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A RISC-V Extended Infrastructure for CNNs Through Pipelined Computing and Data Dependence Optimization 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2025, 卷号: 44, 期号: 11, 页码: 4141-4154
作者:  Luo, Teng;  Xia, Tengfei;  Chen, Jiayuan;  Fan, Zhihua;  Li, Wenming;  Mu, Yudong;  An, Xuejun;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：26/0  |  提交时间：2025/12/03
Artificial intelligence  Convolution  Convolutional neural networks  Computer architecture  Computational efficiency  Pipelines  Logic  Filters  Fans  Biological system modeling  Convolutional neural networks (CNNs) acceleration  dataflow optimization  pipelined computing  RISC-V extended instructions  
GenCNN: A Partition-Aware Multi-Objective Mapping Framework for CNN Accelerators Based on Genetic Algorithm 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2025, 卷号: 22, 期号: 3, 页码: 26
作者:  Mu, Yudong;  Fan, Zhihua;  Li, Wenming;  Zhang, Zhiyuan;  An, Xuejun;  Fan, Dongrui;  Ye, Xiaochun
收藏  |  浏览/下载：23/0  |  提交时间：2025/12/03
CNN Accelerator  Dataflow Graph Mapping  Genetic Algorithm  Multi-objective Optimization  
CODA: A Computation-Driven Paradigm for Sparse DNN Acceleration 期刊论文
IEEE COMPUTER ARCHITECTURE LETTERS, 2025, 卷号: 24, 期号: 2, 页码: 381-384
作者:  Liu, Yanhuan;  Li, Wenming;  Zhang, Kunming;  Liu, Tianyu;  Ye, Xiaochun;  An, Xuejun
收藏  |  浏览/下载：3/0  |  提交时间：2026/05/25
Software  Hardware  Computational modeling  Sparse matrices  Pipelines  Indexes  Data models  Spatial databases  Computational efficiency  Vectors  Computation-driven architecture  sparse DNN acceleration  dataflow paradigm  unstructured sparsity  work tokenizer  dynamic execution core  asynchronous execution  
DFU-E: A Dataflow Architecture for Edge DSP and AI Applications 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2025, 卷号: 36, 期号: 6, 页码: 1100-1114
作者:  Li, Wenming;  Fan, Zhihua;  Liu, Tianyu;  Wang, Zhen;  Wu, Haibin;  Wu, Meng;  Zhang, Kunming;  Liu, Yanhuan;  Sun, Ninghui;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：69/0  |  提交时间：2025/06/25
Artificial intelligence  Hardware  Edge computing  Computer architecture  Computational modeling  Single instruction multiple data  Energy efficiency  Target recognition  Radar polarimetry  Real-time systems  Dataflow architecture  edge computing  digital signal processing  AI  multi-layer dataflow mechanism  
Accelerating tensor multiplication by exploring hybrid product with hardware and software co-design 期刊论文
JOURNAL OF SYSTEMS ARCHITECTURE, 2025, 卷号: 159, 页码: 16
作者:  Zhang, Zhiyuan;  Fan, Zhihua;  Li, Wenming;  Qiu, Yuhang;  Wang, Zhen;  Ye, Xiaochun;  Fan, Dongrui;  An, Xuejun
收藏  |  浏览/下载：30/0  |  提交时间：2025/06/25
Tensor multiplication  Hybrid product  Dataflow  Accelerator  
ADS-CNN: Adaptive Dataflow Scheduling for lightweight CNN accelerator on FPGAs 期刊论文
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2024, 卷号: 158, 页码: 138-149
作者:  Wan, Yi;  Xie, Xianzhong;  Chen, Junfan;  Xie, Kunpeng;  Yi, Dezhi;  Lu, Ye;  Gai, Keke
收藏  |  浏览/下载：51/0  |  提交时间：2024/12/06
Lightweight convolutional neural networks  FPGA  Accelerator  Adaptive dataflow  Unified computing engine  Tiling strategy  
Accelerating Data Transfer in Dataflow Architectures Through a Look-Ahead Acknowledgment Mechanism 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2022, 卷号: 37, 期号: 4, 页码: 942-959
作者:  Feng, Yu-Jing;  Li, De-Jian;  Tan, Xu;  Ye, Xiao-Chun;  Fan, Dong-Rui;  Li, Wen-Ming;  Wang, Da;  Zhang, Hao;  Tang, Zhi-Min
收藏  |  浏览/下载：92/0  |  提交时间：2022/12/07
dataflow model  control-ow model  high-performance computing application  data transfer  power efficiency  
ShuntFlowPlus: An Efficient and Scalable Dataflow Accelerator Architecture for Stream Applications 期刊论文
ACM JOURNAL ON EMERGING TECHNOLOGIES IN COMPUTING SYSTEMS, 2021, 卷号: 17, 期号: 4, 页码: 24
作者:  Gong, Shijun;  Li, Jiajun;  Lu, Wenyan;  Yan, Guihai;  Li, Xiaowei
收藏  |  浏览/下载：75/0  |  提交时间：2022/12/07
Streaming processing  sliding-window aggregations  dataflow  buffer sharing  
An efficient scheduling algorithm for dataflow architecture using loop-pipelining 期刊论文
INFORMATION SCIENCES, 2021, 卷号: 547, 页码: 1136-1153
作者:  Li, Yi;  Wu, Meng;  Ye, Xiaochun;  Li, Wenming;  Xue, Rui;  Wang, Da;  Zhang, Hao;  Fan, Dongrui
收藏  |  浏览/下载：97/0  |  提交时间：2021/12/01
Dataflow architecture  Instruction scheduling  Multicast  Sharing path  Loop optimization  
An efficient dataflow accelerator for scientific applications 期刊论文
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 卷号: 112, 页码: 580-588
作者:  Ye, Xiaochun;  Tan, Xu;  Wu, Meng;  Feng, Yujing;  Wang, Da;  Zhang, Hao;  Pei, Songwen;  Fan, Dongrui
收藏  |  浏览/下载：279/0  |  提交时间：2020/12/10
Dataflow architecture  Scientific computing  Instruction level parallelism