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[Grow with immersive experiences](https://www.verizon.com/business/solutions/accelerate-growth/immersive-experiences/) - [Simplify and secure payment processing](https://www.verizon.com/business/solutions/accelerate-growth/payment-options/) - [Elevate your quick service restaurant](https://www.verizon.com/business/solutions/accelerate-growth/quick-service-restaurant/) - [Secure your business](#)[Secure your business](https://www.verizon.com) Secure your business - [Overview](https://www.verizon.com/business/solutions/secure-your-business/) - [Core to edge network security](https://www.verizon.com/business/solutions/secure-your-business/safeguard-from-core-to-edge/) - [Small business cybersecurity solutions](https://www.verizon.com/business/solutions/secure-your-business/small-business-cybersecurity/) - [Fortify with business continuity solutions](https://www.verizon.com/business/solutions/secure-your-business/continuity/) - [Keep remote workers securely connected](https://www.verizon.com/business/solutions/secure-your-business/remote-continuity/) - [What's new](#)[What's new](https://www.verizon.com) What's new - [Data Breach Investigations Report](https://www.verizon.com/business/resources/reports/dbir/) - [Verizon Business Marketplace](https://www.verizon.com/business/solutions/marketplace/) - [Go to all solutions](https://www.verizon.com/business/solutions/) Insights Insights [Insights](https://www.verizon.com) Insights - [Why Verizon](#)[Why Verizon](https://www.verizon.com) Why Verizon - [Why choose us](https://www.verizon.com/business/why-verizon/) - [Executive Briefing Program](https://www.verizon.com/business/why-verizon/executive-briefing-program/) - [Looking Glass](https://www.verizon.com/business/why-verizon/looking-glass/) - [Awards and recognition](https://www.verizon.com/business/why-verizon/industry-awards-and-recognition/) - [Events and webinars](#)[Events and webinars](https://www.verizon.com) Events and webinars - [Enterprise](https://www.verizon.com/business/resources/events/enterprise/) - [Small Business](https://www.verizon.com/business/resources/events/small-business/) - [Public Sector](https://www.verizon.com/business/resources/events/public-sector/) - [All events and webinars](https://www.verizon.com/business/resources/events/) - [Popular topics](#)[Popular topics](https://www.verizon.com) Popular topics - [Distance learning](https://www.verizon.com/business/resources/distance-learning/) - [5G Edge and why it matters](https://www.verizon.com/business/resources/edge/) - [Healthcare](https://www.verizon.com/business/resources/healthcare/) - [Improving CX](https://www.verizon.com/business/resources/improving-cx/) - [Network as a Service](https://www.verizon.com/business/resources/network-as-a-service/) - [New workplace](https://www.verizon.com/business/resources/new-workplace/) - [Public safety](https://www.verizon.com/business/resources/public-safety/) - [Security strategies](https://www.verizon.com/business/resources/security-strategy/) - [Scaling AI](https://www.verizon.com/business/resources/scaling-ai/) - [Featured resources](#)[Featured resources](https://www.verizon.com) Featured resources - [Data Breach Investigations Report](https://www.verizon.com/business/resources/reports/dbir/) - [Mobile Security Index report](https://www.verizon.com/business/resources/reports/mobile-security-index/) - [Payment Security Report](https://www.verizon.com/business/reports/payment-security-report/) - [Gartner recognition](https://www.verizon.com/business/why-verizon/recognition/gartner/) - [Verizon Partner Network](https://www.verizon.com/business/resources/partner-network/) - [Customer success stories](#)[Customer success stories](https://www.verizon.com) Customer success stories - [$3.4B in retail sales with Verizon](https://www.verizon.com/business/resources/customer-success-stories/iot-connectivity-unattended-retail-operations/) - [City of Irving's priority connection](https://www.verizon.com/business/resources/customer-success-stories/5g-network-slicing-public-safety/) - [Supporting school safety](https://www.verizon.com/business/resources/customer-success-stories/status-solutions-network-school-safety-technology/) - [NHL's innovative Verizon partnership](https://www.verizon.com/business/resources/customer-success-stories/nhl-deployed-private-wireless-network/) - [All