[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-31244":3,"doc-seo-31244":26},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"file_id":15,"file_url":16,"file_type":17,"file_size":18,"view_count":4,"is_deleted":4,"is_public":19,"is_downloadable":19,"audit_status":19,"page_count":20,"language":21,"table_of_contents":22,"faqs":23,"seo_title":13,"seo_description":14,"update_tm":24,"read_time":25},31244,8796095462418,"Noah","https://ap-avatar.wpscdn.com/avatar/80000253c1241d02b47?x-image-process=image/resize,m_fixed,w_180,h_180&k=1778826106357471780",8,"Research & Report","A Review on Early Wildfire Detection from Unmanned Aerial Vehicles","Early wildfire detection is essential to reduce damage to forests, human livelihoods, wildlife, and agricultural productivity, since wildfires behave as an uncontrolled disaster with recurring large-scale losses. The introduction highlights how human activity drives the majority of fires and how slower reporting between detection and alerts increases wildfire risk. It then motivates UAV-based monitoring that combines remote sensing with deep learning for real-time detection, outperforming costly and limited watchtowers and satellite constraints.","cbCaik3DdMyLmOO5","https://ap.wps.com/l/cbCaik3DdMyLmOO5","pdf",2272881,1,14,"English","# Introduction\n## Wildfires’ impacts and root causes\n## Need for faster detection and alerting\n## Limitations of conventional monitoring systems\n## UAV-based detection and deep learning approaches","[{\"question\":\"Why is early wildfire detection critical?\",\"answer\":\"Early detection helps keep fires manageable by enabling faster alerts and enabling fire services to intervene during initial stages, reducing risks and losses.\"},{\"question\":\"What are the main drivers of wildfires discussed in the document?\",\"answer\":\"The document emphasizes human activities as the dominant cause of wildfires, with a smaller portion attributed to natural phenomena such as lightning and climate-related factors.\"},{\"question\":\"Why do watchtowers and satellites face limitations?\",\"answer\":\"Watchtowers have limited viewing range and high construction and destruction risk, while satellites are limited by cost, flexibility, and spatial/temporal resolution, making timely detection difficult.\"}]",1779224502,35,{"code":4,"msg":27,"data":28},"ok",{"site_id":29,"language":30,"slug":31,"title":13,"keywords":32,"description":14,"schema_data":33,"social_meta":84,"head_meta":86,"extra_data":88,"updated_unix":24},105,"en","a-review-on-early-wildfire-detection-from-unmanned-aerial-vehicles","",{"@graph":34,"@context":83},[35,52,66],{"@type":36,"itemListElement":37},"BreadcrumbList",[38,42,46,49],{"item":39,"name":40,"@type":41,"position":19},"https://docshare.wps.com","Home","ListItem",{"item":43,"name":44,"@type":41,"position":45},"https://docshare.wps.com/document/","Document",2,{"item":47,"name":12,"@type":41,"position":48},"https://docshare.wps.com/document/research-report/",3,{"item":50,"name":13,"@type":41,"position":51},"https://docshare.wps.com/document/a-review-on-early-wildfire-detection-from-unmanned-aerial-vehicles/31244/",4,{"url":50,"name":13,"@type":53,"author":54,"headline":13,"publisher":56,"fileFormat":59,"description":14,"dateModified":60,"datePublished":60,"encodingFormat":59,"isAccessibleForFree":61,"interactionStatistic":62},"DigitalDocument",{"name":9,"@type":55},"Person",{"url":39,"name":57,"@type":58},"DocShare","Organization","application/pdf","2026-05-19",true,{"@type":63,"interactionType":64,"userInteractionCount":4},"InteractionCounter",{"@type":65},"ViewAction",{"@type":67,"mainEntity":68},"FAQPage",[69,75,79],{"name":70,"@type":71,"acceptedAnswer":72},"Why is early wildfire detection critical?","Question",{"text":73,"@type":74},"Early detection helps keep fires manageable by enabling faster alerts and enabling fire services to intervene during initial stages, reducing risks and losses.","Answer",{"name":76,"@type":71,"acceptedAnswer":77},"What are the main drivers of wildfires discussed in the document?",{"text":78,"@type":74},"The document emphasizes human activities as the dominant cause of wildfires, with a smaller portion attributed to natural phenomena such as lightning and climate-related factors.",{"name":80,"@type":71,"acceptedAnswer":81},"Why do watchtowers and satellites face limitations?",{"text":82,"@type":74},"Watchtowers have limited viewing range and high construction and destruction risk, while satellites are limited by cost, flexibility, and spatial/temporal resolution, making timely detection difficult.","https://schema.org",{"og:url":50,"og:type":85,"og:title":13,"og:site_name":57,"og:description":14},"article",{"robots":87,"canonical":50},"index,follow",{"doc_id":7,"site_id":29}]