 
ENVIRONMENT~ Renewable Energy Sources and their future prospects.
ENVIRONMENT~ Renewable Energy Sources and their future prospects.ENVIRONMENT~ Renewable Energy Sources and their future prospects.
ENVIRONMENT~ Renewable Energy Sources and their future prospects.
tiwarimanvi3129
 
原版制作(Newcastle毕业证书)纽卡斯尔大学毕业证在读证明一模一样
原版制作(Newcastle毕业证书)纽卡斯尔大学毕业证在读证明一模一样原版制作(Newcastle毕业证书)纽卡斯尔大学毕业证在读证明一模一样
原版制作(Newcastle毕业证书)纽卡斯尔大学毕业证在读证明一模一样
p2npnqp
 
world-environment-day-2024-240601103559-14f4c0b4.pptx
world-environment-day-2024-240601103559-14f4c0b4.pptxworld-environment-day-2024-240601103559-14f4c0b4.pptx
world-environment-day-2024-240601103559-14f4c0b4.pptx
mfasna35
 
Kinetic studies on malachite green dye adsorption from aqueous solutions by A...
Kinetic studies on malachite green dye adsorption from aqueous solutions by A...Kinetic studies on malachite green dye adsorption from aqueous solutions by A...
Kinetic studies on malachite green dye adsorption from aqueous solutions by A...
Open Access Research Paper
 
Promoting Multilateral Cooperation for Sustainable Peatland management
Promoting Multilateral Cooperation for Sustainable Peatland managementPromoting Multilateral Cooperation for Sustainable Peatland management
Promoting Multilateral Cooperation for Sustainable Peatland management
Global Landscapes Forum (GLF)
 
Epcon is One of the World's leading Manufacturing Companies.
Epcon is One of the World's leading Manufacturing Companies.Epcon is One of the World's leading Manufacturing Companies.
Epcon is One of the World's leading Manufacturing Companies.
EpconLP
 
Wildlife-AnIntroduction.pdf so that you know more about our environment
Wildlife-AnIntroduction.pdf so that you know more about our environmentWildlife-AnIntroduction.pdf so that you know more about our environment
Wildlife-AnIntroduction.pdf so that you know more about our environment
amishajha2407
 
在线办理(lboro毕业证书)拉夫堡大学毕业证学历证书一模一样
在线办理(lboro毕业证书)拉夫堡大学毕业证学历证书一模一样在线办理(lboro毕业证书)拉夫堡大学毕业证学历证书一模一样
在线办理(lboro毕业证书)拉夫堡大学毕业证学历证书一模一样
pjq9n1lk
 
How about Huawei mobile phone-www.cfye-commerce.shop
How about Huawei mobile phone-www.cfye-commerce.shopHow about Huawei mobile phone-www.cfye-commerce.shop
How about Huawei mobile phone-www.cfye-commerce.shop
laozhuseo02
 
Overview of the Global Peatlands Assessment
Overview of the Global Peatlands AssessmentOverview of the Global Peatlands Assessment
Overview of the Global Peatlands Assessment
Global Landscapes Forum (GLF)
 
一比一原版(UMTC毕业证书)明尼苏达大学双城分校毕业证如何办理
一比一原版(UMTC毕业证书)明尼苏达大学双城分校毕业证如何办理一比一原版(UMTC毕业证书)明尼苏达大学双城分校毕业证如何办理
一比一原版(UMTC毕业证书)明尼苏达大学双城分校毕业证如何办理
zm9ajxup
 

Recently uploaded (20)

Peatland Management in Indonesia, Science to Policy and Knowledge Education
Peatland Management in Indonesia, Science to Policy and Knowledge EducationPeatland Management in Indonesia, Science to Policy and Knowledge Education
Peatland Management in Indonesia, Science to Policy and Knowledge Education
 
Improving the viability of probiotics by encapsulation methods for developmen...
Improving the viability of probiotics by encapsulation methods for developmen...Improving the viability of probiotics by encapsulation methods for developmen...
Improving the viability of probiotics by encapsulation methods for developmen...
 
Global Climate Change and global warming
Global Climate Change and global warmingGlobal Climate Change and global warming
Global Climate Change and global warming
 
DENR-PENRO-Bulacan-Presentation Philippine EIS
DENR-PENRO-Bulacan-Presentation Philippine EISDENR-PENRO-Bulacan-Presentation Philippine EIS
DENR-PENRO-Bulacan-Presentation Philippine EIS
 
Climate Change All over the World .pptx
Climate Change All over the World  .pptxClimate Change All over the World  .pptx
Climate Change All over the World .pptx
 
Optimizing Post Remediation Groundwater Performance with Enhanced Microbiolog...
Optimizing Post Remediation Groundwater Performance with Enhanced Microbiolog...Optimizing Post Remediation Groundwater Performance with Enhanced Microbiolog...
Optimizing Post Remediation Groundwater Performance with Enhanced Microbiolog...
 
