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It also provides AI-powered object detection and feature extraction, fusing imagery and point clouds for mission-critical awareness.",{"name":3978,"@type":3724,"acceptedAnswer":3979},"How does Imagine support agriculture and urban planning?",{"text":3980,"@type":3727},"For agriculture, it monitors crop growth and soil health via NDVI variations. For urban planning, it provides tools for land use monitoring and sustainable development through machine learning and multispectral classification.",[3982],{"nodeType":69,"value":3983,"marks":3984,"data":3985},"Explore Octave Imagine (formerly ERDAS IMAGINE), the world’s preferred remote sensing software package",[],{},{"nodeType":69,"value":70,"marks":3987,"data":3988},[],{},{"nodeType":65,"data":3990,"content":3991},{},[3992],{"nodeType":69,"value":3993,"marks":3994,"data":3995},"This is precisely why early detection of an impending eruption is not just beneficial, but absolutely critical. Catching these subtle signs allows emergency services invaluable time to prepare, issue warnings and, most importantly, evacuate at-risk populations, minimizing casualties and mitigating damage.",[],{},{"nodeType":65,"data":3997,"content":3998},{},[3999],{"nodeType":69,"value":4000,"marks":4001,"data":4004},"Remote sensing of…vegetation?",[4002],{"type":4003},"bold",{},{"nodeType":65,"data":4006,"content":4007},{},[4008],{"nodeType":69,"value":4009,"marks":4010,"data":4011},"It’s important to understand that no single indicator definitively signals an imminent eruption. Instead, volcanologists rely on a symphony of data points – a combination of various signs and observations that, when taken together, paint a comprehensive picture of a volcano’s activity. Seismic activity, ground deformation and gas emissions are all vital pieces of this puzzle. 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Healthy vegetation exhibits high NDVI values, while stressed or dead vegetation shows lower values.",[],{},{"nodeType":65,"data":4038,"content":4039},{},[4040],{"nodeType":69,"value":4041,"marks":4042,"data":4044},"Greener trees can be a warning",[4043],{"type":4003},{},{"nodeType":65,"data":4046,"content":4047},{},[4048],{"nodeType":69,"value":4049,"marks":4050,"data":4051},"Intriguingly, research suggests that the closer a volcano is to erupting, the greener the trees around it can appear from space. This seemingly counterintuitive phenomenon is attributed to increased carbon dioxide (CO2) emissions from the volcano, which can act as a fertilizer, boosting the health and lushness of the surrounding trees and making their leaves more vibrant. This subtle change in vegetation color, once only detectable from the ground, can now be remotely tracked by satellites, providing a key early indicator of volcanic activity without needing to access dangerous locations.",[],{},{"nodeType":65,"data":4053,"content":4054},{},[4055,4058,4067],{"nodeType":69,"value":70,"marks":4056,"data":4057},[],{},{"nodeType":4059,"data":4060,"content":4062},"hyperlink",{"uri":4061},"https:\u002F\u002Fwww.nasa.gov\u002Fearth\u002Fnatural-disasters\u002Fvolcanoes\u002Fnasa-satellites-provide-early-volcano-warnings\u002F",[4063],{"nodeType":69,"value":4064,"marks":4065,"data":4066},"According to NASA",[],{},{"nodeType":69,"value":4068,"marks":4069,"data":4070},", “As volcanic magma ascends through the Earth’s crust, it releases carbon dioxide and other gases which rise to the surface. Trees that take up the carbon dioxide become greener and more lush. These changes are visible in images from NASA satellites such as Landsat 8, along with airborne instruments flown as part of the Airborne Validation Unified Experiment: Land to Ocean (AVUELO). Ten percent of the world’s population lives in areas susceptible to volcanic hazards. People who live or work within a few miles of an eruption face dangers that include ejected rock, dust, and surges of hot, toxic gases. Further away, people and property are susceptible to mudslides, ashfalls, and tsunamis that can follow volcanic blasts. There’s no way to prevent volcanic eruptions, which makes the early signs of volcanic activity crucial for public safety.”",[],{},{"nodeType":65,"data":4072,"content":4073},{},[4074,4078,4086],{"nodeType":69,"value":4075,"marks":4076,"data":4077},"“Until recently, scientists had to trek to volcanoes if they wanted to measure their CO2 levels. 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