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2019

A 1.06-μW Smart ECG Processor in 65-nm CMOS for Real-Time Biometric Authentication and Personal Cardiac Monitoring

Yin, S., Kim, M., Kadetotad, D., Liu, Y., Bae, C., Kim, S. J., Cao, Y. & Seo, J., Aug 1 2019, In : IEEE Journal of Solid-State Circuits. 54, 8, p. 2316-2326 11 p., 8713394.

Research output: Contribution to journalArticle

Biometrics
Electrocardiography
Authentication
Monitoring
Neural networks

Corrigendum: Large-scale neuromorphic spiking array processors: A quest to mimic the brain (Frontiers in Neuroscience (2018) 12 (891) DOI: 10.3389/fnins.2018.00891)

Thakur, C. S., Molin, J. L., Cauwenberghs, G., Indiveri, G., Kumar, K., Qiao, N., Schemmel, J., Wang, R., Chicca, E., Hasler, J. O., Seo, J., Yu, S., Cao, Y., Van Schaik, A. & Etienne-Cummings, R., Jan 1 2019, In : Frontiers in Neuroscience. 13, JAN, 991.

Research output: Contribution to journalComment/debate

Open Access
Neurosciences
Neurons
Neuronal Plasticity
Brain
corrigendum

Towards efficient neural networks on-a-chip: Joint hardware-algorithm approaches

Du, X., Krishnan, G., Mohanty, A., Li, Z., Charan, G. & Cao, Y., Mar 1 2019, China Semiconductor Technology International Conference 2019, CSTIC 2019. Lin, Q., Lai, K., Claeys, C., Liang, S., Song, P., Yu, W., Wu, H., Qu, X., Lung, H-L., Huang, R., Guo, Z. & Zhang, Y. (eds.). Institute of Electrical and Electronics Engineers Inc., 8755608. (China Semiconductor Technology International Conference 2019, CSTIC 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

hardware
chips
Neural networks
Hardware
Data storage equipment
2018
2 Citations (Scopus)

Accelerated BTI degradation under stochastic TDDB effect

Patra, D., Reza, A. K., Katoozi, M., Cannon, E. H., Roy, K. & Cao, Y., May 25 2018, 2018 IEEE International Reliability Physics Symposium, IRPS 2018. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-March. p. 5C.51-5C.54

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Degradation
Networks (circuits)
Calibration

Adaptive accelerated aging for 28 nm HKMG technology

Patra, D., Reza, A. K., Hassan, M. K., Katoozi, M., Cannon, E. H., Roy, K. & Cao, Y., Jan 1 2018, In : Microelectronics Reliability. 80, p. 149-154 6 p.

Research output: Contribution to journalArticle

Aging of materials
Metals
metals
degradation
Degradation
13 Citations (Scopus)

ALAMO: FPGA acceleration of deep learning algorithms with a modularized RTL compiler

Ma, Y., Suda, N., Cao, Y., Vrudhula, S. & Seo, J., Jan 1 2018, (Accepted/In press) In : Integration, the VLSI Journal.

Research output: Contribution to journalArticle

Learning algorithms
Field programmable gate arrays (FPGA)
Neural networks
Throughput
Hardware
1 Citation (Scopus)

Algorithm and hardware design of discrete-time spiking neural networks based on back propagation with binary activations

Yin, S., Venkataramanaiah, S. K., Chen, G. K., Krishnamurthy, R., Cao, Y., Chakrabarti, C. & Seo, J., Mar 23 2018, 2017 IEEE Biomedical Circuits and Systems Conference, BioCAS 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 1-4 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

spiking
Backpropagation
hardware
Chemical activation
activation

Algorithm-hardware co-design of single shot detector for fast object detection on FPGAs

Ma, Y., Zheng, T., Cao, Y., Vrudhula, S. & Seo, J., Nov 5 2018, 2018 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2018 - Digest of Technical Papers. Institute of Electrical and Electronics Engineers Inc., a57

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Field programmable gate arrays (FPGA)
Detectors
Hardware
Image classification
Digital circuits
Particle accelerators
Field programmable gate arrays (FPGA)
Neural networks
Hardware
Complex networks
2 Citations (Scopus)

