宫磊

时间:2020-12-03浏览:729

Email: leigong0203@ustc.edu.cn


电话: 15995424715

  

主要研究方向计算机系统结构、FPGA硬件加速系统、神经网络处理器


宫磊,19902月生,博士后研究员。2019年于中国科学技术大学获得计算机系统结构博士学位。2019年至今于中国科学技术大学计算机学院从事博士后研究工作,主要从事基于FPGA的可重构硬件加速系统和神经网络处理器等方面的研究。相关研究多次发表于IEEE TCADIEEE TPDSIEEE TCCODES+ISSSDATE等计算机系统结构领域知名期刊和会议。其中,围绕异构多核神经网络加速器设计的研究工作曾获CCF B类会议CODES+ISSS 2018最佳论文提名。

 

获奖情况

CODES+ISSS 2018国际会议最佳论文提名

 

代表性论著

  1. Lei Gong, Chao Wang, Xi Li, Huaping Chen, and Xuehai Zhou, 'MALOC: A Fully Pipelined FPGA Accelerator for Convolutional Neural Networks with All Layers Mapped on Chip', IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 37 (2018), 2601-2612.

  2. Lei Gong, Chao Wang, Xi Li, and Xuehai Zhou, 'WiderFrame: An Automatic Customization Framework for Building CNN Accelerators on FPGAs: work-in-progress', International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS), 2020.

  3. Lei Gong, Chao Wang, Xi Li, Huaping Chen, and Xuehai Zhou, 'A Power Efficient and High Performance FPGA Accelerator for Convolutional Neural Networks: work-in-progress', International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS), 2017.

  4. Chao Wang, Lei Gong*, Xiang Ma, Xi Li, and Xuehai Zhou, 'WooKong: A Ubiquitous Accelerator for Recommendation Algorithms with Custom Instruction Sets on FPGA', IEEE Transactions on Computers, 69(7): 1071-1082 (2020).

  5. Chao Wang, Lei Gong*, Xi Li, and Xuehai Zhou, 'A Ubiquitous Machine Learning Accelerator with Automatic Parallelization on FPGA', IEEE Transactions on Parallel and Distributed Systems, 31(10): 2346-2359 (2020).

  6. Chao Wang, Lei Gong*, Fahui Jia, Xuehai Zhou, An FPGA based Accelerator for Ubiquitous Clustering Applications with Custom Instructions, IEEE Transactions on Computers. Accepted.

  7. Chao Wang, Lihui Jin, Lei Gong*, Chongchong Xu, Yahui Hu, Luchao Tan, Xuehai Zhou,Tinker: A Middleware for Deploying Multiple NN-based Applications on a Single Machine,IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. Accepted.

  8. Haojun Xia, Lei Gong, Chao Wang, Xianglan Chen and Xuehai Zhou, LAP: A Lightweight Automata Processor for Pattern Matching Tasks. DATE 2021. Accepted.

  9. Chao Wang, Lei Gong, Qi Yu, Xi Li, Yuan Xie, and Xuehai Zhou, 'DLAU: A Scalable Deep Learning Accelerator Unit on FPGA', IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 36 (2017), 513-517.

  10. Xuan Wang, Chao Wang, Jing Cao, Lei Gong, Xuehai Zhou: WinoNN: Optimizing FPGA-Based Convolutional Neural Network Accelerators Using Sparse Winograd Algorithm. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. 39(11): 4290-4302 (2020).