李文明 男 硕导 中国科学院计算技术研究所
电子邮件： liwenming@ict.ac.cn
通信地址： 北京市海淀区中关村科学院南路6号
邮政编码： 100190
研究领域
高通量数据流众核芯片架构；异构数据流智能芯片架构；大规模并行模拟平台
招生信息
招生专业
招生方向
教育背景
学历
学位
工学博士
工作经历
工作简历
科研项目
（ 2 ） 面向E级原型系统的高能效众核处理器研究, 负责人, 国家任务, 2016-07--2018-06
（ 3 ） 数据中心高通量处理器访存通路结构研究, 负责人, 研究所自选, 2017-01--2018-12
（ 4 ） 千线程并行的众核CPU 体系结构和支撑技术研究, 参与, 国家任务, 2013-01--2016-12
（ 5 ） 处理器性能评估模型技术合作项目, 负责人, 企业委托, 2015-03--2016-09
（ 6 ） 综合数字芯片研制, 负责人, 企业委托, 2021-01--2021-12
（ 7 ） 高通量众核处理器关键技术, 参与, 中国科学院计划, 2020-01--2021-12
（ 8 ） 基带高通量运算阵列架构研究, 负责人, 企业委托, 2021-11--2022-10
（ 9 ） 高能效数控协同数字信号加速架构研究, 负责人, 地方任务, 2022-01--2023-12
（ 10 ） 高通量多模态数据流处理器芯片研究, 负责人, 地方任务, 2022-11--2025-10
（ 11 ） 异构数据流处理器系统的研制, 参与, 国家任务, 2023-03--2026-02
教授课程
授权/受理专利
[1]李文明，孙凝晖，谢向辉，李宏亮，郑方. 中央处理器的缓存区的缓存行的替换方法及其装置, 授权号：ZL201610460009.X
[2]李文明，范东睿，张浩，王达，叶笑春. 一种面向众核处理器的全局感知数据主动预取方法及系统, 授权号：ZL201710433007.6
[3]李文明，范东睿，张浩，王达，叶笑春. 一种众核片上网络失败任务甄别及资源重分配方法和系统, 授权号：ZL201710437407.4
[4]李文明，叶笑春，范东睿，张浩，王达，吴冬冬. 面向通用字符串处理的硬件加速结构装置及控制方法, 授权号：ZL201810490966.6
[5]李文明，叶笑春，范东睿，王达，张浩. 一种通用字符操作加速处理硬件装置及控制方法. 授权号：ZL201810995831.5
[6]李文明，叶笑春, 安述倩, 姜志颖, 王晨晖, 范东睿. 一种哈希硬件处理装置及方法. 授权号：ZL2019104139590
[7]李文明，叶笑春，安述倩，姜志颖，王晨晖，范东睿. 一种用于区块链的处理装置及方法. 授权号：ZL2019105054072
[8]李文明，安述倩，吴萌，吴海彬，刘艳欢，叶笑春，范东睿. 基于阻变存储器的通用区块链应用处理加速方法及系统. 授权号：ZL201911001197X
[9]李文明, 叶笑春, 孙凝晖, 范东睿, 王达, 马丽娜, 朱亚涛, 张洋. 一种异常事件自动推送及基于历史操作的监控方法及系统. 授权号：ZL201611148500.5
[10]李文明, 朱亚涛, 叶笑春, 王达, 张浩, 范东睿, 姜志颖. 基于检测帧的视频监控系统故障识别、定位及告警系统及其方法. 授权号：ZL201710047382.7
[11]李文明，安述倩，吴海彬，吴萌，刘艳欢，叶笑春，范东睿. 面向数据流处理器的功耗控制方法及装置. 受理号：CN202210270118.0
[12]李文明，安述倩，吴海彬，刘艳欢，张昆明，叶笑春，范东睿. 带宽控制单元、处理器芯片以及访存流量控制方法. 受理号：CN202210230341.2
[13]李文明，安述倩，吴海彬，刘艳欢，吴萌，叶笑春，范东睿. 高通量众核数据流处理器及其任务执行方法. 受理号：CN202111673269.2
[14]李文明，赵继业，曹华伟，范东睿. 一种温度感知总线带宽控制方法、系统以及装置. 受理号：CN202110935915.1
[15]李文明，叶笑春. 一种数据流架构中循环程序执行的方法及系统，受理号：CN202110267893.6
发表论文
[1] 范志华, 吴欣欣, 李文明, 曹华伟, 安学军, 叶笑春, 范东睿. 面向低精度神经网络的数据流体系结构优化. 计算机研究与发展[J]. 2023, 60(1): 43-58, http://lib.cqvip.com/Qikan/Article/Detail?id=7108741862.
[2] Mo Zou, Mingyu Yan, Wenming Li, Zhimin Tang, Xiaochun Ye, Dongrui Fan. GEM: Execution-Aware Cache Management for Graph Analytics. ICA3PPnull. 2022.
[3] Zhihua Fan, Wenming Li, Tianyu Liu, Xuejun An, Xiaochun Ye, Dongrui Fan. A Routing-Aware Mapping Method for Dataflow Architectures. International Conference on Network and Parallel Computingnull. 2022.