Compact modeling and simulation of accelerated circuit aging

Patra, D., Zhang, J., Wang, R., Katoozi, M., Cannon, E. H., Huang, R. & Cao, Y., May 9 2018, 2018 IEEE Custom Integrated Circuits Conference, CICC 2018. Institute of Electrical and Electronics Engineers Inc., p. 1-4 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Aging of materials
Networks (circuits)
Degradation
Electric network topology
Circuit simulation
1 Citation (Scopus)

Generative Sensing: Transforming Unreliable Sensor Data for Reliable Recognition

Karam, L., Borkar, T., Cao, Y. & Chae, J., Jun 26 2018, Proceedings - IEEE 1st Conference on Multimedia Information Processing and Retrieval, MIPR 2018. Institute of Electrical and Electronics Engineers Inc., p. 100-105 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sensors
Artificial intelligence
Deep neural networks
Deep learning

Guest editors' introduction: Frontiers of hardware and algorithms for on-chip learning

Cao, Y., Li, X., Seo, J. & Dasika, G., Jul 1 2018, In : ACM Journal on Emerging Technologies in Computing Systems. 14, 2, 3205944.

Research output: Contribution to journalEditorial

Hardware
10 Citations (Scopus)
Convolution
Field programmable gate arrays (FPGA)
Neural networks
Particle accelerators
Hardware
Speech recognition
Hardware
Energy efficiency
Application specific integrated circuits
Deep neural networks

Process Scalability of Pulse-Based Circuits for Analog Image Convolution

D'Angelo, R., Du, X., Salthouse, C. D., Hollosi, B., Freifeld, G., Uy, W., Huang, H., Tran, N., Chery, A., Seo, J., Cao, Y., Poppe, D. C. & Sonkusale, S. R., Apr 19 2018, (Accepted/In press) In : IEEE Transactions on Circuits and Systems I: Regular Papers.

Research output: Contribution to journalArticle

Convolution
Scalability
Networks (circuits)
Computer vision
Neurons
3 Citations (Scopus)

Random sparse adaptation for accurate inference with inaccurate multi-level RRAM arrays

Mohanty, A., Du, X., Chen, P. Y., Seo, J., Yu, S. & Cao, Y., Jan 23 2018, 2017 IEEE International Electron Devices Meeting, IEDM 2017. Institute of Electrical and Electronics Engineers Inc., Vol. Part F134366. p. 6.3.1-6.3.4

Research output: Chapter in Book/Report/Conference proceedingConference contribution

inference
cells
education
Data storage equipment
learning

Towards a Wearable Cough Detector Based on Neural Networks

Kadambi, P., Mohanty, A., Ren, H., Smith, J., McGuinnes, K., Holt, K., Furtwaengler, A., Slepetys, R., Yang, Z., Seo, J., Chae, J., Cao, Y. & Berisha, V., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-April. p. 2161-2165 5 p. 8461394

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Microphones
Audio recordings
Detectors
Neural networks
Pulmonary diseases
2017
6 Citations (Scopus)

A 1.06 μw smart ECG processor in 65 nm CMOS for real-time biometrie authentication and personal cardiac monitoring

Yin, S., Kim, M., Kadetotad, D., Liu, Y., Bae, C., Kim, S. J., Cao, Y. & Seo, J., Aug 10 2017, 2017 Symposium on VLSI Circuits, VLSI Circuits 2017. Institute of Electrical and Electronics Engineers Inc., p. C102-C103 8008563

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Authentication
Monitoring
Biometrics
Neural networks
alachlor
1 Citation (Scopus)

Adaptive accelerated aging with 28nm HKMG technology

Patra, D., Reza, A. K., Hassan, M. K., Katoozi, M., Cannon, E. H., Roy, K. & Cao, Y., May 30 2017, 2017 International Reliability Physics Symposium, IRPS 2017. Institute of Electrical and Electronics Engineers Inc., p. CR2.1-CR2.4 7936351

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Aging of materials
Reliability analysis
Networks (circuits)
25 Citations (Scopus)

An automatic RTL compiler for high-throughput FPGA implementation of diverse deep convolutional neural networks

Ma, Y., Cao, Y., Vrudhula, S. & Seo, J., Oct 2 2017, 2017 27th International Conference on Field Programmable Logic and Applications, FPL 2017. Institute of Electrical and Electronics Engineers Inc., 8056824

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Field programmable gate arrays (FPGA)
Throughput
Neural networks
Hardware
Particle accelerators

