{"640881":{"#nid":"640881","#data":{"type":"news","title":"Georgia Tech ECE Compute In-Memory Research Team Wins Best Paper Award","body":[{"value":"\u003Cp\u003EBrian Crafton, Samuel Spetalnick, and Gauthaman Murali and their faculty advisors won the Best Paper Award at this year\u0026#39;s IFIP\/IEEE International Conference on Very Large Scale Integration (VLSI SoC 2020). The conference was held October 5-7 in a virtual format.\u003C\/p\u003E\r\n\r\n\u003Cp\u003ECrafton, Spetalnick, and Murali are all Ph.D. students in the Georgia Tech School of Electrical and Computer Engineering (ECE). Crafton and Spetalnick are advised by ECE Professor Arijit Raychowdhury, and Murali is advised by ECE Professor Sung-Kyu Lim. ECE Assistant Professor Tushar Krishna also joins Raychowdhury, Lim, and their students as co-authors on the paper.\u003C\/p\u003E\r\n\r\n\u003Cp\u003EThe title of their work is \u0026quot;Breaking Barriers: Maximizing Array Utilization for Compute In-Memory Fabrics.\u0026quot; Compute In-Memory using emerging non-volatile memory technologies is an exciting technique that promises to minimize data transport, maximize memory throughput, and perform compute on the bitline of memory sub-arrays, thus accelerating machine learning and neuromorphic applications. However, this technique faces new challenges not faced in traditional CMOS memory fabrics. While the new memories provide high density and near-zero leakage power, they require significantly higher write energy than traditional CMOS-based memories. As a result, it is not practical to write the memories at high rates.\u003C\/p\u003E\r\n\r\n\u003Cp\u003EThis work presents a novel technique to partition the data to be stored in the memory, by intelligently profiling the application in advance. The team demonstrates that for their target application, different operations in the workload require different time to execute on the same hardware. Using this insight, memory can be fairly allocated to maximize throughput and achieve significant speedup over prior work.\u003C\/p\u003E\r\n\r\n\u003Cp\u003EThis research is funded by the Air Force Office of Scientific Research through the CEREBRAL MURI program and by the Semiconductor\u0026nbsp;Research Corporation\u0026nbsp;through the JUMP programs.\u003C\/p\u003E\r\n","summary":null,"format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EECE Ph.D. students\u0026nbsp;Brian Crafton, Samuel Spetalnick, and Gauthaman Murali and their faculty advisors won the Best Paper Award at this year\u0026#39;s IFIP\/IEEE International Conference on Very Large Scale Integration (VLSI SoC 2020).\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"ECE Ph.D. students\u00a0Brian Crafton, Samuel Spetalnick, and Gauthaman Murali and their faculty advisors won the Best Paper Award at this year\u0027s IFIP\/IEEE International Conference on Very Large Scale Integration (VLSI SoC 2020). "}],"uid":"27241","created_gmt":"2020-11-02 19:14:58","changed_gmt":"2022-05-26 17:09:36","author":"Jackie Nemeth","boilerplate_text":"","field_publication":"","field_article_url":"","dateline":{"date":"2020-11-02T00:00:00-05:00","iso_date":"2020-11-02T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"related_links":[{"url":"http:\/\/www.ece.gatech.edu","title":"School of Electrical and Computer Engineering"},{"url":"http:\/\/www.gatech.edu","title":"Georgia Tech"},{"url":"https:\/\/icsrl.ece.gatech.edu","title":"Integrated Circuits and Systems Research Lab"},{"url":"http:\/\/www.gtcad.gatech.edu","title":"Georgia Tech Computer Aided Design Lab"},{"url":"https:\/\/synergy.ece.gatech.edu","title":"Synergy Lab"},{"url":"https:\/\/www.afrl.af.mil\/AFOSR\/","title":"Air Force Office of Scientific Research"},{"url":"http:\/\/src.org","title":"Semiconductor Research Corporation"}],"groups":[{"id":"1255","name":"School of Electrical and Computer Engineering"}],"categories":[{"id":"134","name":"Student and Faculty"},{"id":"8862","name":"Student Research"},{"id":"135","name":"Research"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"145","name":"Engineering"},{"id":"149","name":"Nanotechnology and Nanoscience"}],"keywords":[{"id":"181439","name":"Brian Crafton"},{"id":"186165","name":"Samuel Spetalnick"},{"id":"186166","name":"Gauthaman Murali"},{"id":"139771","name":"Arijit Raychowdhury"},{"id":"186167","name":"Sung-Kyu Liim"},{"id":"173453","name":"Tushar Krishna"},{"id":"109","name":"Georgia Tech"},{"id":"166855","name":"School of Electrical and Computer Engineering"},{"id":"186168","name":"IFIP\/IEEE International Conference on Very Large Scale Integration (VLSI SoC 2020)"},{"id":"186169","name":"Compute In-Memory fabrics"},{"id":"186170","name":"data transport"},{"id":"186171","name":"memory throughput"},{"id":"186172","name":"memory subarrays"},{"id":"9167","name":"machine learning"},{"id":"186173","name":"neuromorphic applications"},{"id":"177759","name":"Air Force Office of Scientific Research"},{"id":"186174","name":"CEREBRAL MURI"},{"id":"166954","name":"SRC"}],"core_research_areas":[{"id":"39431","name":"Data Engineering and Science"},{"id":"39451","name":"Electronics and Nanotechnology"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EJackie Nemeth - School of Electrical and Computer Engineering\u003C\/p\u003E","format":"limited_html"}],"email":["jackie.nemeth@ece.gatech.edu"],"slides":[],"orientation":[],"userdata":""}}}