[4] Zhihua Fan, Wenming Li, Tianyu Liu, Shengzhong Tang, Zhen Wang, Xuejun An, Xiaochun Ye, Dongrui Fan. A Loop Optimization Method for Dataflow Architecture. HPCCnull. 2022.
[5] Sun, Gongjian, Yan, Mingyu, Wang, Duo, Li, Han, Li, Wenming, Ye, Xiaochun, Fan, Dongrui, Xie, Yuan. Multi-node Acceleration for Large-scale GCNs. IEEE TRANSACTIONS ON COMPUTERS[J]. 2022.
[6] Feng, YuJing, Li, DeJian, Tan, Xu, Ye, XiaoChun, Fan, DongRui, Li, WenMing, Wang, Da, Zhang, Hao, Tang, ZhiMin. Accelerating Data Transfer in Dataflow Architectures Through a Look-Ahead Acknowledgment Mechanism. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY[J]. 2022, 37(4): 942-959.
[7] Zhihua Fan, Wenming Li, Tianyu Liu, Shengzhong Tang, Zhen Wang, Xuejun An, Xiaochun Ye, Dongrui Fan. A Loop Optimization Method for Dataflow. High Performance Computing and Communicationsnull. 2022.
[8] Yan, Mingyu, Zou, Mo, Yang, Xiaocheng, Li, Wenming, Ye, Xiaochun, Fan, Dongrui, Xie, Yuan. Characterizing and Understanding HGNNs on GPUs. IEEE COMPUTER ARCHITECTURE LETTERS[J]. 2022, 21(2): 69-72.
[9] Lin, Haiyang, Yan, Mingyu, Yang, Xiaocheng, Zou, Mo, Li, Wenming, Ye, Xiaochun, Fan, Dongrui. Characterizing and Understanding Distributed GNN Training on GPUs. IEEE COMPUTER ARCHITECTURE LETTERS[J]. 2022, 21(1): 21-24, http://dx.doi.org/10.1109/LCA.2022.3168067.
[10] Wang, Yinshen, Li, Wenming, Liu, Tianyu, Zhou, Liangjiang, Wang, Bingnan, Fan, Zhihua, Ye, Xiaochun, Fan, Dongrui, Ding, Chibiao. Characterization and Implementation of Radar System Applications on a Reconfigurable Dataflow Architecture. IEEE COMPUTER ARCHITECTURE LETTERS[J]. 2022, 21(2): 121-124.
[11] Xinxin Wu, Zhihua Fan, Tianyu Liu, Wenming Li, Xiaochun Ye, Dongrui Fan. LRP: Predictive output activation based on SVD approach for CNNs acceleration. Design, Automation and Test in Europenull. 2022.
[12] Liu, Xin, Yan, Mingyu, Song, Shuhan, Lv, Zhengyang, Li, Wenming, Sun, Guangyu, Ye, Xiaochun, Fan, Dongrui. GNNSampler: Bridging the Gap between Sampling Algorithms of GNN and Hardware. 2021.
[13] Li, Yi, Wu, Meng, Ye, Xiaochun, Li, Wenming, Xue, Rui, Wang, Da, Zhang, Hao, Fan, Dongrui. An efficient scheduling algorithm for dataflow architecture using loop-pipelining. INFORMATION SCIENCES[J]. 2021, 547: 1136-1153, http://dx.doi.org/10.1016/j.ins.2020.09.029.
[14] Li, Han, Yan, Mingyu, Yang, Xiaocheng, Deng, Lei, Li, Wenming, Ye, Xiaochun, Fan, Dongrui, Xie, Yuan. Hardware Acceleration for GCNs via Bidirectional Fusion. IEEE COMPUTER ARCHITECTURE LETTERS[J]. 2021, 20(1).
[15] Dongrui Fan. Alleviating Imbalance in Synchronous Distributed Training of Deep Neural Networks. international conference on Parallel & Distributed Processing with Applications(ISPA). 2021.
[16] 吴欣欣, 欧焱, 李文明, 王达, 张浩, 范东睿. 基于粗粒度数据流架构的稀疏卷积神经网络加速. 计算机研究与发展[J]. 2021, 58(7): 1504-1517, http://lib.cqvip.com/Qikan/Article/Detail?id=7105055136.
[17] Wu, Xinxin, Li, Yi, Ou, Yan, Li, Wenming, Sun, Shibo, Xu, Wenxing, Fan, Dongrui, Qiu, M. Accelerating Sparse Convolutional Neural Networks Based on Dataflow Architecture. ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING, ICA3PP 2020, PT IInull. 2020, 12453: 14-31.
[18] yi li, Meng Wu, Wenming Li, Rui Xue, Dongrui Fan, Xiaochun Ye. An Efficient Multicast Router using Shared-Buffer with Packet Merging for Dataflow Architecture. NOCSnull. 2020.
[19] 安述倩, 李文明, 范志华, 吴海彬, 吴萌, 王达, 张浩, 唐志敏. NDP-Ledger：面向区块链应用的通用高通量加速架构. 高技术通讯[J]. 2020, 30(11): 1093-1103, http://lib.cqvip.com/Qikan/Article/Detail?id=7103474627.