A real-time 17-scale object detection accelerator with adaptive 2000-stage classification in 65nm CMOS

Kim, M., Mohanty, A., Kadetotad, D., Suda, N., Wei, L., Saseendran, P., He, X., Cao, Y. & Seo, J., Sep 25 2017, IEEE International Symposium on Circuits and Systems: From Dreams to Innovation, ISCAS 2017 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 8050798

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Particle accelerators
Traffic signs
Electric power utilization
Classifiers
Color

A real-time 17-scale object detection accelerator with adaptive 2000-stage classification in 65nm CMOS

Kim, M., Mohanty, A., Kadetotad, D., Suda, N., Wei, L., Saseendran, P., He, X., Cao, Y. & Seo, J., Feb 16 2017, 2017 22nd Asia and South Pacific Design Automation Conference, ASP-DAC 2017. Institute of Electrical and Electronics Engineers Inc., p. 21-22 2 p. 7858282

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Traffic signs
Particle accelerators
Classifiers
Color
Object detection
11 Citations (Scopus)

Atomic Insights into the Enhanced Surface Stability in High Voltage Cathode Materials by Ultrathin Coating

Fang, X., Lin, F., Nordlund, D., Mecklenburg, M., Ge, M., Rong, J., Zhang, A., Shen, C., Liu, Y., Cao, Y., Doeff, M. M. & Zhou, C., Feb 17 2017, In : Advanced Functional Materials. 27, 7, 1602873.

Research output: Contribution to journalArticle

surface stability
high voltages
Cathodes
cathodes
electric batteries
2 Citations (Scopus)

Bi-Level rare temporal pattern detection

Zhou, D., He, J., Cao, Y. & Seo, J., Jan 31 2017, Proceedings - 16th IEEE International Conference on Data Mining, ICDM 2016. Institute of Electrical and Electronics Engineers Inc., p. 719-728 10 p. 7837896

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electrocardiography
Sensor networks
Labels
Wireless networks
1 Citation (Scopus)

Cost-Effective Design Solutions for Enhancing PRAM Reliability and Performance

Yang, C., Mao, M., Cao, Y. & Chakrabarti, C., Jan 1 2017, In : IEEE Transactions on Multi-Scale Computing Systems. 3, 1, p. 1-11 11 p., 7422141.

Research output: Contribution to journalArticle

Random access storage
Data storage equipment
Costs
Computer programming
Tuning

Efficient prediction of 28nm path delay degradation under activity uncertainty

Patra, D., Bansal, A., Rao, R., Ramamurthy, A., Li, W., Shimelis, E. & Cao, Y., May 30 2017, 2017 International Reliability Physics Symposium, IRPS 2017. Institute of Electrical and Electronics Engineers Inc., p. CR5.1-CR5.4 7936354

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Aging of materials
Degradation
VLSI circuits
Extrapolation
Uncertainty
14 Citations (Scopus)

End-to-end scalable FPGA accelerator for deep residual networks

Ma, Y., Kim, M., Cao, Y., Vrudhula, S. & Seo, J., Sep 25 2017, IEEE International Symposium on Circuits and Systems: From Dreams to Innovation, ISCAS 2017 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 8050344

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Particle accelerators
Field programmable gate arrays (FPGA)
Hardware
Image recognition
Learning algorithms

Guest Editorial Special Issue on Nanoelectronic Devices and Circuits for Next Generation Sensing and Information Processing

Mohanty, S. P., Li, X., Li, H. & Cao, Y., May 1 2017, In : IEEE Transactions on Nanotechnology. 16, 3, p. 383-386 4 p., 7927514.

Research output: Contribution to journalEditorial

Nanoelectronics
Networks (circuits)

Guest editors' introduction: Hardware and algorithms for on-chip learning

Cao, Y., Li, X., Kim, T. & Gupta, S., Feb 1 2017, In : ACM Journal on Emerging Technologies in Computing Systems. 13, 3, 30.

Research output: Contribution to journalEditorial

Heterogeneous memory design

Yang, C., Xu, Z., Chakrabarti, C. & Cao, Y., Jan 1 2017, VLSI: Circuits for Emerging Applications. CRC Press, p. 407-427 21 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Data storage equipment
random access memory
Memory architecture
energy consumption
data storage

Improving efficiency in sparse learning with the feedforward inhibitory motif

Xu, Z., Skorheim, S., Tu, M., Berisha, V., Yu, S., Seo, J., Bazhenov, M. & Cao, Y., Feb 11 2017, (Accepted/In press) In : Neurocomputing.

