SlideShare a Scribd company logo
Using Data on the Fire Line
Predictive Analytics and the Battle
against Wildfires
By David Silverberg
• Monitoring wildland conditions can aid preparedness for active wildfire
seasons
• Numerous inputs
– Climate and weather
– Fuels
– Terrain
– History
• Numerous federal, state and local agencies involved in effort
The need for predictive analytics
Multiple Programs
• Observation and prediction
– Realtime Observation Monitor and Analysis Network
(ROMAN)
– Santa Ana Wildfire Threat Index (SAWTI)
• Forecasting and modeling
– National Predictive Services Program
– National Digital Forecast Database
– Fire Area Simulator (FARSITE)
• Decisionmaking
– Wildland Fire Management Research Development and
Application Program
– Wildland Fire Decision Support System (WFDSS)
Future capabilities
• Artificial intelligence
• Real time intelligence directly to
firefighters
• Crowdsourced data
• Cloud computing
• Better prevention
Ultimate Goals
• More reliable and precise
predictions
• More precise and timelier
responses
• Better use of people and materiel
• Safer and more effective firefighting

More Related Content

Viewers also liked

The gravitational potential of a diatomic system 2-3
The gravitational potential of a diatomic system 2-3The gravitational potential of a diatomic system 2-3
The gravitational potential of a diatomic system 2-3
IAEME Publication
 
How might a PHS contribute to joint DHB/Ministry health goals, targets and as...
How might a PHS contribute to joint DHB/Ministry health goals, targets and as...How might a PHS contribute to joint DHB/Ministry health goals, targets and as...
How might a PHS contribute to joint DHB/Ministry health goals, targets and as...
Health Informatics New Zealand
 
อ่านการ์ตูนออนไลน์ Ajin (15)
อ่านการ์ตูนออนไลน์ Ajin  (15)อ่านการ์ตูนออนไลน์ Ajin  (15)
อ่านการ์ตูนออนไลน์ Ajin (15)
du manga
 
Aa expo auditoria-admva_y_financiera
Aa expo auditoria-admva_y_financieraAa expo auditoria-admva_y_financiera
Aa expo auditoria-admva_y_financiera
haydethbg
 
Physician Leadership in Clinical Information System Projects
Physician Leadership in Clinical Information System ProjectsPhysician Leadership in Clinical Information System Projects
Physician Leadership in Clinical Information System Projects
Health Informatics New Zealand
 
Integration and Accountability for Aged Care
Integration and Accountability for Aged CareIntegration and Accountability for Aged Care
Integration and Accountability for Aged Care
Health Informatics New Zealand
 
Enabling General Practice Transformation
Enabling General Practice TransformationEnabling General Practice Transformation
Enabling General Practice Transformation
Health Informatics New Zealand
 
Hutt Valley DHB eReferrals Project
Hutt Valley DHB eReferrals ProjectHutt Valley DHB eReferrals Project
Hutt Valley DHB eReferrals Project
Health Informatics New Zealand
 
InternationalWDATB
InternationalWDATBInternationalWDATB
InternationalWDATB
Karen Cowderoy
 
อ่านการ์ตูนออนไลน์ Rave master 12
อ่านการ์ตูนออนไลน์ Rave master 12อ่านการ์ตูนออนไลน์ Rave master 12
อ่านการ์ตูนออนไลน์ Rave master 12
mahakhum
 
Placing the Next Pieces in New Zealand’s EHR Jigsaw Puzzle
Placing the Next Pieces in New Zealand’s EHR Jigsaw PuzzlePlacing the Next Pieces in New Zealand’s EHR Jigsaw Puzzle
Placing the Next Pieces in New Zealand’s EHR Jigsaw Puzzle
Health Informatics New Zealand
 
Nursing students as agents of change
Nursing students as agents of changeNursing students as agents of change
Nursing students as agents of change
Health Informatics New Zealand
 