stories](https://www.verizon.com/business/resources/customer-success-stories/) - [All insights](https://www.verizon.com/business/resources/) [Log In](https://mblogin.verizonwireless.com/account/business/signin) Close [](https://www.verizon.com/business/support/carts/) [](https://www.verizon.com/business/ "Verizon Business") [Log In](https://mblogin.verizonwireless.com/account/business/signin) Close [](https://www.verizon.com/business/support/carts/) Close [Business](https://www.verizon.com/business/) [Personal](https://www.verizon.com/) Mobile Mobile [Mobile](https://www.verizon.com) - [Mobile plans](#) [Mobile plans](https://www.verizon.com/business/resources/articles/s/how-forest-fire-machine-learning-enables-faster-response/) - [Shop all plans](https://www.verizon.com/business/products/mobile/plans/) - [My Biz Plan](https://www.verizon.com/business/products/mobile/plans/my-biz/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Verizon Business Complete](https://www.verizon.com/business/products/mobile/plans/business-complete/) - [Device protection](https://www.verizon.com/business/products/mobile/plans/device-protection/) - [International services](https://www.verizon.com/business/products/plans/international/) - [TravelPass](https://www.verizon.com/business/products/plans/international/travel/#plan-options) - [Go to all mobile](https://www.verizon.com/business/products/mobile/) - [Phones](#) [Phones](https://www.verizon.com/business/resources/articles/s/how-forest-fire-machine-learning-enables-faster-response/) - [Shop all phones & devices](https://www.verizon.com/business/shop/products/devices/all-devices) - [Smartphones](https://www.verizon.com/business/shop/products/devices/smartphones) - [Bring your own device](https://www.verizon.com/business/shop/products/devices/smartphones/byod) - [Smartphone as a Service](https://www.verizon.com/business/products/mobile/plans/business-complete/) - [Rugged phones](https://www.verizon.com/business/products/mobile/rugged-phones/) - [Certified pre-owned devices](https://www.verizon.com/business/shop/products/devices/certified-pre-owned) - [Basic phones](https://www.verizon.com/business/shop/products/devices/basic-phones) - [Desk and conference phones](https://www.verizon.com/business/shop/products/devices/deskphones) - [Trade in your device](https://www.verizon.com/business/products/mobile/trade-in/) - [Connected devices](#) [Connected devices](https://www.verizon.com/business/resources/articles/s/how-forest-fire-machine-learning-enables-faster-response/) - [Shop all devices](https://www.verizon.com/business/shop/products/devices/all-devices) - [Tablets](https://www.verizon.com/business/shop/products/devices/tablets) - [Laptops](https://www.verizon.com/business/products/mobile/laptops/) - [Mobile hotspots](https://www.verizon.com/business/shop/products/devices/mobile-hotspots) - [5G devices](https://www.verizon.com/business/shop/products/devices/5g) - [Smartwatches](https://www.verizon.com/business/shop/products/devices/smart-watches) - [Public Sector devices](https://www.verizon.com/business/products/mobile/public-sector/) - [Deals](#) [Deals](https://www.verizon.com/business/resources/articles/s/how-forest-fire-machine-learning-enables-faster-response/) - [Shop all deals](https://www.verizon.com/business/products/mobile/deals/) - [Internet and mobile bundle](https://www.verizon.com/business/products/internet/deals/wireless-internet-phone-bundle/) - [Veteran and military offers](https://www.verizon.com/business/products/deals/discounts/military/) - [Brands](#) [Brands](https://www.verizon.com/business/resources/articles/s/how-forest-fire-machine-learning-enables-faster-response/) - [Apple](https://www.verizon.com/business/products/mobile/apple/) - [Samsung](https://www.verizon.com/business/products/mobile/samsung/) - [Google](https://www.verizon.com/business/products/mobile/google/) Internet Internet [Internet](https://www.verizon.com) - [Business Internet](#) [Business Internet](https://www.verizon.com/business/resources/articles/s/how-forest-fire-machine-learning-enables-faster-response/) - [Shop all Business Internet](https://www.verizon.com/business/products/internet/) - [Check internet availability](https://www.verizon.com/foryoursmallbiz/Internet) - [Fios Business Internet](https://www.verizon.com/business/products/internet/fios/) - [5G