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An FPGA-Based Transformer Accelerator With Parallel Unstructured Sparsity Handling for Question-Answering Applications
Journal article
Cao, Rujian, Zhao, Zhongyu, Un, Ka Fai, Yu, Wei Han, Martins, Rui P., Mak, Pui In. An FPGA-Based Transformer Accelerator With Parallel Unstructured Sparsity Handling for Question-Answering Applications[J]. IEEE Transactions on Circuits and Systems II-Express Briefs, 2024, 71(11), 4688-4692.
Authors:
Cao, Rujian
;
Zhao, Zhongyu
;
Un, Ka Fai
;
Yu, Wei Han
;
Martins, Rui P.
; et al.
Favorite
|
TC[WOS]:
0
TC[Scopus]:
0
IF:
4.0
/
3.7
|
Submit date:2024/10/10
Sparse Matrices
Computational Modeling
Transformers
Hardware
Energy Efficiency
Circuits
Throughput
Dataflow
Digital Accelerator
Energy-efficient
Field-programmable Gate Array (Fpga)
Sparsity
Transformer
Modeling Attack Resistant Strong PUF Exploiting Stagewise Obfuscated Interconnections With Improved Reliability
Journal article
Xu, Chongyao, Zhang, Litao, Law, Man Kay, Zhao, Xiaojin, Mak, Pui In, Martins, Rui P.. Modeling Attack Resistant Strong PUF Exploiting Stagewise Obfuscated Interconnections With Improved Reliability[J]. IEEE Internet of Things Journal, 2023, 10(18), 16300 - 16315.
Authors:
Xu, Chongyao
;
Zhang, Litao
;
Law, Man Kay
;
Zhao, Xiaojin
;
Mak, Pui In
; et al.
Favorite
|
TC[WOS]:
10
TC[Scopus]:
15
IF:
8.2
/
9.0
|
Submit date:2023/08/03
Field-programmable Gate Array (Fpga)
Machine Learning (Ml) Modeling Attack
Obfuscated Interconnection (Oi)
Physical Unclonable Function (Puf)
Transfer-Path-Based Hardware-Reuse Strong PUF Achieving Modeling Attack Resilience With >200 Million Training CRPs
Journal article
Xu, Chongyao, Zhang, Jieyun, Law, Man-Kay, Zhao, Xiaojin, Mak, Pui-In, Martins, Rui P.. Transfer-Path-Based Hardware-Reuse Strong PUF Achieving Modeling Attack Resilience With >200 Million Training CRPs[J]. IEEE Transactions on Information Forensics and Security, 2023, 18, 2188 - 2203.
Authors:
Xu, Chongyao
;
Zhang, Jieyun
;
Law, Man-Kay
;
Zhao, Xiaojin
;
Mak, Pui-In
; et al.
Favorite
|
TC[WOS]:
4
TC[Scopus]:
6
IF:
6.3
/
7.3
|
Submit date:2023/03/29
Field-programmable Gate Array (Fpga)
Hardware Reuse
Machine Learning (Ml) Attack
Multiplier
Physical Unclonable Function (Puf)
Response Stream (Rs)
Transfer Path (Tp)
An FPGA-Based Transformer Accelerator Using Output Block Stationary Dataflow for Object Recognition Applications
Journal article
Zhao, Zhongyu, Cao, Rujian, Un, Ka Fai, Yu, Wei Han, Mak, Pui In, Martins, Rui P.. An FPGA-Based Transformer Accelerator Using Output Block Stationary Dataflow for Object Recognition Applications[J]. IEEE Transactions on Circuits and Systems II: Express Briefs, 2023, 70(1), 281-285.
Authors:
Zhao, Zhongyu
;
Cao, Rujian
;
Un, Ka Fai
;
Yu, Wei Han
;
Mak, Pui In
; et al.
Favorite
|
TC[WOS]:
8
TC[Scopus]:
12
IF:
4.0
/
3.7
|
Submit date:2022/08/08
Transformers
Energy Efficiency
Broadcasting
Convolutional Neural Networks
Integrated Circuit Modeling
Field Programmable Gate Arrays
Random Access Memory
Dataflow
Digital Accelerator
Energy-efficient
Field-programmable Gate Array (Fpga)
Energy Efficiency
Image Recognition
Transformer
An FPGA-Based Energy-Efficient Reconfigurable Depthwise Separable Convolution Accelerator for Image Recognition
Journal article
Lei Xuan, Ka-Fai Un, Chi-Seng Lam, Rui P. Martins. An FPGA-Based Energy-Efficient Reconfigurable Depthwise Separable Convolution Accelerator for Image Recognition[J]. IEEE Transactions on Circuits and Systems II: Express Briefs, 2022, 69(10), 4003-4007.