Research output: Contribution to journalArticle

Neural Networks (Computer)
Learning
Efficiency
Neural networks
Neurology
14 Citations (Scopus)

MNSIM: Simulation Platform for Memristor-based Neuromorphic Computing System

Xia, L., Li, B., Tang, T., Gu, P., Chen, P. Y., Yu, S., Cao, Y., Wang, Y., Xie, Y. & Yang, H., Jul 19 2017, (Accepted/In press) In : IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

Research output: Contribution to journalArticle

Memristors
SPICE
Particle accelerators
Simulators
4 Citations (Scopus)

Monolithic 3D IC designs for low-power deep neural networks targeting speech recognition

Chang, K., Kadetotad, D., Cao, Y., Seo, J. & Lim, S. K., Aug 11 2017, ISLPED 2017 - IEEE/ACM International Symposium on Low Power Electronics and Design. Institute of Electrical and Electronics Engineers Inc., 8009175

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Speech recognition
Hardware
Energy efficiency
Application specific integrated circuits
Integrated circuit design
67 Citations (Scopus)

Optimizing loop operation and dataflow in FPGA acceleration of deep convolutional neural networks

Ma, Y., Cao, Y., Vrudhula, S. & Seo, J., Feb 22 2017, FPGA 2017 - Proceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays. Association for Computing Machinery, Inc, p. 45-54 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Field programmable gate arrays (FPGA)
Neural networks
Convolution
Particle accelerators
Hardware
11 Citations (Scopus)

Review of Electronics Based on Single-Walled Carbon Nanotubes

Cao, Y., Cong, S., Cao, X., Wu, F., Liu, Q., Amer, M. R. & Zhou, C., Oct 1 2017, In : Topics in Current Chemistry. 375, 5, 75.

Research output: Contribution to journalReview article

Single-walled carbon nanotubes (SWCN)
Electronic equipment
Electronic properties
Physical properties
2 Citations (Scopus)

RTN in Scaled Transistors for On-Chip Random Seed Generation

Mohanty, A., Sutaria, K. B., Awano, H., Sato, T. & Cao, Y., Apr 12 2017, (Accepted/In press) In : IEEE Transactions on Very Large Scale Integration (VLSI) Systems.

Research output: Contribution to journalArticle

Telegraph
Seed
Transistors
Cryptography
Silicon
2 Citations (Scopus)

TDDB in HfSiON/SiO2 dielectric stack: Büttiker probe based NEGF modeling, prediction and experiment

Reza, A. K., Hassan, M. K., Roy, K., Patra, D., Bansal, A. & Cao, Y., May 30 2017, 2017 International Reliability Physics Symposium, IRPS 2017. Institute of Electrical and Electronics Engineers Inc., p. DG5.1-DG5.6 7936362

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Gate dielectrics
Defects
Leakage currents
Experiments
Transistors
2016
7 Citations (Scopus)

A 65 nm Programmable ANalog Device Array (PANDA) for Analog Circuit Emulation

Suda, N., Suh, J., Hakim, N., Cao, Y. & Bakkaloglu, B., Jan 25 2016, (Accepted/In press) In : IEEE Transactions on Circuits and Systems I: Regular Papers.

Research output: Contribution to journalArticle

Analog circuits
Rapid prototyping
Field programmable gate arrays (FPGA)
Networks (circuits)
Operational amplifiers
15 Citations (Scopus)

Carbon Nanotube Macroelectronics for Active Matrix Polymer-Dispersed Liquid Crystal Displays

Cong, S., Cao, Y., Fang, X., Wang, Y., Liu, Q., Gui, H., Shen, C., Cao, X., Kim, E. S. & Zhou, C., Nov 22 2016, In : ACS Nano. 10, 11, p. 10068-10074 7 p.