Business Internet](https://www.verizon.com/business/products/internet/5g/) - [LTE Business Internet](https://www.verizon.com/business/products/internet/lte/) - [Backup and Flexible Use Internet](https://www.verizon.com/business/products/internet/backup-failover/) - [Business Internet On-the-Go](https://www.verizon.com/business/products/internet/portable-internet/) - [More](#) [More](https://www.verizon.com/business/resources/articles/s/how-forest-fire-machine-learning-enables-faster-response/) - [Internet Dedicated](https://www.verizon.com/business/products/internet/internet-dedicated/) - [Business Broadband](https://www.verizon.com/business/products/internet/business-broadband/) - [Internet speed test](https://www.verizon.com/business/products/internet/business-speed-test/) - [TechTeam support](https://www.verizon.com/business/products/internet/techteam/) - [Internet usage calculator](https://www.verizon.com/business/products/networks/connectivity/lte-business-internet/lte-internet-usage-calculator/) - [Equipment and devices](#) [Equipment and devices](https://www.verizon.com/business/resources/articles/s/how-forest-fire-machine-learning-enables-faster-response/) - [Jetpacks and hotspots](https://www.verizon.com/business/shop/products/devices/mobile-hotspots) - [Routers & extenders](https://www.verizon.com/business/products/internet/routers-network-extenders/) - [TV](#) [TV](https://www.verizon.com/business/resources/articles/s/how-forest-fire-machine-learning-enables-faster-response/) - [Fios TV](https://www.verizon.com/business/products/business-tv/) - [Deals](#) [Deals](https://www.verizon.com/business/resources/articles/s/how-forest-fire-machine-learning-enables-faster-response/) - [Shop all deals](https://www.verizon.com/business/products/internet/deals/) - [Internet and mobile bundle](https://www.verizon.com/business/products/internet/deals/wireless-internet-phone-bundle/) - [Veteran and military offers](https://www.verizon.com/business/products/deals/discounts/military/) Solutions Solutions [Solutions](https://www.verizon.com) Solutions - [Products](#)[Products](https://www.verizon.com) Products - [Mobile](#)[Mobile](https://www.verizon.com) Mobile - [Shop all mobile](https://www.verizon.com/business/products/mobile/) - [Shop all deals](https://www.verizon.com/business/products/mobile/deals/) - [Mobile plans](https://www.verizon.com/business/products/mobile/plans/) - [Rugged phones](https://www.verizon.com/business/products/mobile/rugged-phones/) - [Push to Talk Plus](https://www.verizon.com/business/products/mobile/push-to-talk-plus/) - [Connected laptops](https://www.verizon.com/business/products/mobile/laptops/) - [Apple](https://www.verizon.com/business/products/mobile/apple/) - [Samsung](https://www.verizon.com/business/products/mobile/samsung/) - [Google](https://www.verizon.com/business/products/mobile/google/) - [Internet](#)[Internet](https://www.verizon.com) Internet - [Shop all deals](https://www.verizon.com/business/products/internet/deals/) - [Business Internet](https://www.verizon.com/business/products/internet/) - [Check internet availability](https://www.verizon.com/foryoursmallbiz/Internet) - [Routers & extenders](https://www.verizon.com/business/products/internet/routers-network-extenders/) - [Fios TV](https://www.verizon.com/business/products/internet/business-tv/) - [Tech support](https://www.verizon.com/business/products/internet/service-protection-plan/) - [Internet speed test](https://www.verizon.com/business/products/internet/business-speed-test/) - [Internet security solution](https://www.verizon.com/business/products/security/network-cloud-security/business-internet-security/) - [Network](#)[Network](https://www.verizon.com) Network - [Overview](https://www.verizon.com/business/products/networks/) - [Connectivity innovations](https://www.verizon.com/business/resources/lp/connectivity-innovations/) - [Managed network services](https://www.verizon.com/business/products/networks/managed-network-services/) - [Virtual network services](https://www.verizon.com/business/products/networks/virtual-network-services/) - [Connectivity](https://www.verizon.com/business/products/networks/connectivity/) - [On Site 5G & Edge](https://www.verizon.com/business/products/networks/on-site-5g/) - [CPE and Subscription Services](https://www.verizon.com/business/products/networks/cpe-and-subscription-services/) - [Security](#)[Security](https://www.verizon.com) Security - [Overview](https://www.verizon.com/business/products/security/) - [DDoS Shield](https://www.verizon.com/business/products/security/network-cloud-security/ddos-shield/) - [Secure Access Service Edge (SASE)](https://www.verizon.com/business/products/security/network-cloud-security/sase-management/) - [Managed Security Services](https://www.verizon.com/business/products/security/network-cloud-security/security-device-monitoring-management/) - [Business Internet Secure](https://www.verizon.com/business/products/security/business-internet-secure/) - [Verizon Business Internet Security](https://www.verizon.com/business/products/security/network-cloud-security/business-internet-security/) - [Verizon Business Mobile Internet Security](https://www.verizon.com/business/products/security/network-cloud-security/mobile-internet-security/) - [Mobile Device Management](https://www.verizon.com/business/products/security/mobile-device-management/) - [Mobile Threat Defense](https://www.verizon.com/business/products/security/mobile-threat-defense/) - [Business Mobile Secure Plus](https://www.verizon.com/business/products/security/business-mobile-secure-plus/) - [Voice and collaboration](#)[Voice and collaboration](https://www.verizon.com) Voice and collaboration - [Overview](https://www.verizon.com/business/products/voice-collaboration/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Webex Cloud Communications](https://www.verizon.com/business/products/voice-collaboration/webex-cloud-communications/) - [Verizon Calling Solutions for Microsoft Teams](https://www.verizon.com/business/products/voice-collaboration/microsoft-teams/) - [VoIP phone services](https://www.verizon.com/business/products/voice-collaboration/voip/) - [Business & Enterprise Messaging](https://www.verizon.com/business/products/voice-collaboration/business-sms-solutions/) - [Business Assistant](https://www.verizon.com/business/solutions/ai-business-assistant/) - [Plain Old Telephone Service](https://www.verizon.com/business/products/voice-collaboration/plain-old-telephone-service-replacement/) - [Contact centers and CX](#)[Contact centers and CX](https://www.verizon.com) Contact centers and CX - [Overview](https://www.verizon.com/business/products/contact-center-cx/) - [Cloud contact center](https://www.verizon.com/business/products/contact-center-cx/cloud-contact-center/) - [Voice security](https://www.verizon.com/business/products/contact-center-cx/voice-security/) - [Customer engagement](https://www.verizon.com/business/products/contact-center-cx/customer-engagement/) - [Voice services](https://www.verizon.com/business/products/contact-center-cx/voice-services/) - [Voice API solutions](https://www.verizon.com/business/products/contact-center-cx/voice-api/) - [Internet of Things](#)[Internet of Things](https://www.verizon.com) Internet of Things - [Overview](https://www.verizon.com/business/products/internet-of-things/) - [IoT devices](https://www.verizon.com/business/products/internet-of-things/devices/) - [IoT networks](https://www.verizon.com/business/products/internet-of-things/iot-networks/) - [5G Standalone & RedCap](https://www.verizon.com/business/products/internet-of-things/iot-networks/5g-standalone-redcap/) - [IoT platform (ThingSpace) and services](https://www.verizon.com/business/products/internet-of-things/iot-platform-and-services/) - [IoT applications](https://www.verizon.com/business/products/internet-of-things/iot-applications/) - [IoT Satellite Connectivity](https://www.verizon.com/business/products/internet-of-things/satellite-connectivity/) - [Fleet management](https://www.verizonconnect.com?utm_medium=referral&utm_source=verizon&lead=verizonReferral) - [5G Edge](#)[5G Edge](https://www.verizon.com) 5G Edge - [Overview](https://www.verizon.com/business/products/5g-edge/) - [Accelerated Access facial authentication](https://www.verizon.com/business/products/5g-edge/accelerated-access/) - [Crowd Analytics](https://www.verizon.com/business/products/5g-edge/crowd-analytics/) - [Go to all products](https://www.verizon.com/business/products/) - [Industry](#)[Industry](https://www.verizon.com) Industry - [Construction](#)[Construction](https://www.verizon.com) Construction - [Overview](https://www.verizon.com/business/solutions/industry/construction/) - [Future-ready