Койчева Валентина (физика)
Койчева Валентина (физика)Койчева Валентина (физика)
Койчева Валентина (физика)
Koicheva_Valentina
 
Pdc eunis 2016_v3
Pdc eunis 2016_v3Pdc eunis 2016_v3
Pdc eunis 2016_v3
Bohumil Havel
 
давление в жидкостях и газах 2
давление в жидкостях и газах 2давление в жидкостях и газах 2
давление в жидкостях и газах 2
гульшат халикова
 
From Clinical Information Systems toward HealthGrid
From Clinical Information Systems toward HealthGridFrom Clinical Information Systems toward HealthGrid
From Clinical Information Systems toward HealthGrid
Health Informatics New Zealand
 
Lina Bo Bardi- MASP
Lina Bo Bardi- MASPLina Bo Bardi- MASP
Lina Bo Bardi- MASP
Alfai Bene
 
GfWM Positionspapier Wissensmanagement und Enterprise 2.0
GfWM Positionspapier Wissensmanagement und Enterprise 2.0GfWM Positionspapier Wissensmanagement und Enterprise 2.0
GfWM Positionspapier Wissensmanagement und Enterprise 2.0
gfwm
 

Viewers also liked (19)

The gravitational potential of a diatomic system 2-3
The gravitational potential of a diatomic system 2-3The gravitational potential of a diatomic system 2-3
The gravitational potential of a diatomic system 2-3
 
How might a PHS contribute to joint DHB/Ministry health goals, targets and as...
How might a PHS contribute to joint DHB/Ministry health goals, targets and as...How might a PHS contribute to joint DHB/Ministry health goals, targets and as...
How might a PHS contribute to joint DHB/Ministry health goals, targets and as...
 
อ่านการ์ตูนออนไลน์ Ajin (15)
อ่านการ์ตูนออนไลน์ Ajin  (15)อ่านการ์ตูนออนไลน์ Ajin  (15)
อ่านการ์ตูนออนไลน์ Ajin (15)
 
Aa expo auditoria-admva_y_financiera
Aa expo auditoria-admva_y_financieraAa expo auditoria-admva_y_financiera
Aa expo auditoria-admva_y_financiera
 
Physician Leadership in Clinical Information System Projects
Physician Leadership in Clinical Information System ProjectsPhysician Leadership in Clinical Information System Projects
Physician Leadership in Clinical Information System Projects
 
Integration and Accountability for Aged Care
Integration and Accountability for Aged CareIntegration and Accountability for Aged Care
Integration and Accountability for Aged Care
 
Enabling General Practice Transformation
Enabling General Practice TransformationEnabling General Practice Transformation
Enabling General Practice Transformation
 
Master i Design - Eksamensbevis
Master i Design - EksamensbevisMaster i Design - Eksamensbevis
Master i Design - Eksamensbevis
 
Hutt Valley DHB eReferrals Project
Hutt Valley DHB eReferrals ProjectHutt Valley DHB eReferrals Project
Hutt Valley DHB eReferrals Project
 
InternationalWDATB
InternationalWDATBInternationalWDATB
InternationalWDATB
 
อ่านการ์ตูนออนไลน์ Rave master 12
อ่านการ์ตูนออนไลน์ Rave master 12อ่านการ์ตูนออนไลน์ Rave master 12
อ่านการ์ตูนออนไลน์ Rave master 12
 
Placing the Next Pieces in New Zealand’s EHR Jigsaw Puzzle
Placing the Next Pieces in New Zealand’s EHR Jigsaw PuzzlePlacing the Next Pieces in New Zealand’s EHR Jigsaw Puzzle
Placing the Next Pieces in New Zealand’s EHR Jigsaw Puzzle
 
Nursing students as agents of change
Nursing students as agents of changeNursing students as agents of change
Nursing students as agents of change
 
Койчева Валентина (физика)
Койчева Валентина (физика)Койчева Валентина (физика)
Койчева Валентина (физика)
 