Research output: Contribution to journalArticle

Carbon Nanotubes
Liquid crystal displays
Polymer matrix
Liquid crystal polymers
Carbon nanotubes
9 Citations (Scopus)

Compact oscillation neuron exploiting metal-insulator-transition for neuromorphic computing

Chen, P. Y., Seo, J., Cao, Y. & Yu, S., Nov 7 2016, 2016 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 07-10-November-2016. 2967015

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Metal insulator transition
Neurons
Transistors
Computer peripheral equipment
Resistors
1 Citation (Scopus)

Design of a reliable RRAM-based PUF for compact hardware security primitives

Shrivastava, A., Chen, P. Y., Cao, Y., Yu, S. & Chakrabarti, C., Jul 29 2016, ISCAS 2016 - IEEE International Symposium on Circuits and Systems. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-July. p. 2326-2329 4 p. 7539050

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data storage equipment
Error correction
Hardware
Hardware security
Computer hardware
6 Citations (Scopus)

High-performance face detection with CPU-FPGA acceleration

Mohanty, A., Suda, N., Kim, M., Vrudhula, S., Seo, J. & Cao, Y., Jul 29 2016, ISCAS 2016 - IEEE International Symposium on Circuits and Systems. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-July. p. 117-120 4 p. 7527184

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Face recognition
Program processors
Field programmable gate arrays (FPGA)
Data storage equipment
Security of data
9 Citations (Scopus)

High-performance radio frequency transistors based on diameter-separated semiconducting carbon nanotubes

Cao, Y., Che, Y., Seo, J. W. T., Gui, H., Hersam, M. C. & Zhou, C., Jun 6 2016, In : Applied Physics Letters. 108, 23, 233105.

Research output: Contribution to journalArticle

radio frequencies
transistors
carbon nanotubes
power gain
transconductance
24 Citations (Scopus)

Imperceptible and ultraflexible p-Type transistors and macroelectronics based on carbon nanotubes

Cao, X., Cao, Y. & Zhou, C., Jan 26 2016, In : ACS Nano. 10, 1, p. 199-206 8 p.

Research output: Contribution to journalArticle

Carbon Nanotubes
Nanotubes
Carbon nanotubes
Transistors
transistors
54 Citations (Scopus)

Mitigating effects of non-ideal synaptic device characteristics for on-chip learning

Chen, P. Y., Lin, B., Wang, I. T., Hou, T. H., Ye, J., Vrudhula, S., Seo, J., Cao, Y. & Yu, S., Jan 5 2016, 2015 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2015. Institute of Electrical and Electronics Engineers Inc., p. 194-199 6 p. 7372570

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Learning algorithms
Calibration
20 Citations (Scopus)

MNSIM: Simulation platform for memristor-based neuromorphic computing system

Xia, L., Li, B., Tang, T., Gu, P., Yin, X., Huangfu, W., Chen, P. Y., Yu, S., Cao, Y., Wang, Y., Xie, Y. & Yang, H., Apr 25 2016, Proceedings of the 2016 Design, Automation and Test in Europe Conference and Exhibition, DATE 2016. Institute of Electrical and Electronics Engineers Inc., p. 469-474 6 p. 7459356

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Memristors
SPICE
9 Citations (Scopus)
Dynamic random access storage
Resistors
Transistors
Data storage equipment
Networks (circuits)
12 Citations (Scopus)

Radio frequency transistors based on ultra-high purity semiconducting carbon nanotubes with superior extrinsic maximum oscillation frequency

Cao, Y., Che, Y., Gui, H., Cao, X. & Zhou, C., Feb 1 2016, In : Nano Research. 9, 2, p. 363-371 9 p.

Research output: Contribution to journalArticle

Carbon Nanotubes
Carbon nanotubes
Transistors
Cutoff frequency
Transconductance
23 Citations (Scopus)

Radio Frequency Transistors Using Aligned Semiconducting Carbon Nanotubes with Current-Gain Cutoff Frequency and Maximum Oscillation Frequency Simultaneously Greater than 70 GHz

Cao, Y., Brady, G. J., Gui, H., Rutherglen, C., Arnold, M. S. & Zhou, C., Jul 26 2016, In : ACS Nano. 10, 7, p. 6782-6790 9 p.

Research output: Contribution to journalArticle

Carbon Nanotubes
Cutoff frequency
Carbon nanotubes
radio frequencies
Transistors
3 Citations (Scopus)

Ranking the parameters of deep neural networks using the fisher information

Tu, M., Berisha, V., Woolf, M., Seo, J. & Cao, Y., May 18 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-May. p. 2647-2651 5 p. 7472157

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Accelerometers
Field programmable gate arrays (FPGA)
Deep neural networks