{"id":2871,"date":"2026-03-10T11:04:19","date_gmt":"2026-03-10T10:04:19","guid":{"rendered":"https:\/\/wp.unil.ch\/aail\/?page_id=2871"},"modified":"2026-03-10T11:04:21","modified_gmt":"2026-03-10T10:04:21","slug":"hamza-karmouche","status":"publish","type":"page","link":"https:\/\/wp.unil.ch\/aail\/team\/hamza-karmouche\/","title":{"rendered":""},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img alt=\"photoaail\" loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"1200\" src=\"https:\/\/wp.unil.ch\/aail\/files\/2026\/03\/photoaail.png\" alt=\"\" class=\"wp-image-2875\" srcset=\"https:\/\/wp.unil.ch\/aail\/files\/2026\/03\/photoaail.png 1200w, https:\/\/wp.unil.ch\/aail\/files\/2026\/03\/photoaail-300x300.png 300w, https:\/\/wp.unil.ch\/aail\/files\/2026\/03\/photoaail-1024x1024.png 1024w, https:\/\/wp.unil.ch\/aail\/files\/2026\/03\/photoaail-150x150.png 150w, https:\/\/wp.unil.ch\/aail\/files\/2026\/03\/photoaail-768x768.png 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div style=\"height:81px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h5 class=\"wp-block-heading\">Hello, I am <\/h5>\n\n\n\n<h1 class=\"wp-block-heading has-text-align-left\">Hamza Karmouche<\/h1>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<\/div>\n<\/div>\n\n\n\n<p>Hi! I&#8217;m Hamza, Master\u2019s student in Finance &amp; Data Science at HEC Lausanne. My research focuses on modelling industrial supply chains as directed graphs of interdependent digital twins, conceptually similar to a smart grid architecture.<\/p>\n\n\n\n<p>Instead of analysing logistics, sourcing, and production processes in isolation, I model the entire supply chain as an integrated &amp; dynamic network. The goal is to capture how disruptions propagate across interconnected nodes and how local shocks can escalate into systemic failures. Using AI-based modelling and simulation, my work aims to shift industrial supply chain management from fragmented optimisation to network-level intelligence, allowing predictive resilience and a deeper understanding of cascading dynamics in complex industrial systems.\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hello, I am Hamza Karmouche Hi! I&#8217;m Hamza, Master\u2019s student in Finance &amp; Data Science at HEC Lausanne. My research &hellip; <\/p>\n","protected":false},"author":1003016,"featured_media":0,"parent":1939,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","footnotes":""},"class_list":["post-2871","page","type-page","status-publish"],"_links":{"self":[{"href":"https:\/\/wp.unil.ch\/aail\/wp-json\/wp\/v2\/pages\/2871","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.unil.ch\/aail\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wp.unil.ch\/aail\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/aail\/wp-json\/wp\/v2\/users\/1003016"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/aail\/wp-json\/wp\/v2\/comments?post=2871"}],"version-history":[{"count":1,"href":"https:\/\/wp.unil.ch\/aail\/wp-json\/wp\/v2\/pages\/2871\/revisions"}],"predecessor-version":[{"id":2877,"href":"https:\/\/wp.unil.ch\/aail\/wp-json\/wp\/v2\/pages\/2871\/revisions\/2877"}],"up":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/aail\/wp-json\/wp\/v2\/pages\/1939"}],"wp:attachment":[{"href":"https:\/\/wp.unil.ch\/aail\/wp-json\/wp\/v2\/media?parent=2871"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}