Pdc eunis 2016_v3
Pdc eunis 2016_v3Pdc eunis 2016_v3
Pdc eunis 2016_v3
 
давление в жидкостях и газах 2
давление в жидкостях и газах 2давление в жидкостях и газах 2
давление в жидкостях и газах 2
 
From Clinical Information Systems toward HealthGrid
From Clinical Information Systems toward HealthGridFrom Clinical Information Systems toward HealthGrid
From Clinical Information Systems toward HealthGrid
 
Lina Bo Bardi- MASP
Lina Bo Bardi- MASPLina Bo Bardi- MASP
Lina Bo Bardi- MASP
 
GfWM Positionspapier Wissensmanagement und Enterprise 2.0
GfWM Positionspapier Wissensmanagement und Enterprise 2.0GfWM Positionspapier Wissensmanagement und Enterprise 2.0
GfWM Positionspapier Wissensmanagement und Enterprise 2.0
 

Similar to Using Data Analytics to Fight Wildfires

The Use of HPC to Model the California Wildfires
The Use of HPC to Model the California WildfiresThe Use of HPC to Model the California Wildfires
The Use of HPC to Model the California Wildfires
inside-BigData.com
 
201 Balasubramaniam Vedagiri (Bangalore)
201 Balasubramaniam Vedagiri (Bangalore)201 Balasubramaniam Vedagiri (Bangalore)
201 Balasubramaniam Vedagiri (Bangalore)
IT-NEXT
 
ForeC-Nepal Online Early Warning Systems
ForeC-Nepal Online Early Warning SystemsForeC-Nepal Online Early Warning Systems
ForeC-Nepal Online Early Warning Systems
Brian Eyler
 
Critical Infrastructure Systems Resilient Interventions and Strategy
Critical Infrastructure Systems Resilient Interventions and StrategyCritical Infrastructure Systems Resilient Interventions and Strategy
Critical Infrastructure Systems Resilient Interventions and Strategy
Sai Bhaskar Reddy Nakka
 
Seminario Ernesto Bonomi, 24-05-2012
Seminario Ernesto Bonomi,  24-05-2012Seminario Ernesto Bonomi,  24-05-2012
Seminario Ernesto Bonomi, 24-05-2012
CRS4 Research Center in Sardinia
 
Mandira singh shrestha
Mandira singh shrestha Mandira singh shrestha
Mandira singh shrestha
ClimDev15
 
Mobilizing Disaster Content: From Source to Use
Mobilizing Disaster Content: From Source to UseMobilizing Disaster Content: From Source to Use
Mobilizing Disaster Content: From Source to Use
Albert Simard
 
DSD-INT 2019 How machine learning will change flood risk and impact assessmen...
DSD-INT 2019 How machine learning will change flood risk and impact assessmen...DSD-INT 2019 How machine learning will change flood risk and impact assessmen...
DSD-INT 2019 How machine learning will change flood risk and impact assessmen...
Deltares
 
Using Cyberinfrastructure for Wildfire Resilience
Using Cyberinfrastructure for Wildfire ResilienceUsing Cyberinfrastructure for Wildfire Resilience
Using Cyberinfrastructure for Wildfire Resilience
Ilkay Altintas, Ph.D.
 
Webinar: Climate Services for Smallholder Farmers and Pastoralists in Africa
Webinar: Climate Services for Smallholder Farmers and Pastoralists in AfricaWebinar: Climate Services for Smallholder Farmers and Pastoralists in Africa
Webinar: Climate Services for Smallholder Farmers and Pastoralists in Africa
CCAFS | CGIAR Research Program on Climate Change, Agriculture and Food Security
 
Software for the Hydrographic ocean
Software for the Hydrographic oceanSoftware for the Hydrographic ocean
Software for the Hydrographic ocean
Hydrographic Society Benelux
 
