{"id":416,"date":"2026-01-06T01:10:50","date_gmt":"2026-01-06T01:10:50","guid":{"rendered":"https:\/\/braininspiredrobotics.com\/?p=416"},"modified":"2026-01-06T01:10:50","modified_gmt":"2026-01-06T01:10:50","slug":"what-is-the-state-of-neuromorphic-touch-for-robotics","status":"publish","type":"post","link":"https:\/\/braininspiredrobotics.com\/?p=416","title":{"rendered":"What is the state of neuromorphic touch for robotics?"},"content":{"rendered":"<p style=\"text-align: justify;\">Tianyi Liu, George Brayshaw, Ao Li, Xingchen Xu and Benjamin Ward-Cherrier. <a href=\"https:\/\/iopscience.iop.org\/article\/10.1088\/2634-4386\/adf091\"><strong>Neuromorphic touch for robotics\u2014a review<\/strong><\/a>. Neuromorphic Computing and Engineering, 2025, Volume 5, Number 3.\u00a0<\/p>\n<p style=\"text-align: justify;\">Abstract<br \/>\n&#8220;<strong><span style=\"color: #ff0000;\">The field of neuromorphic tactile sensing aims to emulate the biological mechanisms of touch to enable artificial systems with efficiency, adaptability, and precision akin to natural tactile perception<\/span><\/strong>. Inspired by the spike-based data encoding of biological mechanoreceptors and neural processing, <strong><span style=\"color: #ff0000;\">neuromorphic tactile sensors (NTSs) leverage event-driven architectures to handle sensory information through sparse, low-power, and efficient formats<\/span><\/strong>. This review explores the state of neuromorphic tactile sensing, emphasizing its biological foundations, sensor technologies and encoding techniques within the field of robotics. <strong><span style=\"color: #ff0000;\">By bridging biological touch mechanisms with neuromorphic engineering, NTSs have the potential to enhance robotic manipulation, prosthetics, and human\u2013machine interfaces<\/span><\/strong>. Challenges and future directions include developing novel materials for sensors, improving the performance of spiking neural networks and lowering the barrier to entry into neuromorphic touch research through open-sourcing code and datasets. This review underscores the potential of neuromorphic tactile sensing in creating highly efficient and versatile tactile systems for robotics and beyond.&#8221;<\/p>\n<p style=\"text-align: justify;\">Tianyi Liu, George Brayshaw, Ao Li, Xingchen Xu and Benjamin Ward-Cherrier. <a href=\"https:\/\/iopscience.iop.org\/article\/10.1088\/2634-4386\/adf091\"><strong>Neuromorphic touch for robotics\u2014a review<\/strong><\/a>. Neuromorphic Computing and Engineering, 2025, Volume 5, Number 3.\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tianyi Liu, George Brayshaw, Ao Li, Xingchen Xu and Benjamin Ward-Cherrier. Neuromorphic touch for robotics\u2014a review. Neuromorphic Computing and Engineering, 2025, Volume 5, Number 3.\u00a0 Abstract &#8220;The field of neuromorphic tactile sensing aims to emulate the biological mechanisms of touch to enable artificial systems with efficiency, adaptability, and precision akin to natural tactile perception. Inspired [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[74,7,4],"tags":[130],"class_list":["post-416","post","type-post","status-publish","format-standard","hentry","category-brain-inspired-robotics","category-neuromorphic-robotics","category-neuromorphic-sensing","tag-neuromorphic-touch"],"_links":{"self":[{"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/posts\/416","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=416"}],"version-history":[{"count":1,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/posts\/416\/revisions"}],"predecessor-version":[{"id":417,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=\/wp\/v2\/posts\/416\/revisions\/417"}],"wp:attachment":[{"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=416"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=416"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/braininspiredrobotics.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=416"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}