{"id":377,"date":"2022-08-06T20:17:29","date_gmt":"2022-08-06T20:17:29","guid":{"rendered":"https:\/\/sbahauddin.tech\/?page_id=377"},"modified":"2025-05-01T18:52:14","modified_gmt":"2025-05-01T18:52:14","slug":"research-areas","status":"publish","type":"page","link":"https:\/\/sbahauddin.tech\/?page_id=377","title":{"rendered":"Research"},"content":{"rendered":"
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Dr. Alam’s Group<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n

The overarching research theme of Dr. Alam’s lab is “Hybrid Data<\/strong><\/em>+<\/em><\/strong>Physics-Driven & Explainable Machine Learning Techniques and Multiscale Modeling with Surrogate-Modeling-Based Uncertainty Quantification and Robust Optimization for Multi-Criteria Decision making for Nuclear Engineering Problems<\/strong>.”<\/em> <\/p>\n\n\n\n

Accordingly, Dr. Alam’s research interests and expertise broadly lie in the intersection of nuclear engineering, explainable machine learning, mechanics & materials \u2014 focusing on data-driven analysis that warrants frequent excursions among the boundaries of applied mathematics and data science. Our group is currently exploring and developing the techniques below for advanced nuclear systems<\/strong>:<\/p>\n\n\n\n

Explainable AI (XAI)-Infused Digital Twin System <\/strong><\/p>\n\n\n

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Physics-Informed Multi-Fidelity<\/strong><\/strong> Machine Learning<\/strong><\/p>\n\n\n

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Note: Our adopted method is influenced by <\/em>Xuhui Meng and George EmKarniadakis (2020)<\/em><\/a><\/figcaption><\/figure>\n<\/div>\n\n\n

Operator Learning as Faster Surrogate for Digital Twin<\/strong><\/p>\n\n\n

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Note: Our adopted method is influenced by Lu Lu<\/a> (2021)<\/em><\/figcaption><\/figure>\n<\/div>\n\n\n

Digital Twin Temporal Synchronization Module<\/strong><\/p>\n\n\n

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Surrogate-Driven Physics-Informed Multi-fidelity Kriging<\/h2>\n\n\n
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Composite Accident Tolerant Fuel <\/h2>\n\n\n
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Uncertainty Quantification & Sensitivity Analysis<\/h2>\n\n\n
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Reduced-Order Model<\/h2>\n\n\n
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Explainable AI (XAI) & Interpretable AI<\/strong><\/p>\n\n\n

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Reliability-Based Robust Design Optimization<\/h2>\n\n\n
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Multiscale Modeling<\/h2>\n\n\n
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Zero-Trust-Infused Framework for Cyber Threats<\/strong><\/p>\n\n\n

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The overarching research theme of Dr. Alam’s lab is “Hybrid Data+Physics-Driven & Explainable Machine Learning Techniques and Multiscale Modeling with Surrogate-Modeling-Based Uncertainty Quantification and Robust Optimization for Multi-Criteria Decision making for Nuclear Engineering Problems.” Accordingly, Dr. Alam’s research interests and expertise broadly lie in the intersection of nuclear engineering, explainable machine learning, mechanics & materials \u2014 focusing […]<\/p>\n","protected":false},"author":1,"featured_media":682,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"nf_dc_page":"","om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-377","page","type-page","status-publish","has-post-thumbnail","hentry"],"aioseo_notices":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/sbahauddin.tech\/index.php?rest_route=\/wp\/v2\/pages\/377","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sbahauddin.tech\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sbahauddin.tech\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sbahauddin.tech\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sbahauddin.tech\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=377"}],"version-history":[{"count":5,"href":"https:\/\/sbahauddin.tech\/index.php?rest_route=\/wp\/v2\/pages\/377\/revisions"}],"predecessor-version":[{"id":838,"href":"https:\/\/sbahauddin.tech\/index.php?rest_route=\/wp\/v2\/pages\/377\/revisions\/838"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sbahauddin.tech\/index.php?rest_route=\/wp\/v2\/media\/682"}],"wp:attachment":[{"href":"https:\/\/sbahauddin.tech\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=377"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}