Leveraging Location Intelligence Data for Efficient Claims and Underwriting O...
Leveraging Location Intelligence Data for Efficient Claims and Underwriting O...Leveraging Location Intelligence Data for Efficient Claims and Underwriting O...
Leveraging Location Intelligence Data for Efficient Claims and Underwriting O...
Precisely
 
22 - CSIRO - Water Data Management-Sep-17
22 - CSIRO - Water Data Management-Sep-1722 - CSIRO - Water Data Management-Sep-17
22 - CSIRO - Water Data Management-Sep-17
indiawrm
 
2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr...
2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr...2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr...
2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr...
Water, Land and Ecosystems (WLE)
 
Apa sustainability
Apa sustainabilityApa sustainability
Apa sustainability
Terry Martin
 
Mapping livestock keepers and their herds across Africa based on household su...
Mapping livestock keepers and their herds across Africa based on household su...Mapping livestock keepers and their herds across Africa based on household su...
Mapping livestock keepers and their herds across Africa based on household su...
ILRI
 
Climate Information Services for Community Adaptation and Resilience by John ...
Climate Information Services for Community Adaptation and Resilience by John ...Climate Information Services for Community Adaptation and Resilience by John ...
Climate Information Services for Community Adaptation and Resilience by John ...
CCAFS | CGIAR Research Program on Climate Change, Agriculture and Food Security
 
Land Health Surveillance Information for decision making
Land Health Surveillance Information for decision makingLand Health Surveillance Information for decision making
Land Health Surveillance Information for decision making
CIMMYT
 
Advancements In Visualization Of Remotely Sensed 3D Data
Advancements In Visualization Of Remotely Sensed 3D DataAdvancements In Visualization Of Remotely Sensed 3D Data
Advancements In Visualization Of Remotely Sensed 3D Data
Merrick & Company
 
NSDI_ Concepts and Components
NSDI_ Concepts and ComponentsNSDI_ Concepts and Components
NSDI_ Concepts and Components
Jayantha Samarasinghe
 

Similar to Using Data Analytics to Fight Wildfires (20)

The Use of HPC to Model the California Wildfires
The Use of HPC to Model the California WildfiresThe Use of HPC to Model the California Wildfires
The Use of HPC to Model the California Wildfires
 
201 Balasubramaniam Vedagiri (Bangalore)
201 Balasubramaniam Vedagiri (Bangalore)201 Balasubramaniam Vedagiri (Bangalore)
201 Balasubramaniam Vedagiri (Bangalore)
 
ForeC-Nepal Online Early Warning Systems
ForeC-Nepal Online Early Warning SystemsForeC-Nepal Online Early Warning Systems
ForeC-Nepal Online Early Warning Systems
 
Critical Infrastructure Systems Resilient Interventions and Strategy
Critical Infrastructure Systems Resilient Interventions and StrategyCritical Infrastructure Systems Resilient Interventions and Strategy
Critical Infrastructure Systems Resilient Interventions and Strategy
 
Seminario Ernesto Bonomi, 24-05-2012
Seminario Ernesto Bonomi,  24-05-2012Seminario Ernesto Bonomi,  24-05-2012
Seminario Ernesto Bonomi, 24-05-2012
 
Mandira singh shrestha
Mandira singh shrestha Mandira singh shrestha
Mandira singh shrestha
 
Mobilizing Disaster Content: From Source to Use
Mobilizing Disaster Content: From Source to UseMobilizing Disaster Content: From Source to Use
Mobilizing Disaster Content: From Source to Use
 
DSD-INT 2019 How machine learning will change flood risk and impact assessmen...
DSD-INT 2019 How machine learning will change flood risk and impact assessmen...DSD-INT 2019 How machine learning will change flood risk and impact assessmen...
DSD-INT 2019 How machine learning will change flood risk and impact assessmen...
 
