Ambee’s Fire Data For Early Fire Detection and Rapid Response

1. APIs Industries Products Resources Climate Company Login GET APIFOR FREE Forestfire Ambee’sFireDataForEarly FireDetectionandRapid Response July15,2023 6minread BarshaSharma CONTENTLEAD CONTENTS Firewasoneofhumanity’sgreatestdiscoveries.Itstillis.Theonly differencenowisthatitisalsothecauseofdestructionacross continents.  Earlyfiredetectionthrough firedataanalysis Enhancingemergency responsewithpredictive analytics Fires,especiallyman-madeandunchecked,havebeendevastating, causingsignificantdamagetolives,properties,andtheenvironment. Climatechangehasaddedsignificantlytothisissue.Herearesomeof thestatisticsthatmayemphasizethis: Remotefiremonitoringusing wildfiremaps Ambee’scutting-edgefire intelligencetohelpachieve yourtargets Wildfiresaccountedforover$3.2billionindamageacrosstheUnited States,justbetween2022and2023.  Findingtherightplaceforall yourfiredataneeds TheAnnual2021WildfiresReportstatesthatover7millionacresof wildlandwereconsumedbyfirethatyear. Humanscauseasmanyas85% ofwildfires,withtheremaining15% causedbylavaandlightning.  Welcome to Ambee!

2. APIs Industries Products Resources Climate Company Login GET APIFOR FREE Source:InsuranceInformationInstitute AmongotherstatesintheUS,Californiahashadthemostwildfiresand thelargestnumberofacresburnedoverthepastfiveyears.In California,wildfiresburned8.7millionacresfrom2018to2022.Alaska hadthesecondmostwildfires,whichburnednearly6.5  millionacres. Source:ValuePenguin Theseinstancesshowcasetheimportanceofearlyfiredetection systemsandrapidresponsestrategies.Webelievethatwildfiredatacan playamajorroleinassistingstakeholdersindoingjustthat.Thanksto advancementsintechnologyandtheavailabilityoffiredata,itisnow possibletoleveragetheseresourcesforearlyfiredetectionandrapid response.Herearesomeoftheapplicationsoffiredataforthiscause. Earlyfiredetectionthroughfiredataanalysis Analyzingfiredataenablesexpertstoidentifyfire-proneareas,predict firebehavior,anddetectfireincidentsatanearlystage.Sophisticated algorithmsandmachinelearningtechniquesenableustoprocesslarge volumesofdataandidentifypatternsindicativeofpotentialfires.This earlydetectionempowersemergencyresponderstointerveneswiftly, preventingfiresfromescalatingandspreadinguncontrollably. Satellitesequippedwithadvancedimagingsensorsactasavaluable resourceformonitoringfiresfromspace.Thesesatellitescandetectthe presenceofactivefires,measuretheirintensity,andmaptheirextent, especiallyinareaswheremanualinterventionisimpossible. AtAmbee,wecombineandcalibratedatafrommultiplesources,oneof whichissatellitedata.WerecentlydidadeepdiveintoGOESvs. SentinelSatelliteBandChannels.Readthisblogtofindoutmoreabout whichsatellitesourceweprefertomapburnedareasofhistoricalfires.

3. Byintegratingsatelliteimagerywithotherdatasets,suchasweather conditions,airqualityreports,andlandcoverdata,acomprehensive pictureoffireriskandspreadcanbegenerated.Thisinformationaidsin efficientresourceallocationandenablesfireagenciestoplantargeted responsestrategies.AddedGeographicInformationSystems(GIS)based riskmodelstothiswillhelpestablisharelationshipbetweenvegetation, climate,andtopographywithwildfires.Thiswillcertainlyhelp stakeholderscalculateandmaptheprobabilityoffireanditsspread. APIs Industries Products Resources Climate Company Login GET APIFOR FREE Enhancingemergencyresponsewithpredictive analytics Firedatacanbecombinedwithhistoricalrecords,weatherforecasts, andgeospatialinformationtodeveloppredictiveanalyticsmodels. Predictiveanalyticsenablesauthoritiestobebetterpreparedand respondmoreeffectivelytovariouscrisissituations.Byleveraging advanceddata,predictiveanalyticscanhelpanticipateandforecast emergencies. Oneexamplewheredatawasusedtopredictfireriskandprioritizefire inspectionswaswhenthefiredepartmentinAtlanta,US,enlisteda localdatasciencegrouptoidentifycommercialpropertiesmissingfrom itsfireinspectionslist.TheycreatedFirebird,abigdatatool,toidentify buildingsthatarelikelytohaveafirehazardintheimmediatefuture. Throughaninteractivemap,Firebirdintegratedandvisualizedfire incidents,propertyinformationandinspections,and riskscorestoinformthedecision-makingprocesses.Since implementation,ithasbeenusedtoaccuratelypredictfires71% of commercialfiresinAtlanta. Ifaminortechnologicaladdition,suchasFirebird,totraditionalfire detectionstrategiescancreatesuchahugeimpact,imaginetheresults ifimplementedonalargerscale. Predictiveanalyticsassessvariousvariablessuchasweather conditions,vegetationdensity,andhistoricalfirepatternstodetermine areasathighriskofignition.Byidentifyingthesehotspots,authorities can: Enhanceandoptimizeevacuationplans Byanalyzinghistoricaldata,weatherpatterns,vegetationdensity,and topography,predictiveanalyticscanpinpointareaspronetowildfires. Thisinformationaidsindevelopingevacuationplansthatprioritize vulnerablecommunitiesandensuretimelyevacuations.Predictive modelsalsoconsiderreal-timedata,firebehavior,roadnetworks,and populationdistributiontodeterminethemostefficientevacuation routesandtiming.Thishelpsauthoritiesavoidcongestionandenables thesafeevacuationofresidents. Effectivelyallocateresources Predictiveanalyticscananalyzehistoricalwildfiredata,fuelloads, weatherconditions,andterraintopredictthepotentialintensityand spreadofwildfires.Thisinformationassistsinallocatingfirefighting