worksites](https://www.verizon.com/business/solutions/industry/construction/future-ready-worksites/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/construction/efficient-operations/) - [Connected workforces](https://www.verizon.com/business/solutions/industry/construction/connected-workforces/) - [Data security](https://www.verizon.com/business/solutions/industry/construction/security-for-workforces-digital-data/) - [Healthcare](https://www.verizon.com/business/solutions/industry/healthcare/) - [Automotive](#)[Automotive](https://www.verizon.com) Automotive - [Overview](https://www.verizon.com/business/solutions/industry/automotive/) - [Connected vehicles](https://www.verizon.com/business/solutions/industry/automotive/autonomous-connected-vehicles/) - [Unified technology](https://www.verizon.com/business/solutions/industry/automotive/autonomous-vehicle-deployment-solutions/) - [Immersive vehicle experiences](https://www.verizon.com/business/solutions/industry/automotive/immersive-customer-vehicle-experiences/) - [Data security](https://www.verizon.com/business/solutions/industry/automotive/protecting-vehicle-and-customer-data/) - [Manufacturing](#)[Manufacturing](https://www.verizon.com) Manufacturing - [Overview](https://www.verizon.com/business/solutions/industry/manufacturing/) - [Enabling Industry 4.0](https://www.verizon.com/business/solutions/industry/manufacturing/smart-manufacturing-and-industry-4-0/) - [Improving your productivity](https://www.verizon.com/business/solutions/industry/manufacturing/connected-factories/) - [Enhancing your security](https://www.verizon.com/business/solutions/industry/manufacturing/data-protection-and-privacy-solutions/) - [Empowering your workforce](https://www.verizon.com/business/solutions/industry/manufacturing/connected-workforce/) - [Distribution & logistics](https://www.verizon.com/business/solutions/industry/distribution-logistics/) - [Retail](#)[Retail](https://www.verizon.com) Retail - [Overview](https://www.verizon.com/business/solutions/industry/retail/) - [Enterprise connectivity](https://www.verizon.com/business/solutions/industry/retail/digital-connectivity-in-business/) - [Enhanced customer experiences](https://www.verizon.com/business/solutions/industry/retail/enhancing-customer-experiences/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/retail/operational-efficiency-with-iot/) - [Data protection](https://www.verizon.com/business/solutions/industry/retail/protecting-customer-payment-and-company-data/) - [Financial](#)[Financial](https://www.verizon.com) Financial - [Overview](https://www.verizon.com/business/solutions/industry/financial/) - [Better infrastructure](https://www.verizon.com/business/solutions/industry/financial/building-a-better-infrastructure/) - [Protect critical data Data security](https://www.verizon.com/business/solutions/industry/financial/protecting-critical-financial-data/) - [Personalized customer experiences](https://www.verizon.com/business/solutions/industry/financial/improving-customer-experience/) - [Real-time innovation](https://www.verizon.com/business/solutions/industry/financial/real-time-innovation/) - [Media & entertainment](#)[Media & entertainment](https://www.verizon.com) Media & entertainment - [Overview](https://www.verizon.com/business/solutions/industry/media-entertainment/) - [Intelligent venues](https://www.verizon.com/business/solutions/industry/media-entertainment/intelligent-venues-and-arenas/) - [Connected athletes](https://www.verizon.com/business/solutions/industry/media-entertainment/connected-athletes/) - [Enhance experiences](https://www.verizon.com/business/solutions/industry/media-entertainment/enhancing-customer-venue-experiences/) - [Data and IP protection](https://www.verizon.com/business/solutions/industry/media-entertainment/protect-ip-and-data/) - [Energy & utilities](#)[Energy & utilities](https://www.verizon.com) Energy & utilities - [Overview](https://www.verizon.com/business/solutions/industry/energy-and-utilities/) - [Connected smart grids](https://www.verizon.com/business/solutions/industry/energy-and-utilities/smart-grids/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/energy-and-utilities/operation-efficiencies/) - [Data security](https://www.verizon.com/business/solutions/industry/energy-and-utilities/safeguarding-data/) - [Enhanced customer