Near-memory computing: Past, present, and future
Gagandeep Singh,Lorenzo Chelini,Stefano Corda,Ahsan Javed Awan,Sander Stuijk,Roel Jordans,Henk Corporaal,Albert-Jan Boonstra +7 more
Reads0
Chats0
TLDR
In this article, the authors survey the prior art on NMC across various dimensions (architecture, applications, tools, etc.) and identify the key challenges and open issues with future research directions.About:
This article is published in Microprocessors and Microsystems.The article was published on 2019-11-01 and is currently open access. It has received 46 citations till now. The article focuses on the topics: Microarchitecture.read more
Citations
More filters
Proceedings ArticleDOI
NERO: A Near High-Bandwidth Memory Stencil Accelerator for Weather Prediction Modeling
Gagandeep Singh,Dionysios Diamantopoulos,Christoph Hagleitner,Juan Gómez-Luna,Sander Stuijk,Onur Mutlu,Henk Corporaal +6 more
TL;DR: NERO, an FPGA+HBM-based accelerator connected through IBM CAPI2 (Coherent Accelerator Processor Interface) to an IBM POWER9 host system is developed and it is concluded that employing near-memory acceleration solutions for weather prediction modeling is promising as a means to achieve both high performance and high energy efficiency.
Journal ArticleDOI
FPGA-Based Near-Memory Acceleration of Modern Data-Intensive Applications
Gagandeep Singh,Mohammed Alser,Damla Senol Cali,Dionysios Diamantopoulos,Juan Gómez-Luna,Henk Corporaal,Onur Mutlu +6 more
TL;DR: In this article, an FPGA with high-bandwidth memory (HBM) was used for improving the pre-alignment filtering step of genome analysis and representative kernels from a weather prediction model.
Journal ArticleDOI
Breaking the von Neumann bottleneck: architecture-level processing-in-memory technology
TL;DR: This study focuses on prior art of architecture level DRAM PIM technologies and their implementation and the key challenges and mainstream solutions of PIM are summarized and introduced.
Journal ArticleDOI
Multiply accumulate operations in memristor crossbar arrays for analog computing
TL;DR: In this brief review, the recent progress in two niche applications are presented: neural network accelerators and numerical computing units, mainly focusing on the advances in hardware demonstrations.
Journal ArticleDOI
The Road for 2D Semiconductors in the Silicon Age
TL;DR: In this article , the potential of fusing 2D materials with silicon ICs to minimize the challenges in silicon IC, and to create technologies beyond the von Neumann architecture, is presented, and the killer applications for 2D material in logic and memory devices to ease scaling, energy efficiency bottlenecks, and memory dilemmas encountered in ICs are discussed.
References
More filters
Journal ArticleDOI
The gem5 simulator
Nathan Binkert,Bradford M. Beckmann,Gabriel Black,Steven K. Reinhardt,Ali G. Saidi,Arkaprava Basu,Joel Hestness,Derek R. Hower,Tushar Krishna,Somayeh Sardashti,Rathijit Sen,Korey Sewell,Muhammad Shoaib,Nilay Vaish,Mark D. Hill,Darien Wood +15 more
TL;DR: The high level of collaboration on the gem5 project, combined with the previous success of the component parts and a liberal BSD-like license, make gem5 a valuable full-system simulation tool.
Journal ArticleDOI
Query by image and video content: the QBIC system
Myron D. Flickner,Harpreet Sawhney,W. Niblack,Jonathan Ashley,Qian Huang,Byron Dom,Monika Gorkani,James Lee Hafner,D. Lee,Dragutin Petkovic,David Steele,Peter Cornelius Yanker +11 more
TL;DR: The Query by Image Content (QBIC) system as discussed by the authors allows queries on large image and video databases based on example images, user-constructed sketches and drawings, selected color and texture patterns, camera and object motion, and other graphical information.
Journal ArticleDOI
Design of ion-implanted MOSFET's with very small physical dimensions
TL;DR: This paper considers the design, fabrication, and characterization of very small Mosfet switching devices suitable for digital integrated circuits, using dimensions of the order of 1 /spl mu/.
Journal ArticleDOI
Hitting the memory wall: implications of the obvious
William A. Wulf,Sally A. McKee +1 more
TL;DR: This work proposes an exact analysis, removing all remaining uncertainty, based on model checking, using abstract-interpretation results to prune down the model for scalability, and notably improves precision upon classical abstract interpretation at reasonable cost.
Journal ArticleDOI
Dark Silicon and the End of Multicore Scaling
TL;DR: A comprehensive study that projects the speedup potential of future multicores and examines the underutilization of integration capacity-dark silicon-is timely and crucial.