{"id":1938,"date":"2020-05-19T11:11:08","date_gmt":"2020-05-19T11:11:08","guid":{"rendered":"https:\/\/www.rtc.us.es\/?page_id=1938"},"modified":"2020-05-19T11:16:47","modified_gmt":"2020-05-19T11:16:47","slug":"reliar","status":"publish","type":"page","link":"https:\/\/grupo.us.es\/rtclab\/neuromorphic-engineering\/reliar\/","title":{"rendered":"RELIAR"},"content":{"rendered":"<h2 style=\"text-align: center;\">Real-Time Loihi interface for\u00a0Neuromorphic Auditory Sensor and ED-Scorbot<\/h2>\n<p style=\"text-align: justify;\">In this project we aim to integrate a Neuromorphic Auditory Sensor (NAS) as an input to Loihi and\u00a0connect an event-driven robot to the output of Loihi. These will provide a real-time communication,\u00a0being able to compute audio spiking information (NAS output) in real-time and command a robot at\u00a0the same time with negligible latency. The NAS could be also used in combination with a\u00a0neuromorphic retina, as DVS, for sensor fusion or integration applications in real-time. The output Loihi interface will be done for the event-driven robotic arm ED-Scorbot, available at our lab. Several practical applications could be done, as for example SNN for echolocation testing, for speaker identification, speech recognition, etc. Results from the SNN implemented in Loihi could be qualified to produce different spiking rate signals at the output that could be used as joint references at the\u00a0spiking PID controllers of the ED-Scorbot.<\/p>\n<p><a href=\"http:\/\/rtc.us.es\/wp-content\/uploads\/2020\/05\/RELIAR.png\"><img loading=\"lazy\" class=\"size-full wp-image-1939 aligncenter\" src=\"http:\/\/rtc.us.es\/wp-content\/uploads\/2020\/05\/RELIAR.png\" alt=\"\" width=\"584\" height=\"417\" srcset=\"https:\/\/grupo.us.es\/rtclab\/wp-content\/uploads\/2020\/05\/RELIAR.png 584w, https:\/\/grupo.us.es\/rtclab\/wp-content\/uploads\/2020\/05\/RELIAR-300x214.png 300w\" sizes=\"(max-width: 584px) 100vw, 584px\" \/><\/a><\/p>\n<p><strong>Objectives:<\/strong><\/p>\n<ol>\n<li>Develop a specific communication module in HDL for NAS output integration to Loihi.<\/li>\n<li>Study what we need at physical level (logic levels, clocks synchrony, etc\u2026) for real-time interfacing.<\/li>\n<li>Do a research visit, if possible, at Intel to learn and interact deeply.<\/li>\n<li>Implement a specific SDK for Loihi to give support for NAS communication.<\/li>\n<li>Integrate everything in OpenNAS and NAVIS for user support.<\/li>\n<li>Develop an HDL interface between Loihi and event-driven robotics.<\/li>\n<li>Implement in Loihi simple SNN able to produce different frequencies of spiking signals to command different joint angles in the ED-Scorbot.<\/li>\n<li>Characterize the whole system in terms of latencies and power consumption and compare it to current SOA.<\/li>\n<li>Make open-source the interface HDL and software.<\/li>\n<\/ol>\n<p style=\"text-align: justify;\"><strong>Research plan:<\/strong>\u00a0As expressed in next figure, the project is divided in three modules, MOD1 and MOD 2 will be executed\u00a0in parallel to provide input and output interfaces for Loihi. Then, MOD3 will use results from both modules for the development of a practical demonstrator. Special care on documentation and\u00a0disseminations are included in these modules.<\/p>\n<p><a href=\"http:\/\/rtc.us.es\/wp-content\/uploads\/2020\/05\/RELIAR2.png\"><img loading=\"lazy\" class=\"size-full wp-image-1940 aligncenter\" src=\"http:\/\/rtc.us.es\/wp-content\/uploads\/2020\/05\/RELIAR2.png\" alt=\"\" width=\"316\" height=\"360\" srcset=\"https:\/\/grupo.us.es\/rtclab\/wp-content\/uploads\/2020\/05\/RELIAR2.png 316w, https:\/\/grupo.us.es\/rtclab\/wp-content\/uploads\/2020\/05\/RELIAR2-263x300.png 263w\" sizes=\"(max-width: 316px) 100vw, 316px\" \/><\/a><\/p>\n<p><strong>IP<\/strong>: Alejandro Linares Barranco \/ \u00c1ngel Francisco Jim\u00e9nez Fern\u00e1ndez<\/p>\n<p><strong>Start date<\/strong>: 30-12-2016<br \/>\n<strong>End date:<\/strong> 29-12-2020<\/p>\n<p><strong>Researchers:<\/strong><\/p>\n<p>Gabriel Jim\u00e9nez Moreno<br \/>\nAntonio R\u00edos Navarro<br \/>\nJuan Pedro Dom\u00edguez Morales<br \/>\nDaniel Guti\u00e9rrez Gal\u00e1n<br \/>\nEnrique Pi\u00f1ero Fuentes<\/p>\n<h3>Related posts:<\/h3>\n<ul class=\"display-posts-listing\"><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/deep-neural-networks-for-the-recognition-and-classification-of-heart-murmurs-using-neuromorphic-auditory-sensors\/\">Deep Neural Networks for the Recognition and Classification of Heart Murmurs Using Neuromorphic Auditory Sensors<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/neuropod-a-real-time-neuromorphic-spiking-cpg-applied-to-robotics\/\">Neuropod: A real-time neuromorphic spiking CPG applied to robotics<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/1918-2\/\">RTC at Fundaci\u00f3n DesQbre News<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/iscas-2017-live-demonstration-multilayer-spiking-neural-network-for-audio-samples-classification-using-spinnaker\/\">ISCAS 2017 Live Demonstration &#8211; Multilayer Spiking Neural Network for Audio Samples Classification Using SpiNNaker<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/nullhop-a-flexible-convolutional-neural-network-accelerator-based-on-sparse-representations-of-feature-maps\/\">NullHop: A Flexible Convolutional Neural Network Accelerator Based on Sparse Representations of Feature Maps<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/navis-neuromorphic-auditory-visualizer-tool\/\">NAVIS: Neuromorphic Auditory VISualizer Tool<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/a-binaural-neuromorphic-auditory-sensor-for-fpga-a-spike-signal-processing-approach\/\">A Binaural Neuromorphic Auditory Sensor for FPGA: A Spike Signal Processing Approach<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/a-spiking-neural-network-for-real-time-spanish-vowel-phonemes-recognition\/\">A spiking neural network for real-time Spanish vowel phonemes recognition<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/ed-scorbotp\/\">ED-ScorBot<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/inter-spikes-intervals-exponential-and-gamma-distributions-study-of-neuron-firing-rate-for-svite-motor-control-model-on-fpga\/\">Inter-spikes-intervals exponential and gamma distributions study of neuron firing rate for SVITE motor control model on FPGA<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/neuro-inspired-spike-based-motion-from-dynamic-vision-sensor-to-robot-motor-open-loop-control-through-spike-vite\/\">Neuro-Inspired Spike-Based Motion: From Dynamic Vision Sensor to Robot Motor Open-Loop Control through Spike-VITE<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/cabupct\/\">Fully neuromorphic system<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/stereo-matching-from-the-basis-to-neuromorphic-engineering\/\">Stereo Matching: From the Basis to Neuromorphic Engineering<\/a><\/li><li class=\"listing-item\"><a class=\"title\" href=\"https:\/\/grupo.us.es\/rtclab\/iscas-2012-demo\/\">ISCAS 2012 Demo<\/a><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Real-Time Loihi interface for\u00a0Neuromorphic Auditory Sensor and ED-Scorbot In this project we aim to integrate a Neuromorphic Auditory Sensor (NAS) as an input to Loihi and\u00a0connect an event-driven robot to [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":171,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/grupo.us.es\/rtclab\/wp-json\/wp\/v2\/pages\/1938"}],"collection":[{"href":"https:\/\/grupo.us.es\/rtclab\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/grupo.us.es\/rtclab\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/grupo.us.es\/rtclab\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/grupo.us.es\/rtclab\/wp-json\/wp\/v2\/comments?post=1938"}],"version-history":[{"count":3,"href":"https:\/\/grupo.us.es\/rtclab\/wp-json\/wp\/v2\/pages\/1938\/revisions"}],"predecessor-version":[{"id":1946,"href":"https:\/\/grupo.us.es\/rtclab\/wp-json\/wp\/v2\/pages\/1938\/revisions\/1946"}],"up":[{"embeddable":true,"href":"https:\/\/grupo.us.es\/rtclab\/wp-json\/wp\/v2\/pages\/171"}],"wp:attachment":[{"href":"https:\/\/grupo.us.es\/rtclab\/wp-json\/wp\/v2\/media?parent=1938"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}