experiences](https://www.verizon.com/business/solutions/industry/energy-and-utilities/differentiated-cx/) - [Public Sector](#)[Public Sector](https://www.verizon.com) Public Sector - [Overview](https://www.verizon.com/business/solutions/public-sector/) - [Education](https://www.verizon.com/business/solutions/public-sector/education/) - [Federal Government](https://www.verizon.com/business/solutions/public-sector/federal-government/) - [Public Safety](https://www.verizon.com/business/solutions/public-sector/public-safety/) - [State & Local Government](https://www.verizon.com/business/solutions/public-sector/state-local-government/) - [All Industries](https://www.verizon.com/business/solutions/industry/) - [Small business](#)[Small business](https://www.verizon.com) Small business - [Overview](https://www.verizon.com/business/solutions/small-business/) - [Business Unlimited plans](https://www.verizon.com/business/products/mobile/plans/business-unlimited/) - [Business internet](https://www.verizon.com/business/products/internet/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Verizon Business Marketplace](https://www.verizon.com/business/solutions/marketplace/) - [Business Assistant](https://www.verizon.com/business/solutions/ai-business-assistant/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Enterprise](#)[Enterprise](https://www.verizon.com) Enterprise - [Overview](https://www.verizon.com/business/solutions/enterprise/) - [Connectivity innovations](https://www.verizon.com/business/resources/lp/connectivity-innovations/) - [Verizon AI Connect](https://www.verizon.com/business/solutions/ai-connect/) - [Verizon Mobile for Microsoft Teams](https://www.verizon.com/business/products/voice-collaboration/microsoft-teams/unified-mobile/) - [On Site 5G & Edge](https://www.verizon.com/business/products/networks/on-site-5g/) - [5G Edge computing](https://www.verizon.com/business/solutions/business-intelligence/edge-computing/) - [Supercharge your IT with 5G](https://www.verizon.com/business/solutions/it-infrastructure/5g/) - [Better infrastructure](https://www.verizon.com/business/solutions/build-a-better-infrastructure/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Public Sector](#)[Public Sector](https://www.verizon.com) Public Sector - [Overview](https://www.verizon.com/business/solutions/public-sector/) - [DBIR for Public Sector](https://www.verizon.com/business/resources/reports/2024-dbir-public-sector-snapshot.pdf) - [Security](https://www.verizon.com/business/products/security/) - [Public Sector devices](https://www.verizon.com/business/products/mobile/public-sector/) - [Education](https://www.verizon.com/business/solutions/public-sector/education/) - [Federal Government](https://www.verizon.com/business/solutions/public-sector/federal-government/) - [Public Safety](https://www.verizon.com/business/solutions/public-sector/public-safety/) - [State & Local Government](https://www.verizon.com/business/solutions/public-sector/state-local-government/) - [Business Needs](#)[Business Needs](https://www.verizon.com) Business Needs - 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Artificial intelligence (AI) for forest fire prediction plays a vital role in preparing for and responding to wildfires.  A review of forest fire machine learning applications in wildfire science and management by the journal [Environmental Reviews](https://cdnsciencepub.com/doi/10.1139/er-2020-0019) identifies the following key areas of study and problem domains: - Fuels characterization, fire detection and mapping - Fire weather and climate change - Fire occurrence, susceptibility and risk - Fire behavior prediction - Fire effects - Fire management Machine learning isn't just [changing the business world](https://www.uschamber.com/co/run/technology/machine-learning-impact-on-business) it is also helping [public safety outcomes](https://www.americancityandcounty.com/2021/12/20/the-role-ai-and-machine-learning-play-in-enhancing-public-safety/). Data gathered by Internet of Things (IoT) sensors, drones, satellites and historical data maps are helping to create new fire detection methodologies powered by ML, which are helping to aid in both forest fire prediction and with boots-on-the-ground fire responses. ## The cost of forest fires Forest fires can have a massive and lasting impact on communities, both in economic and social terms. For example, the 2018 California forest fires are estimated to have [cost the US economy $148.5 billion](https://www.ucl.ac.uk/news/2020/dec/full-cost-californias-wildfires-us-revealed).   