
{"id":123116,"date":"2025-01-23T12:13:24","date_gmt":"2025-01-23T11:13:24","guid":{"rendered":"https:\/\/ibecbarcelona.eu\/?page_id=123116"},"modified":"2025-06-11T09:17:47","modified_gmt":"2025-06-11T07:17:47","slug":"artificial-intelligence-for-bioengineering-net-ia","status":"publish","type":"page","link":"https:\/\/ibecbarcelona.eu\/es\/research\/ibec-intramural-thematic-networks\/artificial-intelligence-for-bioengineering-net-ia\/","title":{"rendered":"Artificial Intelligence for Bioengineering (NET-IA) \u00a0"},"content":{"rendered":"<div class=\"responsive-tabs\">\n<h2 class=\"tabtitle\">Description<\/h2>\n<div class=\"tabcontent\">\n\n\n\n\n<p>This network&#8217;s aim is to equip IBEC researchers with knowledge about the latest machine learning (ML) techniques for bioengineering and create a specialized ML toolkit tailored for IBEC&#8217;s needs.&nbsp;&nbsp;Key focus areas include biomarker development, targeted drug delivery, cellular and tissue engineering, biosensing, microscopy, and advanced data analysis and signal processing methods. These efforts will be supported through a series of designed workshops to address common challenges and integrate ML at IBEC.&nbsp;&nbsp;<\/p>\n\n\n\n<p>The workshops will cover practical applications of ML in signal processing, biomarker development, and optical and scanning probe microscopy, providing insights into the practical implications of ML methods in bioengineering and addressing typical pitfalls. A retreat will strategize the future role of AI at IBEC. Moreover, a collaborative project will be launched to demonstrate a proof-of-principle idea, ensuring it is impactful, feasible, and leverages the network&#8217;s existing strengths. Finally, the development of a comprehensive toolkit will encapsulate best practices and tools for spectral and image processing, dimensionality reduction, and biomedical signal processing, among others.&nbsp;<\/p>\n\n\n\n<p>NET-IA counts on the participation of the following IBEC research groups:&nbsp;&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/ibecbarcelona.eu\/biomedsignal\" target=\"_blank\" rel=\"noreferrer noopener\">Biomedical signal processing and interpretation<\/a>&nbsp;<\/li>\n\n\n\n<li><a href=\"https:\/\/ibecbarcelona.eu\/sensingsys\" target=\"_blank\" rel=\"noreferrer noopener\">Signal and Information Processing for Sensing Systems<\/a>&nbsp;<\/li>\n\n\n\n<li><a href=\"https:\/\/ibecbarcelona.eu\/biosensors\" target=\"_blank\" rel=\"noreferrer noopener\">Biosensors for Bioengineering<\/a>&nbsp;<\/li>\n\n\n\n<li><a href=\"https:\/\/ibecbarcelona.eu\/molecular-bionics\/\" target=\"_blank\" rel=\"noreferrer noopener\">Molecular Bionics<\/a>&nbsp;<\/li>\n\n\n\n<li><a href=\"https:\/\/ibecbarcelona.eu\/cellmolmech\" target=\"_blank\" rel=\"noreferrer noopener\">Cellular and Molecular Mechanobiology<\/a>&nbsp;<\/li>\n\n\n\n<li><a href=\"https:\/\/ibecbarcelona.eu\/nanobioelec\" target=\"_blank\" rel=\"noreferrer noopener\">Nanobioelectrical characterization<\/a>&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><strong>Contact us:&nbsp;&nbsp;<\/strong><\/p>\n\n\n\n<p>Main contact: Manuel Lozano, <a href=\"mailto:mlozano@ibecbarcelona.eu\" target=\"_blank\" rel=\"noreferrer noopener\">mlozano@ibecbarcelona.eu<\/a>&nbsp;<br>Additional contact: Gotthold Fl\u00e4schner <a href=\"mailto:gflaschner@ibecbarcelona.eu\" target=\"_blank\" rel=\"noreferrer noopener\">gflaschner@ibecbarcelona.eu<\/a>&nbsp;<\/p>\n\n\n\n<p><\/p>\n\n\n\n<\/div><h2 class=\"tabtitle network-members\">Network Members<\/h2>\n<div class=\"tabcontent network-members-content\">\n\n\n\n\n<h6 class=\"wp-block-heading\"><strong>Network Coordinator<\/strong>:&nbsp;<\/h6>\n\n\n\n<div class=\"wp-block-bcb-team-grid atgb_b5e260c9  atgb__dcols_3 atgb__tcols_2 atgb__mcols_1\">\n<div class=\"wp-block-bcb-team-member bcb__box-shadow\"><div class=\"atgb__member_photo\"><img decoding=\"async\" width=\"405\" height=\"389\" data-src=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/02\/Manuel.jpg\" alt=\"\" class=\"wp-image-123478 lazyload\" data-srcset=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/02\/Manuel.jpg 