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Neuromorphic Computing for Scientific Applications

Publication Type
Conference Paper
Book Title
IEEE/ACM Redefining Scalability for Diversely Heterogeneous Architectures Workshop (RSDHA)
Publication Date
Page Numbers
22 to 28
Publisher Location
New Jersey, United States of America
Conference Name
Workshop on Redefining Scalability for Diversely Heterogeneous Architectures (RSDHA) in Conjunction with SC22
Conference Location
Dallas, Texas, United States of America
Conference Sponsor
IEEE/ACM
Conference Date

Neuromorphic computing technology continues to make strides in the development of new algorithms, devices, and materials. In addition, applications have begun to emerge where neuromorphic computing shows promising results. However, numerous barriers to further development and application remain. In this work, we identify several science areas where neuromorphic computing can either make an immediate impact (within 1 to 3 years) or the societal impact would be extremely high if the technological barriers can be addressed. We identify both opportunities and hurdles to the development of neuromorphic computing technology for these areas. Finally, we discuss future directions that need to be addressed to expand both the development and application of neuromorphic computing.