{"id":8582,"date":"2025-02-04T13:14:09","date_gmt":"2025-02-04T21:14:09","guid":{"rendered":"https:\/\/depts.washington.edu\/pactrans\/?p=8582"},"modified":"2025-02-11T13:53:49","modified_gmt":"2025-02-11T21:53:49","slug":"increasing-safety-of-deep-learning-for-automated-vehicles-with-physics-informed-neural-networks-seminar","status":"publish","type":"post","link":"http:\/\/depts.washington.edu\/pactrans\/increasing-safety-of-deep-learning-for-automated-vehicles-with-physics-informed-neural-networks-seminar\/","title":{"rendered":"Increasing Safety of Deep Learning for Automated Vehicles with Physics-Informed Neural Networks Seminar with Dr. Anne Stockem-Novo"},"content":{"rendered":"<p><a href=\"http:\/\/depts.washington.edu\/pactrans\/wp-content\/uploads\/2025\/02\/UW-Seminar-Flyer-Anne-Stockem-Novo.pdf\" rel=\"attachment wp-att-8584\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8584\" src=\"http:\/\/depts.washington.edu\/pactrans\/wp-content\/uploads\/2025\/02\/UW-Seminar-Flyer-Anne-Stockem-Novo.png\" alt=\"\" width=\"1650\" height=\"2550\" srcset=\"http:\/\/depts.washington.edu\/pactrans\/wp-content\/uploads\/2025\/02\/UW-Seminar-Flyer-Anne-Stockem-Novo.png 1650w, http:\/\/depts.washington.edu\/pactrans\/wp-content\/uploads\/2025\/02\/UW-Seminar-Flyer-Anne-Stockem-Novo-194x300.png 194w, http:\/\/depts.washington.edu\/pactrans\/wp-content\/uploads\/2025\/02\/UW-Seminar-Flyer-Anne-Stockem-Novo-663x1024.png 663w, http:\/\/depts.washington.edu\/pactrans\/wp-content\/uploads\/2025\/02\/UW-Seminar-Flyer-Anne-Stockem-Novo-768x1187.png 768w, http:\/\/depts.washington.edu\/pactrans\/wp-content\/uploads\/2025\/02\/UW-Seminar-Flyer-Anne-Stockem-Novo-994x1536.png 994w, http:\/\/depts.washington.edu\/pactrans\/wp-content\/uploads\/2025\/02\/UW-Seminar-Flyer-Anne-Stockem-Novo-1325x2048.png 1325w, http:\/\/depts.washington.edu\/pactrans\/wp-content\/uploads\/2025\/02\/UW-Seminar-Flyer-Anne-Stockem-Novo-63x97.png 63w\" sizes=\"auto, (max-width: 1650px) 100vw, 1650px\" \/><\/a><\/p>\n<p>View the Full Flyer <a href=\"http:\/\/depts.washington.edu\/pactrans\/wp-content\/uploads\/2025\/02\/UW-Seminar-Flyer-Anne-Stockem-Novo.pdf\">Here<\/a> or <a href=\"https:\/\/calendar.google.com\/calendar\/render?action=TEMPLATE&amp;dates=20250221T180000Z%2F20250221T193000Z&amp;details=%F0%9F%93%8C%C2%A0HUB%20145%2C%20University%20of%20Washington%0A%E2%8F%B2%EF%B8%8F%20Wednesday%2C%20November%206%20from%202%3A00%20PM%20-%203%3A00%20PM%20PT%0A%F0%9F%92%BC%20This%20event%20is%20free%20%26%20open%20to%20the%20public%21%0A%0AAbstract%0A%0AThe%20development%20of%20automated%20driving%20is%20establishing%20for%20SAE-level%203-4%20functions%20which%20is%20due%20to%20the%20strength%20of%20deep%20learning.%20Deep%20learning%20works%20well%20for%20a%20huge%20amount%20of%20training%20data%2C%20showing%20good%20variety%2C%20high%20quality%20and%20a%20sufficient%20coverage%20of%20edge%20cases.%20However%2C%20companies%20or%20certain%20use%20cases%20are%20often%20restricted%20to%20limited%20data.%20Injection%20of%20expert%20knowledge%20can%20be%20supportive%20since%20less%20training%20data%20is%20needed%2C%20which%20also%20serves%20as%20a%20regularization%20for%20a%20guided%20training%2C%20and%20most%20importantly%2C%20its%20extrapolation%20capabilities%20beyond%20the%20in-distribution%20training%20data.