The [National Interagency Fire Center (NIFC)](https://www.nifc.gov/fire-information/statistics) is the nation’s support center for wildland fires and other emergency situations and it is composed of partners that work together to compile information about the current wildfire situation along with statistics that encompass lands managed by federal, state, local, tribal, and private agencies. Forests, shrubland and grassland cover more than [half of the land area](https://www.mrlc.gov/data/statistics/national-land-cover-database-2019-nlcd2019-statistics-2016) in the U.S. These ecosystems are important environmental and economic resources. Increased temperatures and drought due to climate change [threaten to increase the frequency](https://www.epa.gov/climate-indicators/climate-change-indicators-wildfires), extent and severity of fires. Multiple studies have found that climate change has already caused an increase in wildfire season length, frequency and burned area.  Wildfires are estimated to cause [more than 33,000 deaths](https://www.usnews.com/news/health-news/articles/2021-09-09/wildfires-cause-more-than-33-000-deaths-globally-each-year) each year globally. As the impact of wildfires continues to rise, some public sector agencies are facing [challenging budgetary circumstances](https://www.washingtonpost.com/climate-environment/2021/07/01/underpaid-firefighters-overstretched-budgets-us-isnt-prepared-fires-fueled-by-climate-change/). Technological advancements in forest fire prediction have the potential to  help solve both issues. ## How forest fire prediction works [Modern wildfire prediction](https://www.cnet.com/news/nvidia-and-lockheed-martin-plan-to-fight-forest-fires-with-ai-heres-how/) goes far  beyond simply stopping fires—it can also be vital in choosing where to begin and how to tackle fires, determining what vehicles and equipment should be needed, and how to best evacuate individuals in its path. To demonstrate the range of data available for forest fire prediction, consider the US Forest Service Predictive Services team [uses of data such as](https://www.fs.usda.gov/science-technology/fire/forecasting): - Fire weather and climate data, including drought and precipitation indexes and climate modeling - National Interagency Fire Center statistics on historical wildfires - Fuels and fire danger - Mapping and satellite imagery - On-the-ground intelligence provided by firefighters and other local officials Researchers working on predicting forest fires are [using drones](https://www.reuters.com/business/environment/wildfires-hit-us-west-researchers-work-with-drones-help-forecast-fires-2021-07-01/) that carry instruments with the ability to capture and measure useful data such as temperature, humidity, location, wind speed and direction. [IoT sensors](https://www.ijitee.org/wp-content/uploads/papers/v9i6/F3914049620.pdf) can also measure relevant metrics such as humidity, temperature, rainfall rates, soil moisture, wind speed and direction. This data is then aggregated to build models designed to determine where fire impacts are more likely to happen. ## Modern fire detection and the programs that drive them Pilot programs are popping up all over the western half of the country to push the boundaries of modern fire detection, such as a camera system in northern California that uses cellular technology and rotating, high-definition cameras to snap 10 hi-def images of the surrounding landscape every 60 seconds to produce 360-degree views of up to 10 miles.  Using a time-lapse video stream, this solution scours the landscapes for wisps of smoke or other potential signs of fires. [ALERTWildfire](https://www.alertwildfire.org/) is a modern solution that delivers 24/7 monitoring, real-time data streams and automated email and text alerts for critical incidents. These tools will help firefighters and first responders to discover and locate fires, monitor fire behavior, scale resources, and help with evacuations.  The monitoring system will back up the county’s existing network of wildfire detection cameras, which monitor the region around the clock, to not just help to spot wildfires but also to help predict how they will spread.  