Enhanced action and stakeholder engagement for sustainable peatland management
Enhanced action and stakeholder engagement for sustainable peatland managementEnhanced action and stakeholder engagement for sustainable peatland management
Enhanced action and stakeholder engagement for sustainable peatland management
 
Peatlands of Latin America and the Caribbean
Peatlands of Latin America and the CaribbeanPeatlands of Latin America and the Caribbean
Peatlands of Latin America and the Caribbean
 
Improving the Management of Peatlands and the Capacities of Stakeholders in I...
Improving the Management of Peatlands and the Capacities of Stakeholders in I...Improving the Management of Peatlands and the Capacities of Stakeholders in I...
Improving the Management of Peatlands and the Capacities of Stakeholders in I...
 
ENVIRONMENT~ Renewable Energy Sources and their future prospects.
ENVIRONMENT~ Renewable Energy Sources and their future prospects.ENVIRONMENT~ Renewable Energy Sources and their future prospects.
ENVIRONMENT~ Renewable Energy Sources and their future prospects.
 
原版制作(Newcastle毕业证书)纽卡斯尔大学毕业证在读证明一模一样
原版制作(Newcastle毕业证书)纽卡斯尔大学毕业证在读证明一模一样原版制作(Newcastle毕业证书)纽卡斯尔大学毕业证在读证明一模一样
原版制作(Newcastle毕业证书)纽卡斯尔大学毕业证在读证明一模一样
 
world-environment-day-2024-240601103559-14f4c0b4.pptx
world-environment-day-2024-240601103559-14f4c0b4.pptxworld-environment-day-2024-240601103559-14f4c0b4.pptx
world-environment-day-2024-240601103559-14f4c0b4.pptx
 
Kinetic studies on malachite green dye adsorption from aqueous solutions by A...
Kinetic studies on malachite green dye adsorption from aqueous solutions by A...Kinetic studies on malachite green dye adsorption from aqueous solutions by A...
Kinetic studies on malachite green dye adsorption from aqueous solutions by A...
 
Promoting Multilateral Cooperation for Sustainable Peatland management
Promoting Multilateral Cooperation for Sustainable Peatland managementPromoting Multilateral Cooperation for Sustainable Peatland management
Promoting Multilateral Cooperation for Sustainable Peatland management
 
Epcon is One of the World's leading Manufacturing Companies.
Epcon is One of the World's leading Manufacturing Companies.Epcon is One of the World's leading Manufacturing Companies.
Epcon is One of the World's leading Manufacturing Companies.
 
Wildlife-AnIntroduction.pdf so that you know more about our environment
Wildlife-AnIntroduction.pdf so that you know more about our environmentWildlife-AnIntroduction.pdf so that you know more about our environment
Wildlife-AnIntroduction.pdf so that you know more about our environment
 
在线办理(lboro毕业证书)拉夫堡大学毕业证学历证书一模一样
在线办理(lboro毕业证书)拉夫堡大学毕业证学历证书一模一样在线办理(lboro毕业证书)拉夫堡大学毕业证学历证书一模一样
在线办理(lboro毕业证书)拉夫堡大学毕业证学历证书一模一样
 
How about Huawei mobile phone-www.cfye-commerce.shop
How about Huawei mobile phone-www.cfye-commerce.shopHow about Huawei mobile phone-www.cfye-commerce.shop
How about Huawei mobile phone-www.cfye-commerce.shop
 
Overview of the Global Peatlands Assessment
Overview of the Global Peatlands AssessmentOverview of the Global Peatlands Assessment
Overview of the Global Peatlands Assessment
 
一比一原版(UMTC毕业证书)明尼苏达大学双城分校毕业证如何办理
一比一原版(UMTC毕业证书)明尼苏达大学双城分校毕业证如何办理一比一原版(UMTC毕业证书)明尼苏达大学双城分校毕业证如何办理
一比一原版(UMTC毕业证书)明尼苏达大学双城分校毕业证如何办理
 