4. resources,suchasfireengines,aircraft,andpersonnel,toareaswithresources,suchasfireengines,aircraft,andpersonnel,toareaswith thehighestriskorgreatestneed.Thesemodelscanalsoestimatethe demandforresourceslikefireretardants,water,andfirefighting equipment.Thisenablesagenciestostrategicallypositionandreplenish supplies,ensuringefficientutilizationduringfirefightingoperations. APIs Industries Products Resources Climate Company Login GET APIFOR FREE Implementriskmitigationstrategies Withthehelpofpredictiveanalytics,stakeholderscandevelopearly warningsystemsforwildfires.Thesesystemsprovidetimelyalertsto authoritiesandcommunities,allowingthemtotakeproactivemeasures suchasimplementingfirerestrictions,initiatingcontrolledburns,or issuingevacuationorders.Theycanalsosimulateandpredictthe behaviorandspreadofwildfirestohelpanticipatefiremovements, prioritizeresources,anddeviseeffectivecontainmentstrategies. Remotefiremonitoringusingwildfiremaps Remotefiremonitoringusingfiremapsisacrucialcomponentof modernfirepreventionandmanagementstrategies.Firemapsprovide real-timeinformationaboutthelocation,intensity,andspreadof wildfires. Theprimaryadvantageofremotefiremonitoringisitsabilitytodetect firesearly,evenininaccessibleregions.Satellitesensors,drones,or camerascandetectthepresenceofheatsignatures,smokeplumes, andchangesinvegetationcover,allowingauthoritiestoidentify potentialfireoutbreaksbeforetheyescalateintolarge-scaledisasters. Inarecentstudy,aforest'sfireriskwasassessedusingadvanceddata forearlyfiredetection.Thestudyfocusedonapineforestin Thessaloniki,Greece,pronetowildfires.Thesystemwasevaluated usingrealandsyntheticimagesconvertedtomapsandachievedahigh detectionrateof91.6% forrealfires.Thismethodshowspromisefor monitoring,protecting,anddetectingsuburbanforestfiresin Thessaloniki. Suchoverlayingfiremapswithinformationonairquality,weather conditions,andvulnerableareas,emergencyresponderscanprioritize theireffortsandmakeinformeddecisionsondeployingfirefighting teams,aircraft,andequipment.Thesefiremapsareupdatedinnear real-time,providingadynamicviewoftheevolvingfiresituation.This informationcanbesharedwithmultiplestakeholders,includingfire departments,landmanagementagencies,andlocalcommunities, facilitatingcoordinationandcollaborationinfiresuppressionefforts. Remotefiremonitoringalsoaidsinpost-fireassessmentandrecovery. Bycomparingpreandpost-fireimagery,researchersandlandmanagers canevaluatetheextentofdamage,assessecologicalimpacts,andplan restorationactivities.Thisinformationhelpsinunderstandingthelong- termeffectsofwildfiresandimplementingstrategiestoreducefuture firerisks. Ambee’scutting-edgefireintelligencetohelp achieveyourtargets