405w, https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/02\/Manuel-300x288.jpg 300w\" data-sizes=\"(max-width: 405px) 100vw, 405px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 405px; --smush-placeholder-aspect-ratio: 405\/389;\" \/><div class=\"afgb__social_icons always\">\n<a href=\"https:\/\/ibecbarcelona.eu\/biomedsignal\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n\n\n\n<a href=\"https:\/\/scholar.google.es\/citations?user=GNb7CLcAAAAJ&amp;hl=en\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n<\/div><\/div><div class=\"atgb__member_info\"><h3 class=\"atgb__member_name\">Manuel Lozano Garc\u00eda<\/h3><h5 class=\"atgb__member_position\"><em>Senior Researcher<\/em><\/h5><p class=\"atgb__member_bio\"> He works on exploring non-invasive physiological biomarkers of respiratory muscle and pulmonary function in obstructive lung diseases.<\/p><\/div><\/div>\n<\/div>\n\n\n\n<h5 class=\"wp-block-heading\"><\/h5>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;<br><strong>Network Representatives:&nbsp;<\/strong>&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-bcb-team-grid atgb_059daf9d  atgb__dcols_3 atgb__tcols_2 atgb__mcols_1\">\n<div class=\"wp-block-bcb-team-member bcb__box-shadow\"><div class=\"atgb__member_photo\"><img decoding=\"async\" width=\"294\" height=\"313\" data-src=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Marco.jpg\" alt=\"\" class=\"wp-image-123123 lazyload\" data-srcset=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Marco.jpg 294w, https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Marco-282x300.jpg 282w\" data-sizes=\"(max-width: 294px) 100vw, 294px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 294px; --smush-placeholder-aspect-ratio: 294\/313;\" \/><div class=\"afgb__social_icons always\">\n<a href=\"https:\/\/ibecbarcelona.eu\/sensingsys\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n\n\n\n<a href=\"https:\/\/scholar.google.es\/citations?user=ql79H9cAAAAJ&amp;hl=en\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n<\/div><\/div><div class=\"atgb__member_info\"><h3 class=\"atgb__member_name\">Santiago Marco<\/h3><h5 class=\"atgb__member_position\"><em>Group Leader<\/em><\/h5><p class=\"atgb__member_bio\">He works on signal processing and machine learning for chemical instrumentation, including sensors, and spectrometers with applications in health, food and the environment.<\/p><\/div><\/div>\n\n\n\n<div class=\"wp-block-bcb-team-member bcb__box-shadow\"><div class=\"atgb__member_photo\"><img decoding=\"async\" width=\"400\" height=\"501\" data-src=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Javier.jpg\" alt=\"\" class=\"wp-image-123126 lazyload\" data-srcset=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Javier.jpg 400w, https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Javier-240x300.jpg 240w\" data-sizes=\"(max-width: 400px) 100vw, 400px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 400px; --smush-placeholder-aspect-ratio: 400\/501;\" \/><div class=\"afgb__social_icons always\">\n<a href=\"https:\/\/ibecbarcelona.eu\/biosensors\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n\n\n\n<a href=\"https:\/\/scholar.google.com\/citations?hl=es&amp;user=A1vVdQwAAAAJ\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n<\/div><\/div><div class=\"atgb__member_info\"><h3 class=\"atgb__member_name\">Javier Ram\u00f3n Azc\u00f3n<\/h3><h5 class=\"atgb__member_position\"><em>Group Leader<\/em><\/h5><p class=\"atgb__member_bio\"> He works on the development of organs-on-a-chip (OOC) platforms by a combination of sensor technology and nanotechnology with tissue engineering.