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A binary-activation, multi-level weight RNN and training algorithm for ADC-/DAC-free and noise-resilient processing-in-memory inference with eNVM [article]

Siming Ma, David Brooks, Gu-Yeon Wei
2020 arXiv   pre-print
In particular, we present an RNN-based trigger-word detection PIM accelerator, with detailed hardware noise models and circuit co-design techniques, and validate our algorithm's high inference accuracy  ...  and robustness against a variety of real hardware non-idealities.  ...  In the following subsections, we first elaborate on the distinctive characteristics of these three noise sources and present our simulation methodology of the overall noise model; then we introduce the  ... 
arXiv:1912.00106v3 fatcat:ppnjkuhnh5eh7bcjsjrsy7cwgm

2020 Index IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems Vol. 39

2020 IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems  
., +, TCAD Oct. 2020 2475-2488 An Efficient Adaptive Importance Sampling Method for SRAM and Analog Yield Analysis.  ...  ., +, TCAD Aug. 2020 1649-1661 Charge pump circuits An Efficient Adaptive Importance Sampling Method for SRAM and Analog Yield Analysis.  ...  ., +, TCAD Dec. 2020 4828-4841 High-Level Synthesis Design Space Exploration: Past, Present, and Future. Schafer, B.C., +, TCAD Oct. 2020  ... 
doi:10.1109/tcad.2021.3054536 fatcat:wsw3olpxzbeclenhex3f73qlw4

A survey of visual sensor network platforms

Bulent Tavli, Kemal Bicakci, Ruken Zilan, Jose M. Barcelo-Ordinas
2011 Multimedia tools and applications  
Characteristics of these platforms such as level of integration, data processing hardware, energy dissipation, radios and operating systems are also explored and discussed.  ...  Recent developments in low-cost CMOS cameras have created the opportunity of bringing imaging capabilities to sensor networks.  ...  The main function of the FPGA is to accelerate computationally demanding vision tasks which cannot be handled by the MCU efficiently (e.g., image capture high speed logic, SRAM memory access management  ... 
doi:10.1007/s11042-011-0840-z fatcat:6eurlzqbijh3fhrxhgsg6cwmdq

Modeling and Optimization of Fringe Capacitance of Nanoscale DGMOS Devices

A. Bansal, B.C. Paul, K. Roy
2005 IEEE Transactions on Electron Devices  
An efficient circuit synthesis methodology comprised of proposed low-power logic options in FinFET design library has been developed.  ...  Therefore, it is important to find efficient and effective circuit means to contain SRAM leakage in FinFET technology.  ...  From 1986 to 1988, he was the Manager of the Bipolar VLSI Design Group, working on lowpower bipolar circuits, high-speed high-density bipolar SRAMs, multi-gigabit per second fiber-optic data link circuits  ... 
doi:10.1109/ted.2004.842713 fatcat:ki5vlrqvczegnnbc6kuszrxzky

Addressing computational and networking constraints to enable video streaming from wireless appliances

S. Chandra, S. Dey
2005 3rd Workshop on Embedded Systems for Real-Time Multimedia, 2005.  
An important requirement to develop any optimization technique is the availability of effective methodologies and techniques to analyze the impact of variations on the overall performance and power characteristics  ...  2 of the methodology on accuracy and efficiency.  ...  These models are used along with Monte Carlo sampling to design the variation-aware set of voltages.  ... 
doi:10.1109/estmed.2005.1518064 dblp:conf/estimedia/ChandraD05 fatcat:3kjqqg4gkvaj7gnganjbm6q4pe

Leakage Models for High-Level Power Estimation

Domenik Helms, Reef Eilers, Malte Metzdorf, Wolfgang Nebel
2018 IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems  
This thesis will motivate, develop, and evaluate an RT level macro modelling methodology satisfying all these demands.  ...  or dynamic power modelling.  ...  For an SRAM memory of 1M B size without redundant error correction circuitry, this will result in a yield loss of roughly 4% [41] . The yield loss rises to 30% for 5.5 sigma, and 98% for 5 sigma.  ... 
doi:10.1109/tcad.2017.2760519 fatcat:kchk4i7pwrhndhlaqdy4mlui7m

Dependable embedded systems

2008 2008 6th IEEE International Conference on Industrial Informatics  
Titles in the Series cover a focused set of embedded topics relating to traditional computing devices as well as hightech appliances used in newer, personal devices, and related topics.  ...  In regard to the exploration of technological aspects, the authors would also like to express their deep gratitude to the lab of Prof.  ...  It was a tremendous help to see to possibilities of FDSOI in silicon very early on.  ... 
doi:10.1109/indin.2008.4618103 fatcat:hal6brsgsjg5rlo3u5xil46pxi

2022 Roadmap on Neuromorphic Computing and Engineering [article]

Dennis V. Christensen, Regina Dittmann, Bernabé Linares-Barranco, Abu Sebastian, Manuel Le Gallo, Andrea Redaelli, Stefan Slesazeck, Thomas Mikolajick, Sabina Spiga, Stephan Menzel, Ilia Valov, Gianluca Milano (+47 others)
2022 arXiv   pre-print
Among their potential future applications, an important niche is moving the control from data centers to edge devices.  ...  The aim of this Roadmap is to present a snapshot of the present state of neuromorphic technology and provide an opinion on the challenges and opportunities that the future holds in the major areas of neuromorphic  ...  concerns are increasingly pressuring our way of life, become an essential component of a sustainable society.  ... 
arXiv:2105.05956v3 fatcat:pqir5infojfpvdzdwgmwdhsdi4

Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead

Maurizio Capra, Beatrice Bussolino, Alberto Marchisio, Guido Masera, Maurizio Martina, Muhammad Shafique
2020 IEEE Access  
prominence to the last two solutions since they offer greater design flexibility and bear the potential of high energy-efficiency, especially for the inference process.  ...  This paper first introduces the key properties of two brain-inspired models like Deep Neural Network (DNN), and Spiking Neural Network (SNN), and then analyzes techniques to produce efficient and high-performance  ...  Section IV outlines the characteristics of the memory hierarchy, being this an extremely power-greedy element.  ... 
doi:10.1109/access.2020.3039858 fatcat:nticzqgrznftrcji4krhyjxudu

IRIDE: Interdisciplinary research infrastructure based on dual electron linacs and lasers

M. Ferrario, D. Alesini, M. Alessandroni, M.P. Anania, S. Andreas, M. Angelone, A. Arcovito, F. Arnesano, M. Artioli, L. Avaldi, D. Babusci, A. Bacci (+216 others)
2014 Nuclear Instruments and Methods in Physics Research Section A : Accelerators, Spectrometers, Detectors and Associated Equipment  
IRIDE will be a high intensity "particle factory", based on a combination of a high duty cycle radio-frequency superconducting electron linac and of high energy lasers.  ...  IRIDE will contribute to open new avenues of discoveries and to address most important riddles: What does matter consist of?  ...  The most important request for the new detectors is to provide a high detection efficiency (above 50%), high rate capability (MHz/cm 2 ) and large area covering (1 m 2 just to give an order of magnitude  ... 
doi:10.1016/j.nima.2013.11.040 fatcat:queifmeh4bcsrcueoo6kg6f7gy

IRIDE: Interdisciplinary Research Infrastructure Based on Dual Electron Linacs and Lasers

M. Ferrario
2014 Nuclear Physics and Gamma-Ray Sources for Nuclear Security and Nonproliferation  
IRIDE will be a high intensity "particle factory", based on a combination of a high duty cycle radio-frequency superconducting electron linac and of high energy lasers.  ...  IRIDE will contribute to open new avenues of discoveries and to address most important riddles: What does matter consist of?  ...  The most important request for the new detectors is to provide a high detection efficiency (above 50%), high rate capability (MHz/cm 2 ) and large area covering (1 m 2 just to give an order of magnitude  ... 
doi:10.1142/9789814635455_0033 fatcat:t6lus72xarfgdora4hqur64kte

Power pulsing of the CALICE tile hadron calorimeter

Mathias Reinecke
2016 2016 IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD)  
DUNE consists of an intense neutrino beam fired a distance of 1300 km from Fermilab (near Chicago) to the 40,000 ton Liquid Argon DUNE detector, located deep underground in the Homestake mine.  ...  In this talk I will describe the scientific aims of DUNE, focussing on the experimental challenges in constructing an operating very large liquid argon time projection chamber detectors.  ...  It can be exploited with great advantage in the field of spectroscopic and high resolution X-ray imaging especially in case of new high-Z sensor materials such as GaAs, CdTe or CZT.  ... 
doi:10.1109/nssmic.2016.8069748 fatcat:zjgd7dmfdbhntb4kfwdtrlejhi

Radiation Tolerant Electronics

Paul Leroux
2019 Electronics  
Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ...  They are highly-efficient but very costly and are used for situations where high reliability is targeted. Reliability is an important quality measure of a fault tolerant system.  ... 
doi:10.3390/electronics8070730 fatcat:wjo5prr5xjeqtlhxlj4kqz5st4

Intelligent Edge-Embedded Technologies for Digitising Industry [chapter]

Ovidiu Vermesan, Mario Diaz Nava
2022 Intelligent Edge-Embedded Technologies for Digitising Industry  
The series includes research monographs, edited volumes, handbooks and textbooks, providing professionals, researchers, educators, and advanced students in the field with an invaluable insight into the  ...  The "River Publishers Series in Communications and Networking" is a series of comprehensive academic and professional books which focus on communication and network systems.  ...  Acknowledgements Part of this work was partly funded by the German ministry of education and research (BMBF) under grant 16KIS1180K (FunKI) and 16KIS1012 (IRLG).  ... 
doi:10.13052/rp-9788770226103 fatcat:mgz277pmkbetvbpoaomoktzgzi

Program

2021 2021 IEEE International Conference on Consumer Electronics-Taiwan (ICCE-TW)  
In an experiment, HOG features extracted from gradient-preserving images are applied to a face recognition algorithm to demonstrate the effectiveness of the proposed method. 13:55 Secure  ...  The protected images allow us to directly extract Histogram-of-Oriented-Gradients (HOG) features for privacy-preserving machine learning.  ... 
doi:10.1109/icce-tw52618.2021.9602919 fatcat:aetmvxb7hfah7iuucbamos2wgu
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