WP 2.3.2 Forest Demonstrator

  • 1. WP2.3.2 Forest Demonstrator Céline Déandreis, Marc Chiappero Miguel Mendes, Maxence Rageade, Phil Cottle Aria Technologies 07-08/05/2019
  • 2. 2 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Introduction Objectives and contributors The Forest Demonstration aims to further develop the RISKFP tool in order to demonstrate the value of climate services for the insurance sector for fire and storm risks. New services have been developed to provide risk representations in phase with the needs expressed in the (re)insurance sector: - The main service consists in the generation of “fire realistic disaster scenarios” that can be used to complete information from historical data and to compute probable maximum loss (PML). - The other services provide general information which aims at raising knowledge on the risk level in a specific region. These new risk representations are: • Rapid response risk mapping; • Large databases of ‘critical landscape pattern’ (days of extreme weather conditions) for fire and storm risks, projectable in next season and in the long-term future; • Risk reduction at the junction of forest and cities; • Impact calculation that is based on damage function definition (CO2, biomass burnt, financial loss) that used RDS as input. Forest Demonstrator components Technical contributors On-demand Realistic Disaster Scenarios (RDS) generation Tecnosylva with weather inuuts from ARIA On-demand local fire risk mapping (RRM) Tecnosylva with weather inputs from ARIA Regional mapping of fire risk - ‘Critical landscape pattern’ ARIA Fuelmap information Tecnosylva Regional storm risk database ARIA Regional Fire & storm seasonal forecast projection ARIA Regional IPCC fire & storm projection ARIA with PIK inputs On-demand wildland-urban interface risk indicator AMU with ARIA weather inputs Impact calculation on RDS sample ONFI General integrated platform RISFKP-insurance ARIA
  • 3. 3 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Implementation plan WP Title Lead 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12 1 2 3 4 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 2.3.2 Forest demonstrator AT Tasks & Sub-Tasks Involved Task 2.3.2.3 Prepare and run demonstrations AT, ONFI,AMU, TSYL,PIK, Fresh-T, Imperial D2.3.2.3 D2.3.2.4 D2.3.2.6 D2.3.2.6 • run the climate module for past/present climate fire risk indicators over the 2 demo zones • adapt and run the climate&impact modules for storm risk and for long-term IPCC scenarios for storm&fire risks, over the 2 demo zones • adapt the climate module for seasonal forecast over the 2 demo zones • if seasonal forecast provides some predictability, run to complete on the 2 demo zones Task 2.3.2.4 Develop business cases and business model ONFI,AT, TSYL, FRe D2.3.2.5 D2.3.2.5 • List sub-tasks relating to this task Task 2.3.2.5 Go to market (emarketplace connections, business development) BetterPoints, ONFI, AT, TSYL, Fre D2.3.2.7 D2.3.2.8 D2.3.2.7 D2.3.2.9 build first communication for existing RISKFP tool, with past/present climate fire risk over existing French demo zone Deliverables Deliverables & Milestones D2.3.2.1 Needs assessment report (12) D2.3.2.2 Prototype of new RiskFP-insurance (12) ==>D2.3.2.2a = concept 1 + D2.3.2.2b =concept2 D2.3.2.3 Report on input data specification of each demonstration (15) ==> remove D2.3.2.4 Report on validation plan of each demonstration (18) D2.3.2.5 Business cases and business model report (24) D2.3.2.6 Final demonstration report (24) ==> postpone at M30 D2.3.2.7 Go to market roadmap (24) D2.3.2.8 Sample data from demonstrations to be used on the emarketplace, compatible with OASIS technical platform (27) D2.3.2.9 Report on implemented business actions (36) 2018 2019 2020
  • 4. 4 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Key activities, highlight and progress Run demonstrations Zone 2 – East of Melbourne Zone 3 – Walhalla Zone 1 – West of Sydney
  • 5. 5 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Key activities, highlight and progress Run demonstrations Forest Demonstrator components Functionally implemented in the web tool? Calibrated over which demo zones in Australia ? Missing inputs First results available? Validation On-demand RDS generation Yes Zones 2 & 3 - Yes Yes On-demand local fire risk map Yes Zones 2 & 3 - Yes / Regional mapping of fire risk - ‘Critical landscape pattern’ Yes Zones 1,2 & 3 - Yes / Fuelmap information No (sold separately by Tecnosylva) Zones 2&3 (but not imported in the tool) No fuel map for zone 1 Yes / Regional storm risk database (based on same weather stations as fire risk) Yes Zones 1,2 & 3 - Yes / Regional Fire & storm seasonal forecast projection Yes Zones 1,2 & 3 Processing of ECMWF data is ongoing available M25 / Regional IPCC fire & storm projection Yes Zones 1,2 & 3 - CLP have been computed from data provided by PIK but further analyses needed / On-demand wildland-urban interface risk indicator Yes Zones 2 & 3 + additional zone over South-East France - Yes / Impact calculation on RDS sample Partially Zones 2 or 3 RDS to be provided by TSL Yes to be completed On going
