{"id":11805,"date":"2025-07-02T13:33:39","date_gmt":"2025-07-02T11:33:39","guid":{"rendered":"https:\/\/it-u.at\/?post_type=research-project&#038;p=11805"},"modified":"2025-07-02T13:33:39","modified_gmt":"2025-07-02T11:33:39","slug":"disaster-analysis","status":"publish","type":"research-project","link":"https:\/\/it-u.at\/en\/research\/research-groups\/explainable-ai\/projects\/disaster-analysis\/","title":{"rendered":"DISASTER ANALYSIS\u00a0"},"content":{"rendered":"\n<p>From hurricane prediction to data platform generation, this research brings together timeseries analysis and data fusion\u2014turning scattered signals into actionable insight when disaster strikes.\u00a0<\/p>\n\n\n\n<p>This research area focuses on disaster prediction and response through AI-driven approaches. From flood detection and streamflow modeling to timeseries analysis and satellite image interpretation, the work combines deep learning with explainable methods to support timely, data-informed decision-making in critical situations.<\/p>\n\n\n\n<ul>\n<li>An explainable approach for Understanding Segmentation Satellite Image Predictions.<\/li>\n<\/ul>\n\n\n\n<p>N Humaira,&nbsp;R. Kienzler, K. Kashwilli,&nbsp;N Hubig<\/p>\n\n\n\n<p>Under Review<\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/10268967\/\" target=\"_blank\" rel=\"noreferrer noopener\">DX-FloodLine: End-To-End Deep Explainable Pipeline for Real Time Flood Scene Object Detection from Multimedia Images<\/a><\/li>\n<\/ul>\n\n\n\n<p>N Humaira, V Samadi, N Hubig<\/p>\n\n\n\n<p>IEEE Access 2023<\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/10.1029\/2022EA002385\" target=\"_blank\" rel=\"noreferrer noopener\">An End-to-End Flood Image Label Detection System Using Deep Neural Networks<\/a><\/li>\n<\/ul>\n\n\n\n<p>L Windberger, R Pally, V Samadi, N Hubig,&nbsp;<\/p>\n\n\n\n<p>Earth and Space Science 2023<\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1364815223002402\" target=\"_blank\" rel=\"noreferrer noopener\">FlowDyn: Global Daily Streamflow Prediction Using Dynamical Deep Neural Network Algorithms<\/a>\u00a0<\/li>\n<\/ul>\n\n\n\n<p>S Sadegh&nbsp;N Humaira, V Samadi, N Hubig<\/p>\n\n\n\n<p>Journal for Environmental Modelling and Software 2022<\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/9672019\" target=\"_blank\" rel=\"noreferrer noopener\">FlowDyn: A Dynamic Web-based Streamflow Prediction Pipeline<\/a><\/li>\n<\/ul>\n\n\n\n<p>N Humaira, S&nbsp;Sadegh, V Samadi, N Hubig<\/p>\n\n\n\n<p>IEEE Big Data 2021<\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=de&amp;user=MmQBDlwAAAAJ&amp;citation_for_view=MmQBDlwAAAAJ:MXK_kJrjxJIC\" target=\"_blank\" rel=\"noreferrer noopener\">Flood Informatics: Real Time Flood Level Detection from Multimedia Images and Weather Data<\/a><\/li>\n<\/ul>\n\n\n\n<p>N Humaira, N Hubig, V Samadi<\/p>\n\n\n\n<p>AGU Fall Meeting Abstracts 2020, H140-0008<\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=de&amp;user=MmQBDlwAAAAJ&amp;citation_for_view=MmQBDlwAAAAJ:5nxA0vEk-isC\" target=\"_blank\" rel=\"noreferrer noopener\">An Intelligent Cyberinfrastructure for IoT Sensing, Flood and Storm water Monitoring and Modeling Systems (Intelligent River\u00e2 Initiative)<\/a>\u00a0(2020)<\/li>\n<\/ul>\n\n\n\n<p>V Samadi, C Post, C Sawyer, C Privette III, N Hubig<\/p>\n\n\n\n<p>AGU Fall Meeting Abstracts 2020, H177-02<\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=de&amp;user=MmQBDlwAAAAJ&amp;citation_for_view=MmQBDlwAAAAJ:W7OEmFMy1HYC\" target=\"_blank\" rel=\"noreferrer noopener\">Detection and Prediction of Natural Hazards Using Large-Scale Environmental Data<\/a>\u00a0(2017)<\/li>\n<\/ul>\n\n\n\n<p>N Hubig, P Fengler, A Z\u00fcfle, R Yang, S G\u00fcnnemann<\/p>\n\n\n\n<p>International Symposium on Spatial and Temporal Databases, 300-316<\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=de&amp;user=MmQBDlwAAAAJ&amp;citation_for_view=MmQBDlwAAAAJ:u5HHmVD_uO8C\" target=\"_blank\" rel=\"noreferrer noopener\">Continuous probabilistic sum queries in wireless sensor networks with ranges<\/a>\u00a0(2012)<\/li>\n<\/ul>\n\n\n\n<p>N Hubig, A Z\u00fcfle, T Emrich, MA Nascimento, M Renz, HP Kriegel<\/p>\n\n\n\n<p>International Conference on Scientific and Statistical Database Management&nbsp;<\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=de&amp;user=MmQBDlwAAAAJ&amp;citation_for_view=MmQBDlwAAAAJ:u-x6o8ySG0sC\" target=\"_blank\" rel=\"noreferrer noopener\">Monitoring Probabilistic Threshold SUM Query Processing in Uncertain Streams<\/a>\u00a0(2014)<\/li>\n<\/ul>\n\n\n\n<p>N Hubig, A Z\u00fcfle, T Emrich, M Renz, MA Nascimento, HP Kriegel<\/p>\n\n\n\n<p>International Conference on Database Systems for Advanced Applications, 420-435<\/p>\n\n\n\n<p>\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>From hurricane prediction to data platform generation, this research brings together timeseries analysis and data fusion\u2014turning scattered signals into actionable insight when disaster strikes.\u00a0 This research area focuses on disaster prediction and response through AI-driven approaches. From flood detection and streamflow modeling to timeseries analysis and satellite image interpretation, the work combines deep learning with [&hellip;]<\/p>\n","protected":false},"featured_media":11806,"template":"","acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>DISASTER ANALYSIS\u00a0 | IT:U<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/it-u.at\/en\/research\/research-groups\/explainable-ai\/projects\/disaster-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DISASTER ANALYSIS\u00a0 | IT:U\" \/>\n<meta property=\"og:description\" content=\"From hurricane prediction to data platform generation, this research brings together timeseries analysis and data fusion\u2014turning scattered signals into actionable insight when disaster strikes.\u00a0 This research area focuses on disaster prediction and response through AI-driven approaches. 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