A Survey of Design and Optimization for Systolic Array-based DNN Accelerators
In recent years, it has been witnessed that the systolic array is a successful architecture for
DNN hardware accelerators. However, the design of systolic arrays also encountered many …
DNN hardware accelerators. However, the design of systolic arrays also encountered many …
Memristor devices for neural networks
H Jeong, L Shi - Journal of Physics D: Applied Physics, 2018 - iopscience.iop.org
Neural network technologies have taken center stage owing to their powerful computing
capability for supporting deep learning in artificial intelligence. However, conventional …
capability for supporting deep learning in artificial intelligence. However, conventional …
Learning scheduling algorithms for data processing clusters
Efficiently scheduling data processing jobs on distributed compute clusters requires complex
algorithms. Current systems use simple, generalized heuristics and ignore workload …
algorithms. Current systems use simple, generalized heuristics and ignore workload …
Memory and information processing in neuromorphic systems
A striking difference between brain-inspired neuromorphic processors and current von
Neumann processor architectures is the way in which memory and processing is organized …
Neumann processor architectures is the way in which memory and processing is organized …
Dark silicon and the end of multicore scaling
Since 2005, processor designers have increased core counts to exploit Moore's Law
scaling, rather than focusing on single-core performance. The failure of Dennard scaling, to …
scaling, rather than focusing on single-core performance. The failure of Dennard scaling, to …
[HTML][HTML] Novel frontier of photonics for data processing—Photonic accelerator
In the emerging Internet of things cyber-physical system-embedded society, big data
analytics needs huge computing capability with better energy efficiency. Coming to the end …
analytics needs huge computing capability with better energy efficiency. Coming to the end …
Roofline: an insightful visual performance model for multicore architectures
Roofline: An insightful Visual Performance model for multicore Architectures Page 1 APriL 2009
| voL. 52 | no. 4 | communicAtionS of the Acm 65 conVentional WiSdom in computer architecture …
| voL. 52 | no. 4 | communicAtionS of the Acm 65 conVentional WiSdom in computer architecture …
The multikernel: a new OS architecture for scalable multicore systems
Commodity computer systems contain more and more processor cores and exhibit
increasingly diverse architectural tradeoffs, including memory hierarchies, interconnects …
increasingly diverse architectural tradeoffs, including memory hierarchies, interconnects …
Towards emotionally aware AI smart classroom: Current issues and directions for engineering and education
Future smart classrooms that we envision will significantly enhance learning experience and
seamless communication among students and teachers using real-time sensing and …
seamless communication among students and teachers using real-time sensing and …
Exponential laws of computing growth
PJ Denning, TG Lewis - Communications of the ACM, 2016 - dl.acm.org
Exponential laws of computing growth Page 1 54 COMMUNICATIONS OF THE ACM | JANUARY
2017 | VOL. 60 | NO. 1 contributed articles ILL US TRA TION B Y PETER CRO W THER A …
2017 | VOL. 60 | NO. 1 contributed articles ILL US TRA TION B Y PETER CRO W THER A …