134 citations · 364 across the 21 of their papers we have counts for
8 papers · 1 filter
A Design Methodology for Post-Moore's Law Accelerators: The Case of a Photonic Neuromorphic Processor
Armin Mehrabian, Volker J. Sorger, Tarek El-Ghazawi
Over the past decade alternative technologies have gained momentum as conventional digital electronics continue to approach their limitations, due to the end of Moore's Law and Den…
A Winograd-based Integrated Photonics Accelerator for Convolutional Neural Networks
Armin Mehrabian, Mario Miscuglio, Yousra Alkabani +2
Neural Networks (NNs) have become the mainstream technology in the artificial intelligence (AI) renaissance over the past decade. Among different types of neural networks, convolut…
PCNNA: A Photonic Convolutional Neural Network Accelerator
Armin Mehrabian, Yousra Al-Kabani, Volker J Sorger +1
Convolutional Neural Networks (CNN) have been the centerpiece of many applications including but not limited to computer vision, speech processing, and Natural Language Processing…
Energy-Quality Scaling in Analog Mesh Computers
Jeff Anderson, Engin Kayraklioglu, Vikram Narayana +2
The recent push for post-Moore computer architectures has introduced a wide variety of application-specific accelerators. One particular accelerator, the resistance network analogu…
Integrated Nanophotonics Architecture for Residue Number System Arithmetic
Jiaxin Peng, Shuai Sun, Vikram K. Narayana +2
Residue number system (RNS) enables dimensionality reduction of an arithmetic problem by representing a large number as a set of smaller integers, where the number is decomposed by…
HyPPI NoC: Bringing Hybrid Plasmonics to an Opto-Electronic Network-on-Chip
Vikram K. Narayana, Shuai Sun, Armin Mehrabian +2
As we move towards an era of hundreds of cores, the research community has witnessed the emergence of opto-electronic network on-chip designs based on nanophotonics, in order to ac…
Moore's Law in CLEAR Light
Shuai Sun, Vikram K. Narayana, Tarek El-Ghazawi +1
The inability of Moore's Law and other figure-of-merits (FOMs) to accurately explain the technology development of the semiconductor industry demands a holistic merit to guide the…
A Universal Multi-Hierarchy Figure-of-Merit for On-Chip Computing and Communications
Shuai Sun, Vikram K. Narayana, Armin Mehrabian +2
Continuing demands for increased compute efficiency and communication bandwidth have led to the development of novel interconnect technologies with the potential to outperform conv…