  • 6. 6 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Realistic Disaster Scenarios tool validation Fuel map calibration Calibrated fuel-map inputs of the areas of interest Zone 2 (Melbourne): Realistic Disaster Scenarios and Rapid Response Maps Example generated on live demo with the webGIS tool … Zone 3 (Walhalla):
  • 7. 7 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Realistic Disaster Scenarios tool validation Historical fire data Historical fires data for main fires gathered by an Australian Fire Expert (ECO-FUEGO = ARIA sub-contractor) for the areas of interest (zones 2 & 3): • Fire Synopsis • Fire Spread map (perimeters) • Fire ignitions locations • Fire weather data from weather stations • Fire History prior to the bushfire occurrence Historical fires used to validate the RDS tool Zone Name Date Start time Finish time Fire duration 2 Bunyip ridge Track 7/02/2009 12:00 22:30 10h 3 Aberfeldy- Donnellys 17/01/2013 11:48 04:00 (18/01/2013 ) 16.25h
  • 8. 8 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Realistic Disaster Scenarios tool validation Historical fire data Fire characteristics summary: • Fire ignited approximately at 80Km east of Melbourne in the Bunyip State park due to a lightning strike on the 4/02/2009 being supressed that same day. • Next day fire reignited escaping the containment lines due to the inaccessibility of vehicles in steep terrain. • On the morning of the 7th of February strong NW wind caused fire spotting over the eastern control line and severe fire behaviour, and after 12:00h over the SE containment lines. • Wind direction changed from NW to SW on the late afternoon from 17:30h on which intensified greatly the fire spread. BUNYIP RIDGE TRACK bushfire – PERIMETER
  • 9. 9 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Realistic Disaster Scenarios tool validation Simulation results Real fire data simulation inputs: • Hourly weather data • Fire ignition lines • Vegetation fuels • Digital Elevation Model Simulation results summary: • The simulation fire perimeters obtained with the RDS fire model (brown) fit quite well the real fire perimeter isochrones (purple), specially on the limits of the fire perimeter. • The influence of the wind change from NW to NE on the spread behaviour can be observed in the behaviour of the simulated fire isochrones. • In the RDS results the SE area did not burn due to the following facts: • The SE part is burned due to fire spotting phenomena which is not calculated by the RDS simulation model. • The fuels existing in this SE area are mainly agriculture lands that have a null or very low spread rate. Important remark: The RDS fire model does not take into account the fire suppression activities carried out by the suppression resources on the field.
  • 10. 10 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Realistic Disaster Scenarios tool validation Historical fire data ABERFELDY-DONNELLYS bushfire Fire characteristics summary: • Fire started on 18/01/2013 at private land from a small pile of burning papers which escaped to State Forest. • Fire initially spread towards SW crossing the Aberfeldy River initially affected by calmer local wind fields channelled by the river and the valley (5- 10Km/h which then turned to a strong surface wind (30-40Km/h) that greatly increased the fire rate of spread.
  • 11. 11 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Realistic Disaster Scenarios tool validation Simulation results Real fire data simulation inputs: • Hourly weather data • Fire ignition lines • Vegetation fuels • Digital Elevation Model Simulation results summary: • In the simulation result we can observe the effect of the two different wind patterns, i.e. first the effect of the calm local wind (isochrones close to each other) and then the effect of the fast surface wind field. (isochrones with certain distance) • It is a wind-driven fire, the simulation isochrones tendency fits quite well to the original fire perimeter. The observed differences are due to the intervention of the fire suppression resources. • Again, the spotting of the fire is not simulated due to the fact that the fire model does not contemplate fire spotting phenomena during the simulation.
  • 12. 12 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Impact on GHG emissions Methodology Biomass Map From WRI (based 2000) LULC map From Sentinel (based 2018) Biomass classification map up todate (Mb) Sentinel 2 (optical) Fire spread / RDS map Biomass burnt GHG emissions from fire (CO2, CH4, N2O, etc..)
  • 13. 13 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Impact on GHG emissions Estimated GHG emissions from Aberfeldy-Donnellys bushfire Start Date: 17/01/2013 Time Ignition: 11:48 Surface Burnt: 20 000 ha Emission factors g/kg (GeF): CO2: 1569; CO: 107 CH4: 4.7 N2O: 0.26; Nox: 3 Combustion factor (Cf) for Temperate forests: 0.45 GHG = (AreaBurnt*Biomass*Cf*Gef)/1000 (IPCC) Average of biomass impacted/ha : 135t Estimated Co2 emissions : 1 991 Ktons Estimated CO emissions : 290 Ktons Estimated CH4 emissions : 12 780 tons Estimated N2O emissions : 707 tons Estimated NOx emissions : 8 157 tons
