X, the moonshot factory’s Post

So much devastation, and so sad :'-( Thanks for the amazing analysis. it is models like this that matter the most for #disasterresponse and #planning. It is great to hear that our #CivilAirPatrol can accomplish a ML model like this in a short period of time. #FEMA #machinelearning #damages #damagereduction #geospatial #mauistrong #mauifires #lahainastrong #lahainafire #maui

Its been a very busy few days for the United States Air Force Civil Air Patrol Geospatial Team. At the request of FEMA on Wednesday, we began making damage assessments for the terrible fire in Lahaina, Maui. Initially using open-source videos and imagery, we began making assessments in FEMAs Esri Geospatial Damage Assessment Tool. There were none of the traditional sources of imagery at this point. By that Wed evening we had identified hundreds of destroyed homes. Thursday morning, we were able to leverage Maxar Technologies and Planet satellite imagery provided through their X (formally Twitter) posts and through the Maxar/National Geospatial-Intelligence Agency Global-Enhanced Geospatial Deliver(G-GED) system. Leveraging all sources, we identified almost 1,700 destroyed structures, and completed all assessments within 24hrs; under the 72hr requirement desired by FEMA. The teams quick efforts enabled the expedited Presidential Disaster Declaration for Hawaii. It will also enable needed funds for victims of the disaster. Yesterday and today, leveraging Civil Air Patrol imagery collected by the Hawaii Wing Civil Air Patrol, and Maxar imagery, we completed the assessments for the Kula fire, also on Maui. Luckily the extent of the damage was not as bad as in Lahaina, but still sad to see. Update 13 Aug: Thanks to Vexcel Imaging for providing high-resolution airborne imagery to FEMA. Based on their imagery, we did another review of all structures. It has allowed us to see damage smaller than we were able to before, and change the classification of damage to numerous other structures. The damage to Lahaina is devastating, and is a reminder of my personal experience with the Oakland Hills Fire in 1991 which nearly burned my high-school down and affected many of my close friends. Although heartbreaking, I'm happy that our team has the ability to help serve and provide critical support to our fellow Americans. #gis #geospatial #geospatialtechnology #geospatialintelligence #disasterresponse #disasterresponse #disaster #imagery #opensource #helpingothers #disasterrecovery #disasterrelief #geospatialdata #airforce #firefighting #firedamage #firerescue

Once again the United States Air Force Civil Air Patrol Geospatial Team stepped up to the plate to help FEMA and our fellow Americans. After the deadly tornadoes hit Tennessee this past weekend, a small team of CAP members along with FEMA and FEMA Corps members conducted geospatial damage assessments. A major difference for this response was how the assessments were completed. For the first time, we had no official airborne imagery to use. First, assessments were made using open-source videos including ground and drone videos and images. This began within minutes of the storms having hit. Next, a large percentage of assessments were completed using ground based images taken on geospatial apps by the Tennessee Emergency Management Agency ground teams and the NOAA: National Oceanic & Atmospheric Administration, National Weather Service ground teams. Last, we were able to use Maxar Technologies satellite imagery provided by the National Geospatial-Intelligence Agency Global-Enhanced Geospatial Delivery (G-EGD) system, but only for the area around Hendersonville, TN. Each tornado, fire, and hurricane this year has been different in how we've had to work and shows the flexibility and skills of the all-volunteer CAP team members. That being said, I'm extremely proud of the teamwork shown among all of the teams, companies, and government agencies that worked together this year. We've truly made a difference! #geospatial #geospatialtechnology #geospatialdata #geospatialanalysis #imagery #disasterresponse #disasterrecovery #disastermanagement #disaster #gis #giscommunity #gisanalyst #innovation #team #teamwork #helpingothers #tennessee #tornado #grateful #volunteersmakeadifference #volunteer

When disaster strikes, aerial imagery and wide-scale location intelligence provide insights that can help generate faster, more accurate decisions. As Australia approaches another record-breaking summer marked by potentially severe flooding and bushfire events, the Nearmap team watches closely to monitor the situation. Discover why government authorities, responders, emergency services, insurers, and others rely on high-resolution imagery captured by aircraft to understand the extent of damage in more detail. Read here: https://lnkd.in/g5DuXbqr #ImpactResponse #AerialImagery #LocationIntelligence

When Civil Air Patrol, FEMA, National Guard Bureau, Google, X Development, Bellwether, and Defense Innovation Unit (DIU) work together to improve the speed of disaster response, great things can happen. This is a really cool #geospatial technology for NGB and others to use and make damage assessments faster. A large challenge when looking at Oblique imagery is just figuring out what you're looking at. Our damage assessment team in CAP has run into this numerous times. AI models are great when looking at Nadir imagery to create automated assessments, oblique imagery is a whole other challenge. This is a solution to that problem. https://lnkd.in/ejBj2qEt #GIS #disasteresponse #disasterresponse #AirForce #innovation