<\/p><\/div><\/div>\n\n\n\n<div class=\"wp-block-bcb-team-member bcb__box-shadow\"><div class=\"atgb__member_photo\"><img decoding=\"async\" width=\"400\" height=\"492\" data-src=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Lorena-Ruiz.jpg\" alt=\"\" class=\"wp-image-123167 lazyload\" data-srcset=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Lorena-Ruiz.jpg 400w, https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Lorena-Ruiz-244x300.jpg 244w\" data-sizes=\"(max-width: 400px) 100vw, 400px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 400px; --smush-placeholder-aspect-ratio: 400\/492;\" \/><div class=\"afgb__social_icons always\">\n<a href=\"https:\/\/scholar.google.co.uk\/citations?user=2NmDXdQAAAAJ&amp;hl=en\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n<\/div><\/div><div class=\"atgb__member_info\"><h3 class=\"atgb__member_name\">Lorena Ruiz Perez<\/h3><h5 class=\"atgb__member_position\"><em>Senior Researcher<\/em><\/h5><p class=\"atgb__member_bio\">She works on the dynamics and structure of misfolded proteins linked to neurodegenerative diseases, and the design of polymeric systems that can navigate the blood-brain barrier.<em>  <\/em><\/p><\/div><\/div>\n\n\n\n<div class=\"wp-block-bcb-team-member bcb__box-shadow\"><div class=\"atgb__member_photo\"><img decoding=\"async\" width=\"400\" height=\"510\" data-src=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/valentina_schastlivaia.png\" alt=\"\" class=\"wp-image-123170 lazyload\" data-srcset=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/valentina_schastlivaia.png 400w, https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/valentina_schastlivaia-235x300.png 235w\" data-sizes=\"(max-width: 400px) 100vw, 400px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 400px; --smush-placeholder-aspect-ratio: 400\/510;\" \/><div class=\"afgb__social_icons always\">\n<a href=\"https:\/\/github.com\/GingerSpacetail\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n<\/div><\/div><div class=\"atgb__member_info\"><h3 class=\"atgb__member_name\">Valentina Schastlivaia<\/h3><h5 class=\"atgb__member_position\"><em>PhD Student<\/em><\/h5><p class=\"atgb__member_bio\">She develops AI-driven methods for next-generation nanomedicine development with optimized targeting potential, multifunctionality, and the ability to overcome biological barriers<\/p><\/div><\/div>\n\n\n\n<div class=\"wp-block-bcb-team-member bcb__box-shadow\"><div class=\"atgb__member_photo\"><img decoding=\"async\" width=\"400\" height=\"470\" data-src=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/GFlaeschner.png\" alt=\"\" class=\"wp-image-123331 lazyload\" data-srcset=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/GFlaeschner.png 400w, https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/GFlaeschner-255x300.png 255w\" data-sizes=\"(max-width: 400px) 100vw, 400px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 400px; --smush-placeholder-aspect-ratio: 400\/470;\" \/><div class=\"afgb__social_icons always\">\n<a href=\"https:\/\/ibecbarcelona.eu\/cellmolmech\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n\n\n\n<a href=\"https:\/\/scholar.google.com\/citations?user=fg-3VkUAAAAJ\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n<\/div><\/div><div class=\"atgb__member_info\"><h3 class=\"atgb__member_name\">Gotthold Viktor Fl\u00e4schner<\/h3><h5 class=\"atgb__member_position\"><em>Postdoctoral Researcher<\/em><\/h5><p class=\"atgb__member_bio\">He works on employing analytical, numerical, and AI-based methods to delve into the molecular mechanisms of force transduction in cells.<\/p><\/div><\/div>\n\n\n\n<div class=\"wp-block-bcb-team-member bcb__box-shadow\"><div class=\"atgb__member_photo\"><img decoding=\"async\" width=\"380\" height=\"448\" data-src=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Gomila.jpg\" alt=\"\" class=\"wp-image-123129 lazyload\" data-srcset=\"https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Gomila.jpg 380w, https:\/\/ibecbarcelona.eu\/wp-content\/uploads\/2025\/01\/Gomila-254x300.jpg 254w\" data-sizes=\"(max-width: 380px) 100vw, 380px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 380px; --smush-placeholder-aspect-ratio: 380\/448;\" \/><div class=\"afgb__social_icons always\">\n<a href=\"https:\/\/ibecbarcelona.eu\/nanobioelec\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n\n\n\n<a href=\"https:\/\/scholar.google.com\/citations?hl=ca&amp;user=avevsz0AAAAJ\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"wp-block-bcb-icon\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.514 