Using Cyberinfrastructure for Wildfire Resilience
Using Cyberinfrastructure for Wildfire ResilienceUsing Cyberinfrastructure for Wildfire Resilience
Using Cyberinfrastructure for Wildfire Resilience
 
Webinar: Climate Services for Smallholder Farmers and Pastoralists in Africa
Webinar: Climate Services for Smallholder Farmers and Pastoralists in AfricaWebinar: Climate Services for Smallholder Farmers and Pastoralists in Africa
Webinar: Climate Services for Smallholder Farmers and Pastoralists in Africa
 
Software for the Hydrographic ocean
Software for the Hydrographic oceanSoftware for the Hydrographic ocean
Software for the Hydrographic ocean
 
Leveraging Location Intelligence Data for Efficient Claims and Underwriting O...
Leveraging Location Intelligence Data for Efficient Claims and Underwriting O...Leveraging Location Intelligence Data for Efficient Claims and Underwriting O...
Leveraging Location Intelligence Data for Efficient Claims and Underwriting O...
 
22 - CSIRO - Water Data Management-Sep-17
22 - CSIRO - Water Data Management-Sep-1722 - CSIRO - Water Data Management-Sep-17
22 - CSIRO - Water Data Management-Sep-17
 
2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr...
2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr...2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr...
2016 GMekong Forum - Session 6 - Intro to SERVIR Mekong and dam inundation pr...
 
Apa sustainability
Apa sustainabilityApa sustainability
Apa sustainability
 
Mapping livestock keepers and their herds across Africa based on household su...
Mapping livestock keepers and their herds across Africa based on household su...Mapping livestock keepers and their herds across Africa based on household su...
Mapping livestock keepers and their herds across Africa based on household su...
 
Climate Information Services for Community Adaptation and Resilience by John ...
Climate Information Services for Community Adaptation and Resilience by John ...Climate Information Services for Community Adaptation and Resilience by John ...
Climate Information Services for Community Adaptation and Resilience by John ...
 
Land Health Surveillance Information for decision making
Land Health Surveillance Information for decision makingLand Health Surveillance Information for decision making
Land Health Surveillance Information for decision making
 
Advancements In Visualization Of Remotely Sensed 3D Data
Advancements In Visualization Of Remotely Sensed 3D DataAdvancements In Visualization Of Remotely Sensed 3D Data
Advancements In Visualization Of Remotely Sensed 3D Data
 
NSDI_ Concepts and Components
NSDI_ Concepts and ComponentsNSDI_ Concepts and Components
NSDI_ Concepts and Components
 

More from David Silverberg

05-09-22 Redistricting and You.pdf
05-09-22 Redistricting and You.pdf05-09-22 Redistricting and You.pdf
05-09-22 Redistricting and You.pdf
David Silverberg
 
Climate change preparedness and engagement in southwest florida 10 21-19
Climate change preparedness and engagement in southwest florida 10 21-19Climate change preparedness and engagement in southwest florida 10 21-19
Climate change preparedness and engagement in southwest florida 10 21-19
David Silverberg
 
The 116th congress and southwest florida
The 116th  congress and southwest floridaThe 116th  congress and southwest florida
The 116th congress and southwest florida
David Silverberg
 
Possible scenarios for a trump presidency
Possible scenarios for a trump presidencyPossible scenarios for a trump presidency
Possible scenarios for a trump presidency
David Silverberg
 
Field Tested and Ready
Field Tested and ReadyField Tested and Ready
Field Tested and Ready
David Silverberg
 
Next generation 911 and first net
Next generation 911 and first netNext generation 911 and first net
Next generation 911 and first net
David Silverberg
 
Next Generation 911 and FirstNet
Next Generation 911 and FirstNetNext Generation 911 and FirstNet
Next Generation 911 and FirstNet
David Silverberg
 
FirstNet and NG911_ Pushing in the Same Direction - GovTechWorks
FirstNet and NG911_ Pushing in the Same Direction - GovTechWorksFirstNet and NG911_ Pushing in the Same Direction - GovTechWorks
FirstNet and NG911_ Pushing in the Same Direction - GovTechWorks
David Silverberg
 