%0A%0AThe%20use%20case%20of%20trajectory%20prediction%20will%20be%20introduced%2C%20demonstrating%20the%20activities%20at%20Ruhr%20West%20University%20of%20Applied%20Sciences%20%28HRW%29.%20Recent%20results%20on%20physics-informed%20neural%20networks%20will%20be%20discussed%2C%20showing%20extrapolation%20for%20out-of-distribution%20data%20and%20a%20significant%20reduction%20of%20the%20test%20error.%0A%0AAbout%20the%20Speaker%0A%0ADr.%20Anne%20Stockem%20Novo%20is%20a%20professor%20for%20Applied%20Artificial%20Intelligence%20at%20the%20institute%20of%20computer%20science%20at%20Ruhr%20West%20University%20of%20Applied%20Sciences%20in%20Germany.%20Her%20research%20interest%20is%20centered%20around%20short-term%20trajectory%20prediction%20with%20deep%20learning%20models.%20While%20working%20in%20industry%20at%20ZF%20Automotive%20Germany%20GmbH%2C%20she%20developed%20behavioral%20functions%20for%20prediction%2C%20planning%20and%20control%20of%20automated%20vehicles.&amp;location=HUB%20145%2C%20UW&amp;text=Increasing%20Safety%20of%20Deep%20Learning%20for%20Automated%20Vehicles%20with%20Physics-Informed%20Neural%20Networks%20Seminar\">Add to Calendar<\/a>!<\/p>\n<hr \/>\n<p>\ud83d\udccc\u00a0<a href=\"http:\/\/uw.edu\/maps\/?mor\" target=\"_blank\" rel=\"noopener\">HUB 145, UW<\/a><br \/>\n\u23f2\ufe0f Friday, February 21 from 10:00 AM \u2013 11:30 AM PT<br \/>\n\ud83d\udcbc This event is free &amp; open to the public!<br \/>\n\u2615 Complimentary coffee and snacks provided.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>View the Full Flyer Here or Add to Calendar! \ud83d\udccc\u00a0HUB 145, UW \u23f2\ufe0f Friday, February 21 from 10:00 AM \u2013 11:30 AM PT \ud83d\udcbc This event is free &amp; open [&hellip;]<\/p>\n","protected":false},"author":25,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[69,20,70,37],"tags":[],"class_list":["post-8582","post","type-post","status-publish","format-standard","hentry","category-education-and-workforce-development","category-events","category-seminar","category-student-activities"],"_links":{"self":[{"href":"http:\/\/depts.washington.edu\/pactrans\/wp-json\/wp\/v2\/posts\/8582","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/depts.washington.edu\/pactrans\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/depts.washington.edu\/pactrans\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/depts.washington.edu\/pactrans\/wp-json\/wp\/v2\/users\/25"}],"replies":[{"embeddable":true,"href":"http:\/\/depts.washington.edu\/pactrans\/wp-json\/wp\/v2\/comments?post=8582"}],"version-history":[{"count":3,"href":"http:\/\/depts.washington.edu\/pactrans\/wp-json\/wp\/v2\/posts\/8582\/revisions"}],"predecessor-version":[{"id":8675,"href":"http:\/\/depts.washington.edu\/pactrans\/wp-json\/wp\/v2\/posts\/8582\/revisions\/8675"}],"wp:attachment":[{"href":"http:\/\/depts.washington.edu\/pactrans\/wp-json\/wp\/v2\/media?parent=8582"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/depts.washington.edu\/pactrans\/wp-json\/wp\/v2\/categories?post=8582"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/depts.washington.edu\/pactrans\/wp-json\/wp\/v2\/tags?post=8582"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}