0 10 4.486 10 10s-4.486 10-10 10-10-4.486-10-10 4.486-10 10-10zm0-2c-6.627 0-12 5.373-12 12s5.373 12 12 12 12-5.373 12-12-5.373-12-12-12zm-2 10h-2v2h2v6h3v-6h1.82l.18-2h-2v-.833c0-.478.096-.667.558-.667h1.442v-2.5h-2.404c-1.798 0-2.596.792-2.596 2.308v1.692z\"><\/path><\/svg><\/a>\n<\/div><\/div><div class=\"atgb__member_info\"><h3 class=\"atgb__member_name\">Gabriel Gomila<\/h3><h5 class=\"atgb__member_position\"><em>Group Leader<\/em><\/h5><p class=\"atgb__member_bio\">He works on the development of autonomous scanning probe microscopes powered by Artificial Intelligence for applications in life sciences and medicine.<\/p><\/div><\/div>\n<\/div>\n\n\n\n<h5 class=\"wp-block-heading\"><\/h5>\n\n\n\n<h5 class=\"wp-block-heading\"><\/h5>\n\n\n\n<\/div><h2 class=\"tabtitle\">Network Programme<\/h2>\n<div class=\"tabcontent\">\n\n\n\n\n<p>NET-AI will organize 4 half-day workshops&nbsp; and a final retreat, each focusing on key topics in the application of IA in IBEC research. The first workshop will help to identify IBEC research groups challenges and needs, whereas the rest of the workshops will feature a seminar led by a distinguished national or international expert as well as IBEC group presentations on projects and use-cases.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Workshops information.&nbsp;&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-gutena-accordion gutena-accordion-block gutena-accordion-block-59a388-b5 is-layout-flow wp-block-accordion-is-layout-flow\" data-single=\"false\">\n<div class=\"wp-block-gutena-accordion-panel gutena-accordion-block__panel\">\n<div class=\"wp-block-gutena-accordion-panel-title gutena-accordion-block__panel-title\"><div class=\"gutena-accordion-block__panel-title-inner\">\n<h6 class=\"wp-block-heading has-text-align-left\" style=\"margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px\">Workshop 1: <strong>Activities of AI in health at IBEC<\/strong><\/h6>\n<div class=\"trigger-plus-minus\"><div class=\"horizontal\"><\/div><div class=\"vertical\"><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-gutena-accordion-panel-content gutena-accordion-block__panel-content\"><div class=\"gutena-accordion-block__panel-content-inner\">\n<p style=\"margin-top:0;margin-bottom:0\"><strong>Date and venue<\/strong>&nbsp;<\/p>\n\n\n\n<p>Friday 8\/11\/2024 \u00b7 09:00 \u2013 13:00 H, Baobab room, Tower I, Floor 11 (Parc Cient\u00edfic de Barcelona)&nbsp;<\/p>\n\n\n\n<p>The aim of this first workshop is to explore and share AI use cases and needs within IBEC groups. Each group will have the opportunity to present its AI use cases and needs. Groups willing to participate should prepare a brief presentation (10-15 min max). After the presentations, we will engage in an open discussion to exchange ideas and identify future opportunities for collaboration and workshops.&nbsp;<\/p>\n\n\n\n<p>09:00 \u202f &#8211; \u202f Welcome and introduction&nbsp;&nbsp;<\/p>\n\n\n\n<p>09:15 \u202f &#8211; \u202f Presentations by the network groups&nbsp;&nbsp;<\/p>\n\n\n\n<p>10:30 \u202f &#8211; \u202f Coffee break&nbsp;&nbsp;<\/p>\n\n\n\n<p>10:50 \u202f &#8211; \u202f Presentations by other IBEC groups&nbsp;&nbsp;<\/p>\n\n\n\n<p>11:45 \u202f &#8211; \u202f Roundtable discussion&nbsp;&nbsp;<\/p>\n\n\n\n<p style=\"margin-top:0;margin-bottom:0\">13:00 \u202f &#8211; \u202f Closure&nbsp;<\/p>\n\n\n\n<p style=\"margin-top:0;margin-bottom:0\"><\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-gutena-accordion-panel gutena-accordion-block__panel\">\n<div class=\"wp-block-gutena-accordion-panel-title gutena-accordion-block__panel-title\"><div class=\"gutena-accordion-block__panel-title-inner\">\n<h6 class=\"wp-block-heading has-text-align-left\" style=\"margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px\">Workshop 2: <strong>AI fundamentals and use cases in healthcarer knowledge extraction<\/strong><\/h6>\n<div class=\"trigger-plus-minus\"><div class=\"horizontal\"><\/div><div