Naples Press Club: Florida Politics 2016 - presentation by prof. laura weir...
Naples Press Club:   Florida Politics 2016 - presentation by prof. laura weir...Naples Press Club:   Florida Politics 2016 - presentation by prof. laura weir...
Naples Press Club: Florida Politics 2016 - presentation by prof. laura weir...
David Silverberg
 
Getting Next Generation 911 Ready for Prime Time
Getting Next Generation 911 Ready for Prime TimeGetting Next Generation 911 Ready for Prime Time
Getting Next Generation 911 Ready for Prime Time
David Silverberg
 
Pursuing the Holy Grail on the Border - Video Technology and Border Security
Pursuing the Holy Grail on the Border - Video Technology and Border SecurityPursuing the Holy Grail on the Border - Video Technology and Border Security
Pursuing the Holy Grail on the Border - Video Technology and Border Security
David Silverberg
 
Data Analytics and Wildfires
Data Analytics and WildfiresData Analytics and Wildfires
Data Analytics and Wildfires
David Silverberg
 
Wildfires Slideshare 11-12-15
Wildfires Slideshare 11-12-15Wildfires Slideshare 11-12-15
Wildfires Slideshare 11-12-15
David Silverberg
 
GovTechWorks.com emergency operations centers
GovTechWorks.com emergency operations centersGovTechWorks.com emergency operations centers
GovTechWorks.com emergency operations centers
David Silverberg
 
GovTecWorks Emergency Operations Centers 11-5-15
GovTecWorks Emergency Operations Centers 11-5-15GovTecWorks Emergency Operations Centers 11-5-15
GovTecWorks Emergency Operations Centers 11-5-15David Silverberg
 

More from David Silverberg (15)

05-09-22 Redistricting and You.pdf
05-09-22 Redistricting and You.pdf05-09-22 Redistricting and You.pdf
05-09-22 Redistricting and You.pdf
 
Climate change preparedness and engagement in southwest florida 10 21-19
Climate change preparedness and engagement in southwest florida 10 21-19Climate change preparedness and engagement in southwest florida 10 21-19
Climate change preparedness and engagement in southwest florida 10 21-19
 
The 116th congress and southwest florida
The 116th  congress and southwest floridaThe 116th  congress and southwest florida
The 116th congress and southwest florida
 
Possible scenarios for a trump presidency
Possible scenarios for a trump presidencyPossible scenarios for a trump presidency
Possible scenarios for a trump presidency
 
Field Tested and Ready
Field Tested and ReadyField Tested and Ready
Field Tested and Ready
 
Next generation 911 and first net
Next generation 911 and first netNext generation 911 and first net
Next generation 911 and first net
 
Next Generation 911 and FirstNet
Next Generation 911 and FirstNetNext Generation 911 and FirstNet
Next Generation 911 and FirstNet
 
FirstNet and NG911_ Pushing in the Same Direction - GovTechWorks
FirstNet and NG911_ Pushing in the Same Direction - GovTechWorksFirstNet and NG911_ Pushing in the Same Direction - GovTechWorks
FirstNet and NG911_ Pushing in the Same Direction - GovTechWorks
 
Naples Press Club: Florida Politics 2016 - presentation by prof. laura weir...
Naples Press Club:   Florida Politics 2016 - presentation by prof. laura weir...Naples Press Club:   Florida Politics 2016 - presentation by prof. laura weir...
Naples Press Club: Florida Politics 2016 - presentation by prof. laura weir...
 