5. APIs Industries Products Resources Climate Company Login GET APIFOR FREE AtAmbee,wehavenearreal-timedetectionofwildfiresandmonitoring. Welookatmultiplesatellitedatasourcesandgroundstationsources andcombinethemtogivefirelocationsevery5mins.Using geostationarysatellitesforanyregionmakesthedetectionoffires quickerandmoreaccurate.  Letmeexplainhow– Geostationarysatellitesofferseveraladvantageswhenitcomestofire hotspotdetectionandmonitoringinanyregion.Thoseare: Dedicatedcoveragetoensurethatfirehotspotsareconsistently monitoredwithoutanycoveragegaps. Nearreal-timedatathatallowsimmediatetrackingandmonitoringof firehotspots.Thisinformationcanbeinvaluableforearlyfire detection,rapidresponse,resourceallocation,firebehavior assessment,firespreadprediction,andappropriateresponse strategiesimplementation.  Firedetectionalgorithmsleveragecontextualinformation,suchas spatialpatternsandrelationshipsbetweenneighboringpixels,to improvetheaccuracyoffiredetection.Byconsideringthespatial context,algorithmscanreducefalsepositivesandrefinefirehotspot identification. However,thealgorithmemployedbypolar-orbitingsatellitestodetect wildfiresisdifferent.Theyanalyzetheobservedreflectancevaluesto distinguishfiresignalsfrombackgroundnoise.Theyleveragethe uniquespectralsignaturesoffiresincombinationwithcontextual information.Andtoremovefalsepositivesfromtheirdetections,they groupadjacentpixelswithhighfireactivityandconsiderspatialpatterns todifferentiatefiresfromotherthermalanomalies,suchashotsurfaces orindustrialemissions. Hence,usingacombinationofbothsatellitesources,alongwith governmentstationreports,Ambeeprovidesfirelocationsevery5 minutes.WithaddedtechcapabilitiesofourproprietaryAIandML algorithmsandmergingdatafromvarioustypesofsatellites,weensure ourdataisreliableandaccuratewithoutanyfalsenegatives. Findingtherightplaceforallyourfiredataneeds Harnessingfiredataforearlyfiredetectionandrapidresponsehas immensepotentialtosavelives,protectproperty,andminimizethe devastatingimpactoffires.Ambeeleveragesthepowerofsatellite imagery,IoTdevices,artificialintelligence,andpredictiveanalyticsto providethemostaccuratefiredata.Usingthis,emergencyresponders cangainvaluableinsightsintofirebehavior,enablingproactive strategiesandtimelyinterventions. Ambee’sforestfireAPIprovidesuserswithcriticalinformationonthe location,intensity,andsize,amongotherparameters.Thisalsoincludes comprehensiveairqualitydatathatcanhelpdetectthelingeringeffects oftoxicair.SomeofournewparametersalsoincludetheFireRiskIndex andburnedAreapolygoncoordinates,whichcanbehighlybeneficialto

6. analyzetheburntlocationswithgreaterdepth.Ambee’sforestfireAPIisanalyzetheburntlocationswithgreaterdepth.Ambee’sforestfireAPIis availablegloballyandhasanhourlyrefreshrate. Industries Products Resources Climate APIs Company Login GET APIFOR FREE ReadaboutAmbee’senhancedfireAPIhere.Ifyou’drathertryitout yourself,signupforourAPIdashboard. Ambeealsoprovidesaproductdedicatedtoforestfires.Getacomplete pictureofthistoolandtheintentbehinditsdevelopmentinthisblog: TheDevastatingRisksofGlobalWildfires:HowCanTechnologyHelp? Ambee'svisualizedfiredatainwildfireriskanalyticstool ExploreAmbee’sFireRiskAnalyticsToolforyourself! Ifyouhavesomequeriesorquestions,getintouchorleaveacomment below! Likedwhatyoujustread?Shareitwithafriend. EMAILID Havequestions? Getintouch! EnteryourEmailID MESSAGE Writeyoumessagehere SUBMIT

7. APIs Industries Products Resources Climate Company Login GET APIFOR FREE RelatedPosts Forestfire DataVisualization Engineering Forestfire DataVisualization Insurance Forestfire Ambee’sHistoricalWildfireData: EverythingYouNeedToKnow Enhancedfiredata?Ambee’snew andimprovedforestfireAPI DeepDiveIntoGOESandSentinel SatelliteBandChannels:Features andApplications BarshaSharma BarshaSharma 4 minread 4 minread RomaJain 3 minread Forestfire AirQuality Forestfire TheDevastatingRisksofGlobal Wildfires:HowCanTechnology Help? HowOrganisationsCanUseAir QualityandFireDatatoTackle Fire-RelatedIssues BarshaSharma BarshaSharma 3 minread 5 minread PoweryourClimate ActionswithAmbee TALKTOUS

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