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class="col-12"> <a href="#" class="close-btn"></a><form method="get" class="search-form" action="https://newmexicoconsortium.org/"><fieldset> <input type="search" class="search" placeholder="Search …" value="" name="s" title="Search for:"> <button type="submit" class="submit"> <i class="fa fa-search"></i> </button></fieldset></form></div></div></div></div></div><main id="main"><div class="content-main"><div id="primary" class="site-content"><div id="content" role="main" style="background-color: "><div class="page-banner"><div class="stretch"> <img alt="Neuromorphic Computing" src="https://newmexicoconsortium.org/wp-content/uploads/2019/01/brainbanner2.jpeg" ></div><div class="container"><div class="row"><div class="col-xs-12"><div class="holder"><h1 class="heading">Neuromorphic Computing</h1><p></p></div><ul class="breadcrumbs list-inline"><ul class="breadcrumbs list-inline"><li><a class="home" href="https://newmexicoconsortium.org">Home</a></li><li>Neuromorphic Computing</li></ul></ul></div></div></div></div><div class="container" style="padding: 15px 0 0 0"><div class="row"><div class="col-sm-8 col-md-9"><div class="wpb-content-wrapper"><div class="vc_row wpb_row vc_row-fluid vc_custom_1539918029526 mpc-row"><div class="wpb_column vc_column_container vc_col-sm-12 mpc-column" data-column-id="mpc_column-6567bdceb568b8a"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="wpb_text_column wpb_content_element"><div class="wpb_wrapper"><h4>Neuromorphic Computing investigates the computational principles that enable high-level sensory processing and sensory cognition in the human brain by attempting to implement these principles into large-scale, high-performance computer models.</h4><p style="text-align: justify;">Even after several decades of exponential growth in processing power, computers still cannot match the ability of the brain to interpret, respond to, and learn from natural sensory inputs. Rapid progress in neuroscience, however, is enabling an alternative strategy for achieving brain-like behavior: identifying the computational primitives that underlie the processing in biological neural circuits. The enormous scale of biological neural systems means neuromorphic computing research requires high-performance neural simulations tools in order to test complex scientific hypotheses at scale.</p></div></div><div class="vc_empty_space" style="height: 22px"><span class="vc_empty_space_inner"></span></div></div></div></div></div><div class="vc_row wpb_row vc_row-fluid mpc-row"><div class="wpb_column vc_column_container vc_col-sm-4 mpc-column" data-column-id="mpc_column-8867bdceb569494"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="wpb_single_image wpb_content_element vc_align_center wpb_content_element"><figure class="wpb_wrapper vc_figure"><div class="vc_single_image-wrapper vc_box_shadow_3d vc_box_border_grey"><img fetchpriority="high" decoding="async" width="900" height="371" src="https://newmexicoconsortium.org/wp-content/uploads/2018/11/eye-research-nmc.jpg" class="vc_single_image-img attachment-full" alt="Eye Research - New Mexico Consortium, Los Alamos, New Mexico" title="eye-research-nmc" srcset="https://newmexicoconsortium.org/wp-content/uploads/2018/11/eye-research-nmc.jpg 900w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/eye-research-nmc-300x124.jpg 300w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/eye-research-nmc-768x317.jpg 768w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/eye-research-nmc-500x206.jpg 500w" sizes="(max-width: 900px) 100vw, 900px"></div></figure></div><div class="vc_empty_space" style="height: 12px"><span class="vc_empty_space_inner"></span></div></div></div></div><div class="wpb_column vc_column_container vc_col-sm-8 mpc-column" data-column-id="mpc_column-2267bdceb569836"><div class="vc_column-inner"><div class="wpb_wrapper"><h4 style="text-align: left" class="vc_custom_heading vc_do_custom_heading">PetaVision</h4><div class="wpb_text_column wpb_content_element"><div