Getting Next Generation 911 Ready for Prime Time
Getting Next Generation 911 Ready for Prime TimeGetting Next Generation 911 Ready for Prime Time
Getting Next Generation 911 Ready for Prime Time
 
Pursuing the Holy Grail on the Border - Video Technology and Border Security
Pursuing the Holy Grail on the Border - Video Technology and Border SecurityPursuing the Holy Grail on the Border - Video Technology and Border Security
Pursuing the Holy Grail on the Border - Video Technology and Border Security
 
Data Analytics and Wildfires
Data Analytics and WildfiresData Analytics and Wildfires
Data Analytics and Wildfires
 
Wildfires Slideshare 11-12-15
Wildfires Slideshare 11-12-15Wildfires Slideshare 11-12-15
Wildfires Slideshare 11-12-15
 
GovTechWorks.com emergency operations centers
GovTechWorks.com emergency operations centersGovTechWorks.com emergency operations centers
GovTechWorks.com emergency operations centers
 
GovTecWorks Emergency Operations Centers 11-5-15
GovTecWorks Emergency Operations Centers 11-5-15GovTecWorks Emergency Operations Centers 11-5-15
GovTecWorks Emergency Operations Centers 11-5-15
 

Recently uploaded

一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
bopyb
 
Palo Alto Cortex XDR presentation .......
Palo Alto Cortex XDR presentation .......Palo Alto Cortex XDR presentation .......
Palo Alto Cortex XDR presentation .......
Sachin Paul
 
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdfUdemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
Fernanda Palhano
 
DSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelinesDSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelines
Timothy Spann
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
74nqk8xf
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
Timothy Spann
 
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
74nqk8xf
 
My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.
rwarrenll
 
Everything you wanted to know about LIHTC
Everything you wanted to know about LIHTCEverything you wanted to know about LIHTC
Everything you wanted to know about LIHTC
Roger Valdez
 
A presentation that explain the Power BI Licensing
A presentation that explain the Power BI LicensingA presentation that explain the Power BI Licensing
A presentation that explain the Power BI Licensing
AlessioFois2
 
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
sameer shah
 
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
nyfuhyz
 
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
apvysm8
 
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
Social Samosa
 
University of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma TranscriptUniversity of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma Transcript
soxrziqu
 
Analysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performanceAnalysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performance
roli9797
 
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
Timothy Spann
 
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
g4dpvqap0
 
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
nuttdpt
 
一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
aqzctr7x
 

Recently uploaded (20)

一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
 
Palo Alto Cortex XDR presentation .......
Palo Alto Cortex XDR presentation .......Palo Alto Cortex XDR presentation .......
Palo Alto Cortex XDR presentation .......
 
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdfUdemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
 
DSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelinesDSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelines
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
 
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
 
My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.
 
Everything you wanted to know about LIHTC
Everything you wanted to know about LIHTCEverything you wanted to know about LIHTC
Everything you wanted to know about LIHTC
 
A presentation that explain the Power BI Licensing
A presentation that explain the Power BI LicensingA presentation that explain the Power BI Licensing
A presentation that explain the Power BI Licensing
 
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
 
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
 
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
 
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
 
University of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma TranscriptUniversity of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma Transcript
 
Analysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performanceAnalysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performance
 
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
 
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
 
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
 
一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
 

Using Data Analytics to Fight Wildfires

  • 1. Using Data on the Fire Line Predictive Analytics and the Battle against Wildfires By David Silverberg
  • 2. • Monitoring wildland conditions can aid preparedness for active wildfire seasons • Numerous inputs – Climate and weather – Fuels – Terrain – History • Numerous federal, state and local agencies involved in effort The need for predictive analytics
  • 3. Multiple Programs • Observation and prediction – Realtime Observation Monitor and Analysis Network (ROMAN) – Santa Ana Wildfire Threat Index (SAWTI) • Forecasting and modeling – National Predictive Services Program – National Digital Forecast Database – Fire Area Simulator (FARSITE) • Decisionmaking – Wildland Fire Management Research Development and Application Program – Wildland Fire Decision Support System (WFDSS)
  • 4. Future capabilities • Artificial intelligence • Real time intelligence directly to firefighters • Crowdsourced data • Cloud computing • Better prevention
  • 5. Ultimate Goals • More reliable and precise predictions • More precise and timelier responses • Better use of people and materiel • Safer and more effective firefighting