class=\"vertical\"><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-gutena-accordion-panel-content gutena-accordion-block__panel-content\"><div class=\"gutena-accordion-block__panel-content-inner\">\n<p style=\"margin-top:0;margin-bottom:0\"><strong>Date and venue<\/strong>&nbsp;<\/p>\n\n\n\n<p style=\"margin-top:0;margin-bottom:0\">Friday 28\/03\/2025 \u00b7 09:00 \u2013 13:00 H, Baobab room, Tower I, Floor 11 (Parc Cient\u00edfic de Barcelona)&nbsp;<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p style=\"margin-top:0;margin-bottom:0\">In this workshop of the&nbsp;AI for Bioengineering thematic network (NET-AI), an introduction, both theoretical and practical, to the fundamental concepts and main algorithms of artificial intelligence applied to bioengineering will be given. To this end, a first seminar will introduce the fundamental concepts of AI. This will be followed by a practical programming activity in Python, in which attendees will be able to bring their laptop to practice the implementation of simple AI models. Finally, a second seminar will offer a more specific vision of AI use cases in the healthcare field for decision-making.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p style=\"margin-top:0;margin-bottom:0\"><\/p>\n\n\n\n<p><strong>Schedule programme<\/strong>:<\/p>\n\n\n\n<p><strong>9:00-9:15<\/strong> Welcome<br><strong>9:15-10:15 <\/strong>Seminar. AI Fundamentals (Santiago Marco)<br><strong>10:15-10:45<\/strong> Coffee break<br><strong>10:45-12:15:<\/strong> AI practical activity (Moritz Marquardt)<br><strong>12:15-12:30:<\/strong> Short break<br><strong>12:30-13:30: <\/strong>Seminar: Health Data Science: From Ontology-Based Classifiers for Rare Conditions to Transformer-Based Models for Type 2 Diabetes \u2013 Opportunities and Risks (Alexandre Perera)<br><strong>13:30-13:45\/14:00:<\/strong> Closure<\/p>\n\n\n\n<p>To register click <a href=\"https:\/\/teams.microsoft.com\/l\/message\/19:43bb637c-af34-48c5-a6f8-24ada4010bcb_726f992a-b6a7-4b39-bdcc-9be321e37c1c@unq.gbl.spaces\/1741937920746?context=%7B%22contextType%22%3A%22chat%22%7D\">here<\/a><\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-gutena-accordion-panel gutena-accordion-block__panel\">\n<div class=\"wp-block-gutena-accordion-panel-title gutena-accordion-block__panel-title\"><div class=\"gutena-accordion-block__panel-title-inner\">\n<h6 class=\"wp-block-heading has-text-align-left\" style=\"margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px\">Workshop 3: <strong><strong>Deep learning for biomedical applications: fundamentals, trustworthiness and explainability<\/strong><\/strong><\/h6>\n<div class=\"trigger-plus-minus\"><div class=\"horizontal\"><\/div><div class=\"vertical\"><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-gutena-accordion-panel-content gutena-accordion-block__panel-content\"><div class=\"gutena-accordion-block__panel-content-inner\">\n<p style=\"margin-top:0;margin-bottom:0\"><strong>Date and venue<\/strong><\/p>\n\n\n\n<p>Friday 27\/06\/2025 \u00b7 09:50 \u2013 16:30 h, Baobab room, Tower I, Floor 11 (Parc Cient\u00edfic de Barcelona)&nbsp;<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p style=\"margin-top:0;margin-bottom:0\">This third workshop will focus on Deep Learning. It will start with an introductory session where the fundamental concepts of the subject will be presented, which will then be put into practice during a hands-on activity focused on biomedical imaging. Then, two more sessions with international speakers will address critical issues such as trustworthiness and explainability of these models, two crucial aspects in the biomedical field.&nbsp;<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p style=\"margin-top:0;margin-bottom:0\"><\/p>\n\n\n\n<p><strong>Schedule programme<\/strong>:\u00a0\u00a0<br>9:40 \u2013 Registration\u00a0\u00a0<br>9:50 \u2013 Welcome from Network Coordinator\u00a0<br>10:00 \u2013 Invited national speaker: <a href=\"https:\/\/scholar.google.es\/citations?user=p_MCjd4AAAAJ&amp;hl=en\" target=\"_blank\" rel=\"noreferrer noopener\">Petia Radeva<\/a>, University of Barcelona (UB), \u201c<em>Deep learning &#8211; why everybody talks about it?