class="wpb_wrapper"><p>Pete Schultz, New Mexico Consortium scientist</p><p>______________________________________________________</p><p>PetaVision is an open source, object oriented neural simulation toolbox optimized for high-performance multi-core, multi-node computer architectures. PetaVision is intended for computational neuroscientists who seek to apply neuromorphic models to hard signal processing problems; both to improve on the performance of existing algorithms and/or to gain insight into the computational mechanisms underlying biological neural processing. PetaVision has been used on a range of vision and learning tasks including depth inference, action classification, and learning from multiple intelligence streams including weather and commodity prices. PetaVision has been used to perform image classification, sound analysis, and image-rescaling and is flexible enough to grow with your imagination.</p><p>This project is funded by Nathan Debardelaben’s Enabling Manufacturing project at the USRC.</p></div></div></div></div></div></div><div class="vc_row wpb_row vc_row-fluid mpc-row"><div class="wpb_column vc_column_container vc_col-sm-12 mpc-column" data-column-id="mpc_column-4867bdceb569be7"><div class="vc_column-inner"><div class="wpb_wrapper"><h3 style="text-align: left" class="vc_custom_heading vc_do_custom_heading">PAST PROJECTS</h3><div class="vc_empty_space" style="height: 12px"><span class="vc_empty_space_inner"></span></div></div></div></div></div><div class="vc_row wpb_row vc_row-fluid vc_custom_1541811849144 mpc-row"><div class="wpb_column vc_column_container vc_col-sm-4 mpc-column" data-column-id="mpc_column-7267bdceb56a11a"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="wpb_single_image wpb_content_element vc_align_center wpb_content_element"><figure class="wpb_wrapper vc_figure"><div class="vc_single_image-wrapper vc_box_shadow_3d vc_box_border_grey"><img decoding="async" width="900" height="371" src="https://newmexicoconsortium.org/wp-content/uploads/2018/11/Drone-Pixabay1-nmc.jpg" class="vc_single_image-img attachment-full" alt="Drones - New Mexico Consortium, Los Alamos, New Mexico" title="Drone-Pixabay-nmc" srcset="https://newmexicoconsortium.org/wp-content/uploads/2018/11/Drone-Pixabay1-nmc.jpg 900w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/Drone-Pixabay1-nmc-300x124.jpg 300w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/Drone-Pixabay1-nmc-768x317.jpg 768w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/Drone-Pixabay1-nmc-500x206.jpg 500w" sizes="(max-width: 900px) 100vw, 900px"></div></figure></div></div></div></div><div class="wpb_column vc_column_container vc_col-sm-8 mpc-column" data-column-id="mpc_column-7467bdceb56a2e1"><div class="vc_column-inner"><div class="wpb_wrapper"><h4 style="text-align: left" class="vc_custom_heading vc_do_custom_heading">Collaborative Research: A Neurally Inspired, Event-Based Computer Vision Pipeline</h4></div></div></div></div><div class="vc_row wpb_row vc_row-fluid vc_custom_1541811849144 mpc-row"><div class="wpb_column vc_column_container vc_col-sm-4 mpc-column" data-column-id="mpc_column-5067bdceb56a7b2"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="wpb_single_image wpb_content_element vc_align_center wpb_content_element"><figure class="wpb_wrapper vc_figure"><div class="vc_single_image-wrapper vc_box_shadow_3d vc_box_border_grey"><img decoding="async" width="900" height="371" src="https://newmexicoconsortium.org/wp-content/uploads/2018/11/neuromorphic-computing1-nmc-research.jpg" class="vc_single_image-img attachment-full" alt="NeuroMorphic Computing - New Mexico Consortium, Los Alamos, New Mexico" title="neuromorphic-computing1-nmc-research" srcset="https://newmexicoconsortium.org/wp-content/uploads/2018/11/neuromorphic-computing1-nmc-research.jpg 900w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/neuromorphic-computing1-nmc-research-300x124.jpg 300w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/neuromorphic-computing1-nmc-research-768x317.jpg 