  • 14. 14 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Business activity: current status Key activities, highlight and progress Business tasks team • ARIA: transversal + Forestry Latin America • ForestRe: Insurance sector transversal • ONFI: Forest owners • Technosylva: Insurance sector – USA (to come) Activities already performed • Supporting partners interviews • Discussion with other players from the insurance sector, agrobusiness and forest owners. • Coverage goes beyond the sole insurance sector as the service also attends operational needs. • Exploration of other demands as for example the parametric insurance. • Exploration of partnerships and possible collaboration (AGVESTO)
  • 15. 15 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Business activity: scan of the contacts Key activities, highlight and progress Risk FP modules Potential clients already identified Additional interviews still to come On-demand Realistic Disaster Scenarios (RDS) generation Willis, AON Portland, SwissRe, SCOR State of Ceara, Brazil Arauco Cundinamarca, Colombia Other insurance companies Other utilities Other agrobusiness companies Forest owners for REDD+ On-demand local fire risk mapping Willis Suzano Electricity Utilities: Enel, State Grid, Energisa Regional mapping of fire risk - ‘Critical landscape pattern’ Allianz, SwissRe, Willis RN AON Brazil with Klabin Fuelmap information SwissRe State of Cear Regional storm risk database Klabin Regional Fire & storm seasonal forecast projection Klabin Regional IPCC fire & storm projection SwissRe Klabin SCOR On-demand wildland-urban interface risk indicator Arauco CPMC CO2/GHG calculation module Forest owners
  • 16. 16 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Business activity: forthcoming activities Key activities, highlight and progress Planned activities • Preparation of a short notice and standard PPT presentation – June 19 • Budget & commercial offer for the service – June 19 • Visits and calls with clients – July / September 19 • Reporting to H2020 – October 19 Discussion with partners about the post H2020 strategy • Collaboration perspectives – technical / commercial Business as usual • Reply to potential demands as they come
  • 17. 17 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co Business opportunities Key activities, highlight and progress Potential commercial offer 1 (ForestRe) • Meeting with the finance director of one on the biggest global timber investment and management companies in Portland (September 2018). • After many conference calls this company is seriously investigating the execution of RiskFP on one of its Australian investments. • This would be a cost borne by the client, and as such is a far more realistic testing of the RDS concept and service. • Negotiations are in progress in April 2019. Potential commercial offer 2 (ARIA) • Discussion with a major Chilean company to sell RISK FP service with a main focus on WUI. • At the end of 2018, we have already performed 5 different studies on interfaces which were chosen by the client to showcase the efficiency of the propagation model and the possibility to simulate different fire scenarios. • The results were very promising and we structured a proposal for the implementation of the service after the fire season ends. • Discussions are in progress in April 2019.
  • 18. 18 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co User engagement, Dissemination, Communication Key activities, highlight and progress Already performed: • Presentation of the WUI Services at the Firemen and Civil protection headquarter ENTENTE VALABRE (Aix-en- Provence South of France) - ARIA • Participation to the 15th International Wildland Fire Safety Summit and 5th Human Dimensions of Wildland Fire Conference (Dec 2018, USA, https://www.iawfonline.org/event/15th-international-wildland-fire-safety-summit-and- 5th-human-dimensions-conference/) - TECHNOSYLVA • Fernandez et al., 2018: Modelling fire spread and damage in wildland-urban interfaces, Advances in Forest Fire Research – ARIA,AMU Forthcoming soon: • Presentation at Dana international forest investment conference (London, 7-9 May 2019, https://danaevents.co.nz/2019london/) - FORESTRE • Presentation of riskFP at the next OASIS Conference (London, June 2019) – ARIA with support of OASIS LMF • Organisation of a workshop to present and demonstrate the WUI service to local authorities at county level (June 2019) - ARIA • Participation to Innovative4climate (Singapore,June 2019, https://www.cvent.com/events/innovate4climate/event- summary-decee7fe0cf94765af069f3e7c52ff47.aspx) - ONFI • Presentation at Dana international forest investment conference (London, 21-23 July 2019, https://danaevents.co.nz/2019brisbane/): "Innovations in the Australian Forest Industry Sector“ - FORESTRE
  • 19. 19 A Presentation by OASIS | Horizon2020 Insurance www.h2020insurance.oasishub.co THANK YOU !