Authors:
Lei Xuan
;
Ka-Fai Un
;
Chi-Seng Lam
;
Rui P. Martins
Favorite
|
TC[WOS]:
26
TC[Scopus]:
26
IF:
4.0
/
3.7
|
Submit date:2022/06/14
Frequency Modulation
Field Programmable Gate Arrays
Energy Efficiency
Memory Management
Random Access Memory
Arrays
Computational Cost
Convolutional Neural Network (Cnn)
Field-programmable Gate Array (Fpga)
Mobilenetv2
Neural Network
Quantization
A Task-Parallel and Reconfigurable FPGA-Based Hardware Implementation of Extreme Learning Machine
Conference paper
Huang, Hui, Rong, Hai Jun, Yang, Zhao Xu. A Task-Parallel and Reconfigurable FPGA-Based Hardware Implementation of Extreme Learning Machine[C]:Association for Computing Machinery, 2022, 194-202.
Authors:
Huang, Hui
;
Rong, Hai Jun
;
Yang, Zhao Xu
Favorite
|
TC[Scopus]:
1
|
Submit date:2022/05/17
Extreme Learning Machine
Field-programmable Gate Array
Reconfigurable Architecture
Task-parallel Computing
A high-performance, hardware-based deep learning system for disease diagnosis
Journal article
Siddique, Ali, Iqbal, Muhammad Azhar, Aleem, Muhammad, Lin, Jerry Chun Wei. A high-performance, hardware-based deep learning system for disease diagnosis[J]. PeerJ Computer Science, 2022, 8, 17.
Authors:
Siddique, Ali
;
Iqbal, Muhammad Azhar
;
Aleem, Muhammad
;
Lin, Jerry Chun Wei
Favorite
|
TC[Scopus]:
2
IF:
3.5
/
3.4
|
Submit date:2023/01/30
Activation Function
Cancer Diagnosis
Deep Learning
Field Programmable Gate Array
Hardware Friendly
Neural Networks
Swish
Modular chaotification model with FPGA implementation
Journal article
Hua, Zhongyun, Zhou, Binghang, Zhang, Yinxing, Zhou, Yicong. Modular chaotification model with FPGA implementation[J]. Science China Technological Sciences, 2021, 64(7), 1472-1484.
Authors:
Hua, Zhongyun
;
Zhou, Binghang
;
Zhang, Yinxing
;
Zhou, Yicong
Favorite
|
TC[WOS]:
10
TC[Scopus]:
9
IF:
4.4
/
4.3
|
Submit date:2021/12/08
Chaotic System
Field-programmable Gate Array (Fpga)
Hardware Implementation
Nonlinear System
Pseudorandom Number Generator (Prng)
Sine Chaotification Model for Enhancing Chaos and Its Hardware Implementation
Journal article
Hua, Zhongyun, Zhou, Binghang, Zhou, Yicong. Sine Chaotification Model for Enhancing Chaos and Its Hardware Implementation[J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2019, 66(2), 1273-1284.
Authors:
Hua, Zhongyun
;
Zhou, Binghang
;
Zhou, Yicong
Favorite
|
TC[WOS]:
178
TC[Scopus]:
198
IF:
7.5
/
8.0
|
Submit date:2018/10/30
Chaotic System
Chaotification
Chaos-based Application
Cryptography
Field-programmable Gate Array (Fpga) Implementation
Nonlinear Control
A hardware-efficient feedback polynomial topology for dpd linearization of power amplifiers: Theory and FPGA validation
Journal article
Chak-Fong Cheang, Pui-In Mak, Rui P. Martins. A hardware-efficient feedback polynomial topology for dpd linearization of power amplifiers: Theory and FPGA validation[J]. IEEE Transactions on Circuits and Systems I: Regular Papers, 2018, 65(9), 2889-2902.
Authors:
Chak-Fong Cheang
;
Pui-In Mak
;
Rui P. Martins
Favorite
|
TC[WOS]:
13
TC[Scopus]:
16
|
Submit date:2019/02/11
Carrier-aggregation
Digital Predistortion (Dpd)
Field-programmable Gate Array (Fpga)
Identification
Power Amplifier (Pa)
Recursive Least Square (Rls)