宫磊


Email: leigong0203@ustc.edu.cn


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,博士,博士后,现为我院特任副研究员,硕士研究生导师。2019年于中国科学技术大学获得计算机系统结构博士学位,主要从事可重构硬件加速器和神经网络处理器方面的研究。相关成果多次发表于IEEE TCAD、IEEE TPDS、IEEE TC、CODES+ISSS、DATE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。作为负责人主持国家自然科学基金青年基金和江苏省自然科学青年基金各1项。

 

获奖情况

  1. CODES+ISSS 2018最佳论文提名奖(1/5

  2. ACM合肥优博20201/1

  3. 苏州市计算机学会计算机科学技术二等奖2020(1/6)

 

代表性论著

  1. Lei Gong, Chao Wang*, Xi Li, Xuehai Zhou. Improving HW/SW Adaptability for Accelerating CNNs on FPGAs Through A Dynamic/Static Co-Reconfiguration Approach. IEEE Transactions on Parallel and Distributed Systems, 2021, 32(7): 1854-1865.

  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, 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. CODES ISSS 2018 Best Paper Candidate.

  4. 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.

  5. 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).

  6. 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).

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

  8. 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.

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

  10. 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. ESI Highly Cited Paper.