娄文启

时间:2024-01-17

个人简介

娄文启,现为中国科大软件学院特任副研究员,硕士生导师。20186月本科毕业于西北工业大学计算机学院,202312月于中国科学技术大学获得计算机系统结构博士学位,导师为周学海教授与王超教授。主要研究方向为智能加速器架构、FPGA加速器设计、软硬件协同优化等,致力于从算法与硬件角度缓解深度学习模型的部署压力。相关成果发表于IEEE TCDATEFPGACLUSTER等计算机系统结构领域知名期刊和会议。

电子邮箱louwenqi@ustc.edu.cn


联系地址: 至德楼A1102-2,中国科大苏州高等研究院若水路校区


个人主页http://home.ustc.edu.cn/~louwenqi/


主要研究方向

FPGA加速器设计(CNNTransformer等)

模型与硬件协同优化(模型稀疏化与量化、神经网络架构搜索等)

智能加速器架构


获奖情况

英特尔中国奖学金 2022

中国科大姑苏一等奖学金 2021


主要学术论文及著作

  • Wenqi Lou, Lei Gong, Chao Wang, Zidong Du, Xuehai Zhou. "OctCNN: A High Throughput FPGA Accelerator for CNNs Using Octave Convolution Algorithm". IEEE Transactions on Computers (IEEE TC), 2021, 71(8): 1847-1859. (CCF-A)

  • Wenqi Lou, Jiaming Qian, Lei Gong, Xuan Wang, Chao Wang, Xuehai Zhou. "NAF: Deeper Network/Accelerator Co-Exploration for Customizing CNNs on FPGA".  Design, Automation & Test in Europe Conference & Exhibition (DATE). IEEE, 2023 (CCF-B, EDA Flagship Conference)

  • 娄文启, 王超, 宫磊, 周学海. 一种神经网络指令集扩展与代码映射机制. 软件学报, 2020. (CCF-A 类中文期刊)

  • Wenqi Lou, Chao Wang, Lei Gong, Xuehai Zhou. "OctCNN: An Energy-Efficient FPGA Accelerator for CNNs using Octave Convolution Algorithm". IEEE International Conference on Cluster Computing (CLUSTER). IEEE, 2020. (CCF-B)

  • Wenqi lou, Chao Wang, Lei Gong, Xuehai Zhou. "Neural Network Instruction Set Extension and Code Mapping Mechanism". International Journal of Software and Informatics (IJSI), 2020. (EI Index)

  • Wenqi Lou, Chao Wang, Lei Gong, Xuehai Zhou. "RV-CNN: Flexible and efficient instruction set for CNNs based on RISC-V processors" Advanced Parallel Processing Technologies: 13th International Symposium (APPT), 2019. (EI Index)

  • Xuan Wang, Lei Gong, Jing Cao, Wenqi Lou, Weiya Wang, Chao Wang, Xuehai Zhou. "hAP: A Spatial-von Neumann Heterogeneous Automata Processor with Optimized Resource and IO Overhead on FPGA". Proceedings of the 2023 ACM/SIGDA International Symposium on Field Programmable Gate Arrays (FPGA). 2023. (CCF-B, FPGA TOP Conference)