{"id":700,"date":"2022-09-09T12:31:31","date_gmt":"2022-09-09T12:31:31","guid":{"rendered":"https:\/\/startersites.io\/elementor\/gadgets\/?page_id=700"},"modified":"2026-04-02T23:54:22","modified_gmt":"2026-04-02T23:54:22","slug":"home","status":"publish","type":"page","link":"https:\/\/groupebm.net\/niyem.bawana\/","title":{"rendered":"HOME"},"content":{"rendered":"\t\t
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Computational Sensing for Intelligent Inspection<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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We develop physics-informed AI systems that see what the human eye cannot \u2014 detecting hidden damage in critical structures through advanced sensing, signal processing, and machine learning.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tExplore Our Research<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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Research Focus<\/h2>\t\t\t\t<\/div>\n\t\t
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Physics-Based Sensing<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Terahertz imaging, electromagnetic methods, and multi-modal data acquisition for subsurface characterization.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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AI for Inverse Problems<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Deep learning architectures trained on physics-informed features to localize and quantify material degradation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Intelligent Inspection Systems<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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End-to-end pipelines from raw sensor data to automated damage assessment \u2014 bridging lab research and field deployment.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Where Our Research Applies<\/h2>\t\t\t\t<\/div>\n\t\t
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Aerospace Composites<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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Civil Infrastructure<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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\u26a1<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

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Energy Systems<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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Advanced Manufacturing<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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Featured Projects<\/h2>\t\t\t\t<\/div>\n\t\t
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Multi-Modal Damage Quantification<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Physics-informed feature extraction from terahertz, ultrasonic, and electromagnetic sensing data for automated impact damage assessment in composite structures.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Weakly Supervised Defect Localization<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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Training object detectors without manual annotation using Grad-CAM pseudo-labels \u2014 enabling scalable inspection across X-ray, THz, and ultrasonic imaging modalities.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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AI-Driven Inspection Pipelines<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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End-to-end systems combining classification, detection, and quantification \u2014 with X-ray ground truth validation for cross-modal benchmarking.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Join the Lab<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
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We welcome motivated graduate and undergraduate researchers interested in computational sensing, machine learning for NDE, signal processing, and multi-modal inspection systems. Our work spans terahertz, ultrasonic, X-ray, and electromagnetic modalities. Reach out to start a conversation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\tContact Us<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

Computational Sensing for Intelligent Inspection We develop physics-informed AI systems that see what the human eye cannot \u2014 detecting hidden damage in critical structures through advanced sensing, signal processing, and machine learning. Explore Our Research Research Focus Physics-Based Sensing Terahertz imaging, electromagnetic methods, and multi-modal data acquisition for subsurface characterization. AI for Inverse Problems Deep […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-700","page","type-page","status-publish","hentry"],"blocksy_meta":{"page_title_panel":"","has_hero_section":"disabled","23dadbc010ed602792ba6862b4b457ee":"","hero_section":"type-1","hero_elements":[{"id":"custom_title","enabled":true,"heading_tag":"h1","title":"Home"},{"id":"custom_description","enabled":true,"description_visibility":{"desktop":true,"tablet":true,"mobile":false}},{"id":"custom_meta","enabled":false,"meta_elements":[{"id":"author","enabled":true,"label":"By","has_author_avatar":"yes","avatar_size":25},{"id":"post_date","enabled":true,"label":"On","date_format_source":"default","date_format":"M j, Y"},{"id":"updated_date","enabled":false,"label":"On","date_format_source":"default","date_format":"M j, 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