\u00bb<\/em>\u00a0<br>11:00 \u2013 Coffee break\u00a0<br>11:30 \u2013 Invited national speaker: <a href=\"https:\/\/scholar.google.es\/citations?user=pnIC2PQAAAAJ&amp;hl=en\" target=\"_blank\" rel=\"noreferrer noopener\">Roser Sala-Llonch<\/a>, University of Barcelona, \u201c<em>Deep Learning in Biomedical Imaging: Hands-on with Neural Networks and CNNs\u201d<\/em>\u00a0\u00a0<strong>Practical activity \u2013 own computer required<\/strong><br>13:30 \u2013\u00a0 Lunch\u00a0\u00a0<br>14:15 \u2013 Invited international speaker: <a href=\"https:\/\/scholar.google.com\/citations?user=3KySYVQAAAAJ&amp;hl=en\" target=\"_blank\" rel=\"noreferrer noopener\">Lorin Werthen-Brabants<\/a>, Ghent University,\u00a0 <em>\u201cTrustworthy and Reliable (Deep) Machine Learning for Healthcare\u201d<\/em>\u00a0<br>15:15 \u2013 Invited international speaker: <a href=\"https:\/\/scholar.google.com\/citations?user=jRde2vMAAAAJ&amp;hl=en\" target=\"_blank\" rel=\"noreferrer noopener\">Aray Karjauv<\/a>, University of Berlin, \u201c<em>Explainability Beyond Labels: Why We Need XAI for Self-Supervised Learning<\/em>\u201d\u00a0<br>16:15 \u2013 Final remarks and closing\u00a0<\/p>\n\n\n\n<p><strong>Plenary talks details:&nbsp;<\/strong>&nbsp;<\/p>\n\n\n\n<p><strong>Petia Radeva<\/strong>, Full professor at the University of Barcelona (UB), Head of the Consolidated Research Group \u201cArtificial Intelligence and Biomedical Applications (AIBA)\u201d&nbsp;&nbsp;<\/p>\n\n\n\n<p><strong><em>\u00abDeep learning &#8211; why everybody talks about it?\u00bb<\/em>&nbsp;<\/strong>&nbsp;<\/p>\n\n\n\n<p>In this talk, we will explain the main concepts and architectures behind Deep Learning models. We will introduce the Neural Networks, define their structure and function, explain its training and parameters and will finish with some applications to solve Machine Learning and Computer Vision problems. The class will serve as a baseline to do the laboratory on Neural networks.&nbsp;<\/p>\n\n\n\n<p><strong>Roser Sala<\/strong>, Associate Professor at the UB and head of the Biomedical Imaging Research Group&nbsp;<\/p>\n\n\n\n<p>Hand-on activity <strong><em>\u201cDeep Learning in Biomedical Imaging: Hands-on with Neural Networks and CNNs\u201d<\/em><\/strong><strong> <\/strong>\u2013 details tbc&nbsp;<\/p>\n\n\n\n<p><strong>Lorin <\/strong><strong>Werthen-Brabants<\/strong>, Postdoctoral researcher at IMEC &#8211; IDLab &#8211; Ghent University (Belgium)&nbsp;<\/p>\n\n\n\n<p><strong><em>\u201cTrustworthy and Reliable (Deep) Machine Learning for Healthcare\u201d<\/em><\/strong>&nbsp;<\/p>\n\n\n\n<p>As machine learning (ML) models are increasingly used in daily life, their trustworthiness is called into question. Large Language Models have put this into focus in the past few years. In this lecture, the different ways to achieve trust in healthcare will be covered, as well as remaining challenges.&nbsp;<\/p>\n\n\n\n<p><strong>Aray Karjauv<\/strong>, Research Associate at the Technical University of Berlin (Germany)&nbsp;<\/p>\n\n\n\n<p><strong><em>\u201cExplainability Beyond Labels: Why We Need XAI for Self-Supervised Learning\u201d<\/em><\/strong>&nbsp;<\/p>\n\n\n\n<p>Foundation Models, powered by self-supervised learning, offer new opportunities for a wide range of domains, including digital pathology. However, the lack of labels makes reliable assessment more difficult. This session will review classic XAI techniques and demonstrate why they cannot be applied to Foundation Models. Particular focus will be given to the risks of shortcut learning and hidden biases that are especially hard to detect in medical images, such as histopathology whole slides and radiology. It will then introduce XAI methods tailored for self-supervised models, highlighting how these approaches can uncover what features are truly being encoded and why these matters before deploying models in downstream tasks.