{"615221":{"#nid":"615221","#data":{"type":"event","title":"Ph.D. Proposal Oral Exam - Yun Long","body":[{"value":"\u003Cp\u003E\u003Cstrong\u003ETitle:\u0026nbsp; \u003C\/strong\u003E\u003Cem\u003EENERGY EFFICIENT PROCESSING IN MEMORY ARCHITECTURE FOR MACHINE LEARNING ACCELERATION\u003C\/em\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003ECommittee:\u0026nbsp; \u003C\/strong\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Mukhopadhyay, Advisor\u0026nbsp;\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Khan, Chair\u003C\/p\u003E\r\n\r\n\u003Cp\u003EDr. Raychowdhury\u003C\/p\u003E\r\n\r\n\u003Cp\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003E\u003C\/p\u003E\r\n\r\n\u003Cp\u003EThe objective of the proposed research is to explore the design of emerging Non-volatile Memory (NVM) based PIM architecture for DNN acceleration. At device level, I investigate both Resistive Random Access Memory (ReRAM) and Ferroelectric FET (FeFET) based memory cell; at array level, optimizations to read\/write peripherals are applied to improve the computation efficiency; at micro-architecture level, I propose hierarchical network-on-chip (H-NoC) design for fast and efficient data transmission; last but not least, at application level, I explore various DNN models including CNN, LSTM, Object-detection network, etc. Incorporated with the circuit and architecture innovation, I also explore the network complexity reduction techniques and robust DNN design\u003C\/p\u003E\r\n","summary":null,"format":"limited_html"}],"field_subtitle":"","field_summary":"","field_summary_sentence":[{"value":"ENERGY EFFICIENT PROCESSING IN MEMORY ARCHITECTURE FOR MACHINE LEARNING ACCELERATION"}],"uid":"28475","created_gmt":"2018-12-10 22:41:15","changed_gmt":"2018-12-10 22:41:15","author":"Daniela Staiculescu","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2018-12-13T11:00:00-05:00","event_time_end":"2018-12-13T13:00:00-05:00","event_time_end_last":"2018-12-13T13:00:00-05:00","gmt_time_start":"2018-12-13 16:00:00","gmt_time_end":"2018-12-13 18:00:00","gmt_time_end_last":"2018-12-13 18:00:00","rrule":null,"timezone":"America\/New_York"},"extras":[],"groups":[{"id":"434371","name":"ECE Ph.D. Proposal Oral Exams"}],"categories":[],"keywords":[{"id":"102851","name":"Phd proposal"},{"id":"1808","name":"graduate students"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1788","name":"Other\/Miscellaneous"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}}}