768w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/neuromorphic-computing1-nmc-research-500x206.jpg 500w" sizes="(max-width: 900px) 100vw, 900px"></div></figure></div></div></div></div><div class="wpb_column vc_column_container vc_col-sm-8 mpc-column" data-column-id="mpc_column-9067bdceb56a922"><div class="vc_column-inner"><div class="wpb_wrapper"><h4 style="text-align: left" class="vc_custom_heading vc_do_custom_heading">Synthetic Cognition through Petascale Models of the Primate Visual Cortex</h4></div></div></div></div><div class="vc_row wpb_row vc_row-fluid vc_custom_1541811849144 mpc-row"><div class="wpb_column vc_column_container vc_col-sm-4 mpc-column" data-column-id="mpc_column-2767bdceb56ac55"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="wpb_single_image wpb_content_element vc_align_center wpb_content_element"><figure class="wpb_wrapper vc_figure"><div class="vc_single_image-wrapper vc_box_shadow_3d vc_box_border_grey"><img fetchpriority="high" decoding="async" width="900" height="371" src="https://newmexicoconsortium.org/wp-content/uploads/2018/11/eye-research-nmc.jpg" class="vc_single_image-img attachment-full" alt="Eye Research - New Mexico Consortium, Los Alamos, New Mexico" title="eye-research-nmc" srcset="https://newmexicoconsortium.org/wp-content/uploads/2018/11/eye-research-nmc.jpg 900w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/eye-research-nmc-300x124.jpg 300w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/eye-research-nmc-768x317.jpg 768w, https://newmexicoconsortium.org/wp-content/uploads/2018/11/eye-research-nmc-500x206.jpg 500w" sizes="(max-width: 900px) 100vw, 900px"></div></figure></div></div></div></div><div class="wpb_column vc_column_container vc_col-sm-8 mpc-column" data-column-id="mpc_column-1067bdceb56adf5"><div class="vc_column-inner"><div class="wpb_wrapper"><h5 style="text-align: left" class="vc_custom_heading vc_do_custom_heading">SALLSA: Sparse Adaptive Local Learning for Sensing and Analytics</h5></div></div></div></div><div class="vc_row wpb_row vc_row-fluid vc_custom_1541984632660 mpc-row"><div class="wpb_column vc_column_container vc_col-sm-12 mpc-column" data-column-id="mpc_column-3367bdceb56b103"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="wpb_text_column wpb_content_element link"><div class="wpb_wrapper"><h4><a href="https://newmexicoconsortium.org/research/"><strong>← Back to Research Page</strong></a></h4></div></div></div></div></div></div></div></div><aside class="col-sm-4 col-md-3"><div id="secondary" class="widget-area" role="complementary"><aside id="custom_html-3" class="widget_text side-widget"><div class="widget_text widget widget_recent_comments"><div class="textwidget custom-html-widget">   </div></div></aside><aside id="recent-posts-2" class="side-widget"><div class="widget widget_recent_comments"><h2 class="widget-title">RECENT NEWS</h2><ul><li> <a href="https://newmexicoconsortium.org/anthony-marcozzi-fastfuels-fire-modeling-platform/">Anthony Marcozzi Publishes Work on the FastFuels Fire Modeling Platform</a> <span class="post-date">February 21, 2025</span></li><li> <a href="https://newmexicoconsortium.org/nmc-%e2%84%8fackathon-series-february-18th/">Join NMC’s ℏackathon series on February 18th, 9am-3pm at LA Research Park</a> <span class="post-date">January 24, 2025</span></li><li> <a href="https://newmexicoconsortium.org/engineers-week-community-lecture-ai-engineering/">Engineers Week features community lecture on AI and engineering</a> <span class="post-date">January 21, 2025</span></li><li> <a href="https://newmexicoconsortium.org/wfs-at-uaf-success/">Winter Field School at the University of Alaska a Big Success!</a> <span class="post-date">January 21, 2025</span></li></ul></div></aside><aside id="custom_html-11" class="widget_text side-widget"><div class="widget_text widget widget_recent_comments"><h2 class="widget-title">QUICK LINKS</h2><div class="textwidget custom-html-widget"><strong><a href="https://newmexicoconsortium.org/get-involved/" >NMC Affiliation - 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