County officials are happy with the upgraded system, although challenges remain, such as distinguishing between planned/permitted burns and wildfires. In New Mexico, imagery from two U.S. weather satellites helped detect at least 6,000 fires.  Images are searched for signs of smoke and hot spots, indicated by shifts in infrared data that could signal the outbreak of a fire.  Several algorithms that ran reported that [the AI could successfully identify fires in 97% of the images](https://medium.com/descarteslabs-team/putting-our-wildfire-detector-to-work-in-new-mexico-799989efdf2c), analyzing factors such as: - Spatial context to determine if the fire is hotter than its surroundings - What the area looks like without a fire to see if it's changed - Areas that are unexpectedly hot compared to historical temperatures If the algorithm detects a wildfire, it alerts the New Mexico Forestry Department, and the whole process from beginning to end takes approximately nine minutes. ## Fire and smoke maps Much of the [heat mapping](https://firms.modaps.eosdis.nasa.gov/map/) and smoke analysis performed today is [through infrared satellite imagery and AI](https://fire.airnow.gov/).  Drones have also helped to aid in the detection and mapping of wildfires.  For example, [emergency services](https://www.ksby.com/weather/fire-watch/paso-robles-firefighters-using-a-drone-to-detect-fires-in-the-riverbed) in California have used thermal sensors to detect fires in early stages or in remote areas.  Cameras are being used to help spot dry vegetation likely to be sparked by lightning and paired with AI, detailed wildfire maps can be created to help track and forecast fires. ## Forest fire machine learning technology The rise of [IoT sensors](https://www.verizon.com/business/products/internet-of-things/), [drones](https://www.verizon.com/about/news/era-cellular-connected-drone-has-arrived), smart cameras, satellites, and more has not just [helped](https://theconversation.com/bringing-tech-innovation-to-wildfires-4-recommendations-for-smarter-firefighting-as-megafires-menace-the-us-162178) technology and fire experts converge, it has also created an enormous amount of data. [Improvements in computing power](https://www.cnet.com/tech/services-and-software/features/mapping-a-wildfires-path-is-getting-easier-thanks-to-computers/) have been key reasons for the enhancements in forest fire machine learning and modeling.  Virtual and augmented reality are other relevant technologies that can help create simulations for real-time decision-making and could soon allow firefighters and other officials to [visualize machine learning predictions](https://www.cnet.com/news/nvidia-and-lockheed-martin-plan-to-fight-forest-fires-with-ai-heres-how/) in relation to the relevant landscape. While collecting data is crucial for forest fire machine learning purposes, quickly disseminating and assessing the data, for instance, with [edge computing](https://www.verizon.com/business/solutions/5g/edge-computing/), will be crucial to enabling rapid response, helping first responders to combat fires and evacuate those in the path of danger.  Advances in connectivity, like the expansion of [5G coverage](https://www.verizon.com/about/news/verizon-has-best-5g-network-america), will continue to power solutions that make it easier for public safety officials to do their primary job: saving lives. Learn more about how Verizon helps respond to western wildfires.   *The author of this content is a paid contributor for Verizon.* [](https://www.verizon.com) ## Let’s connect ArgentinaAustraliaAustriaBelgiumBrazilCanadaChileChinaColombiaCosta RicaDenmarkFinlandFranceGermanyHong KongIndiaIrelandItalyJapanKoreaLuxembourgMexicoNetherlandsNew ZealandNorwayPanamaPortugalSingaporeSpainSwedenSwitzerlandTaiwanUnited KingdomUnited StatesVenezuela Call sales [888-789-1223](tel:8887891223) Chat with us [Start live chat](https://www.verizon.com#chat) Have us contact you [Request a call](https://www.verizon.com/business/contact/request-consultation/) Get updates [Sign up for insights](https://www.verizon.com/business/opt-in) Already have an account?   [Log in](https://mblogin.verizonwireless.com/account/business/signin)[Explore support](https://www.verizon.com/business/support/) ## Join the conversation. Subscribe to get expert tips and information from Verizon. 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