First, I would like to thank CRASAR board members Robin Murphy and David Merrick for supporting this initiative over the years. I'd also like to extend my gratitude to Esri, and specifically to Ryan Lanclos, Jeff Baranyi, Kelsey Myers, Stuart Rucker, Jay Mullen and many others at the organization, for inviting us to share our experiences on how small Unmanned Aerial Systems (sUAS) serve as invaluable tools for accelerating community recovery. These sUAS are augmented by the capabilities of remote sensing and geointelligence (GEOINT), made even more powerful by the integration of ESRI's technologies. While many perceive drones and emergency management as relatively new phenomena, the truth is that they have long been part of our arsenal. Under Disaster Robotics at CRASAR, we have been employing robotic technology in Search and Rescue missions since 9/11. In fact, an Unmanned Aerial Vehicle (UAV) was first used for damage assessment in New Orleans following Hurricane Katrina in 2005. The field has evolved substantially since then, and while there is increasing focus on Drones as First Responders (DFR), it is the on-the-ground applications that truly accelerate and enhance community resilience. Without ESRI's steadfast support over the years, we wouldn't have been able to deliver mission-critical data so expediently. Now, instead of waiting for days, Incident Commanders can access crucial information within minutes, enabling timely and effective decision-making. What's next is bringing all the tools to the table, starting with Disaster Situational Assessment and Reconnaissance (DSAR), a program developed by Chief Scott Olsen of the Boone County Fire District/Missouri Task Force 1. This advanced Recon Damage Assessment system delivers information in near real-time, whether for local incidents or large-scale disasters like Hurricane Ian. DSAR enables the seamless integration of Remote Sensing, Command, and GEOINT in a mobile solution. This innovation empowers forward teams to conduct faster reconnaissance, regardless of the source of sensor data—be it from Satellites, Manned Aircraft, sUAS, Ground-Based Sensors, or Open Source Intelligence (OSINT). All this data is consolidated into one location equipped with a full suite of GIS capabilities and analysts to assess the incident comprehensively. Without Chief Olsen's vision for assisting with near real-time data and analyses for Urban Search and Rescue teams during responses, this could be a game-changer. Not only does it have the potential to transform Urban Search and Rescue teams, but it could also be revolutionary for SUSAR (State Urban Search and Rescue Teams). We are learning every day how to make improvements and carry the ball forward to assist. #drone2map #arcgisonline #arcgispro #remotesensing #geoint #osint #osintforgood #realtime #situationalawareness #gis #suas #dronesforgood #reslience #ics #esri #fsu #tamu

🌊 Join us for the Society of American Military Engineers webinar on HydrologiX! 📆 Mark your calendars for Wednesday, September 27th, 2023, at 12:00 PM EDT. In an era where understanding flood risks is paramount, this webinar is your gateway to enhanced situational awareness and impact assessment for operational military planners, along with an elevated threat response capability. HydrologiX, our cutting-edge platform, harnesses local and regional geospatial data, including LiDAR-based measurements, water level and precipitation data, and point source pollution areas, to predict potential threats within a watershed. 🌧️💧 This technology enables us to implement health protection measures, such as mosquito and vector-disease control, in a more targeted and effective manner. Don't miss this opportunity to explore the future of water quantity and flood risk prediction! Register now and secure your spot for this insightful webinar. Link to register: https://lnkd.in/grhTxNqR #HydrologiX #FloodRisk #MilitaryPlanners #Webinar #SocietyofAmericanMilitaryEngineers #GeospatialData #SituationalAwareness #ThreatResponse #Flooding #Mitigation

#wildfire, #geohazard, #North_Carolina - latest actions/errors - Comments and text referencing event pose ?s - https://lnkd.in/gzSHeXQc --- $ around "fire" = #firemafia ? - (https://lnkd.in/gfu8mWTw). Why are we not aware of natural resources status, health and at-risk levels? #youdontplaywithfire #FIRI #RRM #monitoring #prefire_status

This is how I utilised publicly accessible data to cross reference my work to ensure accuracy in a high flood risk area. https://lnkd.in/euV5ezTe

It’s important to know where you’re going and how to get there. When technology fails or is unavailable, FSG soldiers can still navigate even the most remote disaster zones. Map reading and land navigation remain vital skills for all soldiers. We train on how to plot coordinates, determine grid azimuth, identify topographical features, and assess danger points so we can get to Floridians in crises, regardless of the circumstances. #fsg #hereforflorida #disasterpreparedness