Zobrazeno 1 - 10
of 64
pro vyhledávání: '"Jin-Ping Han"'
Autor:
Ning Li, Charles Mackin, An Chen, Kevin Brew, Timothy Philip, Andrew Simon, Iqbal Saraf, Jin‐Ping Han, Syed Ghazi Sarwat, Geoffrey W. Burr, Malte Rasch, Abu Sebastian, Vijay Narayanan, Nicole Saulnier
Publikováno v:
Advanced Electronic Materials, Vol 9, Iss 6, Pp n/a-n/a (2023)
Abstract Phase change memory (PCM) is one of the most promising candidates for non‐von Neumann based analog in‐memory computing–particularly for inference of previously‐trained deep neural networks (DNN). It is shown that PCM electrical prope
Externí odkaz:
https://doaj.org/article/21e46ddebffb4e81b334c7208c700cea
Autor:
Jin-Ping Han, Malte J. Rasch, Zuoguang Liu, Paul Solomon, Kevin Brew, Kangguo Cheng, Injo Ok, Victor Chan, Michael Longstreet, Wanki Kim, Robert L. Bruce, Cheng-Wei Cheng, Nicole Saulnier, Vijay Narayanan
Publikováno v:
Advanced Intelligent Systems, Vol 4, Iss 5, Pp n/a-n/a (2022)
The analog AI core concept is appealing for deep‐learning (DL) because it combines computation and memory functions into a single device. Yet, significant challenges such as noise and weight drift will impact large‐scale analog in‐memory comput
Externí odkaz:
https://doaj.org/article/cd4b4e542e274fda8fb5ec86f7016fcd
Autor:
Martin M. Frank, Ning Li, Malte J. Rasch, Shubham Jain, Ching-Tzu Chen, Ramachandran Muralidhar, Jin-Ping Han, Vijay Narayanan, Timothy M. Philip, Kevin Brew, Andrew Simon, Iqbal Saraf, Nicole Saulnier, Irem Boybat, StanisŁaw Woźniak, Abu Sebastian, Pritish Narayanan, Charles Mackin, An Chen, Hsinyu Tsai, Geoffrey W. Burr
Publikováno v:
2023 IEEE International Reliability Physics Symposium (IRPS).
Autor:
Uduak Z. George, Nicole Danos, Gerald Quon, Yinphan Tsang, Rolf Müller, Sriram Chandrasekaran, Jin-Ping Han, Charles W. Wolgemuth
Publikováno v:
Integrative and Comparative Biology. 61:2011-2019
Synopsis The biological challenges facing humanity are complex, multi-factorial, and are intimately tied to the future of our health, welfare, and stewardship of the Earth. Tackling problems in diverse areas, such as agriculture, ecology, and health
Publikováno v:
Integrative and comparative biology. 61(6)
The goal of this vision paper is to investigate the possible role that advanced machine learning techniques, especially deep learning (DL), could play in the reintegration of various biological disciplines. To achieve this goal, a series of operation
Autor:
Robert L. Bruce, Jin-Ping Han, I. Ok, Abu Sebastian, Geoffrey W. Burr, John M. Papalia, Hsinyu Tsai, Vijay Narayanan, Lynne Gignac, Katie Spoon, Tenko Yamashita, Nicole Saulnier, S. R. Nandakumar, Cheng-Wei Cheng, Andrew H. Simon, Benedikt Kersting, Charles Mackin, Irem Boybat, Stefano Ambrogio, Kevin W. Brew, Matthew J. BrightSky, Ning Li, M. Le Gallo, Praneet Adusumilli, Saraf Iqbal Rashid, Timothy M. Philip, Wanki Kim, Zuoguang Liu, Thomas Bohnstingl, S. Ghazi Sarwat, Nanbo Gong
Publikováno v:
IRPS
Phase change memory (PCM) is rapidly emerging as a promising candidate for building non-von Neumann accelerators for deep neural networks (DNN) based on in-memory computing. However, conductance drift and noise are key challenges for the reliable sto
Autor:
Manuel Le Gallo, Irem Boybat, Jin-Ping Han, S. R. Nandakumar, Stefano Ambrogio, Matthew J. BrightSky, Malte J. Rasch, Abu Sebastian, Robert L. Bruce, Praneet Adusumilli
Publikováno v:
2020 IEEE International Electron Devices Meeting (IEDM).
The precision at which the conductance states can be programmed and maintained over time is central to the operation of analog resistance-based memory devices such as phase-change memory (PCM) in in-memory computing applications such as deep learning
Autor:
Jin-Ping Han, Malte Rasch, Zuoguang Liu, Paul Solomon, Kevin Brew, Kangguo Cheng, Injo OK, Victor Chan, Michael Longstreet, Wanki Kim, RobertL Bruce, Cheng-Wei Cheng, Nanbo Gong, Praneet Adusumilli, Shawn Pinkett, Hongmei Li, Nicole Saulnier, Tenko Yamashita, MatthewJ BrightSky, Vijay Narayanan
Publikováno v:
Extended Abstracts of the 2020 International Conference on Solid State Devices and Materials.
Autor:
K. Suu, G. Fraczak, Wanki Kim, Stefano Ambrogio, M. Longstreet, Jin-Ping Han, T. Masuda, Fabio Carta, Praneet Adusumilli, John Bruley, Nanbo Gong, Matthew J. BrightSky, Robert L. Bruce, Hsinyu Tsai
Publikováno v:
2019 Symposium on VLSI Technology.
We have demonstrated, for the first time, a combination of outstanding linearity of analog programming with matched PCM pairs, small analog programming noise, an extremely low resistance drift (R-drift) coefficient (0.005, median) and high endurance
Autor:
Rolf Müller, Nicole Abaid, Jonathan B Boreyko, Charless Fowlkes, Ashok K Goel, Cindy Grimm, Sunghwan Jung, Brook Kennedy, Christin Murphy, Nathan D Cushing, Jin-Ping Han
Publikováno v:
Bioinspirationbiomimetics. 13(5)
Bioinspiration-using insights into the function of biological systems for the development of new engineering concepts-is already a successful and rapidly growing field. However, only a small portion of the world's biodiversity has thus far been consi