&nbsp;<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-gutena-accordion-panel gutena-accordion-block__panel\">\n<div class=\"wp-block-gutena-accordion-panel-title gutena-accordion-block__panel-title\"><div class=\"gutena-accordion-block__panel-title-inner\">\n<h6 class=\"wp-block-heading has-text-align-left\" style=\"margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px\">Workshop 4: <strong>Feature selection for biomarker development, single-cell and nuclear RNA analysis, and DNA analysis<\/strong><\/h6>\n<div class=\"trigger-plus-minus\"><div class=\"horizontal\"><\/div><div class=\"vertical\"><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-gutena-accordion-panel-content gutena-accordion-block__panel-content\"><div class=\"gutena-accordion-block__panel-content-inner\">\n<p style=\"margin-top:0;margin-bottom:0\">Date and programme to be announced.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p style=\"margin-top:0;margin-bottom:0\">This third workshop will highlight applicability to different research projects and showcase the availability of experts within IBEC.<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-gutena-accordion-panel gutena-accordion-block__panel\">\n<div class=\"wp-block-gutena-accordion-panel-title gutena-accordion-block__panel-title\"><div class=\"gutena-accordion-block__panel-title-inner\">\n<h6 class=\"wp-block-heading has-text-align-left\" style=\"margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px\">Workshop 5:<strong> Into the rabbit hole: dimensionality reduction, latent space, and embeddings<\/strong><\/h6>\n<div class=\"trigger-plus-minus\"><div class=\"horizontal\"><\/div><div class=\"vertical\"><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-gutena-accordion-panel-content gutena-accordion-block__panel-content\"><div class=\"gutena-accordion-block__panel-content-inner\">\n<p style=\"margin-top:0;margin-bottom:0\">Date and programme to be announced.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p style=\"margin-top:0;margin-bottom:0\">This fourth workshop will explore innovative data analysis techniques and their relevance to bioengineering.&nbsp;&nbsp;<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<p>Retreat topic: \u201c<strong><em>Future development of AI for health at IBEC<\/em><\/strong>\u201d. It will help to identify opportunities and risks for the growth of AI within IBEC and sketch a roadmap for the development of AI skills within IBEC groups.&nbsp;<\/p>\n\n\n\n<p>All IBEC groups are welcome to join the network and actively participate by sharing their insights.&nbsp;<\/p>\n\n\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>This network&#8217;s aim is to equip IBEC researchers with knowledge about the latest machine learning (ML) techniques for bioengineering and create a specialized ML toolkit tailored for IBEC&#8217;s needs.&nbsp;&nbsp;Key focus &#8230; <a title=\"Artificial Intelligence for Bioengineering (NET-IA) \u00a0\" class=\"read-more\" href=\"https:\/\/ibecbarcelona.eu\/es\/research\/ibec-intramural-thematic-networks\/artificial-intelligence-for-bioengineering-net-ia\/\" aria-label=\"More on Artificial Intelligence for Bioengineering (NET-IA) \u00a0\">Read more<\/a><\/p>\n","protected":false},"author":26,"featured_media":123178,"parent":121662,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"tags":[],"class_list":["post-123116","page","type-page","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Artificial Intelligence for Bioengineering (NET-IA) \u00a0 - Institute for Bioengineering of Catalonia<\/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:\/\/ibecbarcelona.eu\/research\/ibec-intramural-thematic-networks\/artificial-intelligence-for-bioengineering-net-ia\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Artificial Intelligence for Bioengineering (NET-IA) \u00a0 - Institute for Bioengineering of Catalonia\" \/>\n<meta property=\"og:description\" content=\"This network&#8217;s aim is to equip IBEC researchers with knowledge about the latest machine learning (ML) techniques for bioengineering and create a specialized ML toolkit tailored for IBEC&#8217;s needs.&nbsp;&nbsp;Key focus ... 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