[20] Ou, Yan, Shen, Chongfei, Feng, Yujing, Wu, Xinxin, Li, Wenming, Ye, Xiaochun, Fan, Dongrui, Qiu, M. CTA: A Critical Task Aware Scheduling Mechanism for Dataflow Architecture. ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING, ICA3PP 2020, PT Inull. 2020, 12452: 61-77, [21] 叶笑春, 李文明, 张洋, 张浩, 王达, 范东睿. 高通量众核处理器设计. 数据与计算发展前沿[J]. 2020, 2(1): 70-84, https://kns.cnki.net/KCMS/detail/detail.aspx?dbcode=CJFQ&dbname=CJFDLAST2020&filename=KYXH202001006&v=MDU4OTk4ZVgxTHV4WVM3RGgxVDNxVHJXTTFGckNVUjd1Zlp1Wm5GaXZuVUwzTkxqVFRackc0SE5ITXJvOUZZb1I=.
[22] 欧焱, 冯煜晶, 李文明, 叶笑春, 王达, 范东睿. 面向数据流结构的指令内访存冲突优化研究. 计算机研究与发展[J]. 2019, 56(12): 2720-2732, http://lib.cqvip.com/Qikan/Article/Detail?id=7100658631.
[23] Li, Wenming, Ye, Xiaochun, Wang, Da, Zhang, Hao, Tang, Zhimin, Fan, Dongrui, Sun, Ninghui. PIM-WEAVER: A High Energy-efficient, General-purpose Acceleration Architecture for String Operations in Big Data Processing. SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS[J]. 2019, 21: 129-142, http://dx.doi.org/10.1016/j.suscom.2019.01.006.
[24] Wenming Li, Xiaochun Ye, Da Wang, Hao Zhang, Zhimin Tang, Dongrui Fan, Ninghui Sun. PIM-WEAVER: A High Energy-efficient, General-purpose Acceleration Architecture for String Operations in Big Data Processing. SUSTAINABLE COMPUTING: INFORMATICS AND SYSTEMS. 2019, 21: 129-142, http://dx.doi.org/10.1016/j.suscom.2019.01.006.
[25] 向陶然, 叶笑春, 李文明, 冯煜晶, 谭旭, 张浩, 范东睿. 基于细粒度数据流架构的稀疏神经网络全连接层加速. 计算机研究与发展[J]. 2019, 56(6): 1192-1204, http://lib.cqvip.com/Qikan/Article/Detail?id=7002192926.
[26] Xiang Taoran, Feng Yujing, Ye Xiaochun, Tan Xu, Li Wenming, Zhu Yatao, Wu Meng, Zhang Hao, Fan Dongrui, IEEE. Accelerating CNN Algorithm with Fine-grained Dataflow Architectures. IEEE 20TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS / IEEE 16TH INTERNATIONAL CONFERENCE ON SMART CITY / IEEE 4TH INTERNATIONAL CONFERENCE ON DATA SCIENCE AND SYSTEMS (HPCC/SMARTCITY/DSS)null. 2018, 243-251, http://dx.doi.org/10.1109/HPCC/SmartCity/DSS.2018.00063.
[27] Xu Tan, Xiao-Chun Ye, Xiao-Wei Shen, Yuan-Chao Xu, Da Wang, Lunkai Zhang, Wen-Ming Li, Dong-Rui Fan, Zhi-Min Tang. A Pipelining Loop Optimization Method for Dataflow Architecture. 计算机科学技术学报：英文版[J]. 2018, 33(1): 116-130, http://lib.cqvip.com/Qikan/Article/Detail?id=674567291.
[28] Tan, Xu, Ye, XiaoChun, Shen, XiaoWei, Xu, YuanChao, Wang, Da, Zhang, Lunkai, Li, WenMing, Fan, DongRui, Tang, ZhiMin. A Pipelining Loop Optimization Method for Dataflow Architecture. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY[J]. 2018, 33(1): 116-130, http://lib.cqvip.com/Qikan/Article/Detail?id=674567291.
[29] Tan, Xu, Shen, XiaoWei, Ye, XiaoChun, Wang, Da, Fan, DongRui, Zhang, Lunkai, Li, WenMing, Zhang, ZhiMin, Tang, ZhiMin. A Non-Stop Double Buffering Mechanism for Dataflow Architecture. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY[J]. 2018, 33(1): 145-157, http://lib.cqvip.com/Qikan/Article/Detail?id=674567293.
[30] Li Wenming, Ye Xiaochun, Wang Da, Zhang Hao, Wu Dongdong, Zhang Zhimin, Fan Dongrui, Chen JJ, Yang LT. WEAVER: An Energy Efficient, General-Purpose Acceleration Architecture for String Operations in Big Data Applications. 2018 IEEE INT CONF ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, UBIQUITOUS COMPUTING & COMMUNICATIONS, BIG DATA & CLOUD COMPUTING, SOCIAL COMPUTING & NETWORKING, SUSTAINABLE COMPUTING & COMMUNICATIONSnull. 2018, 47-54, [31] Fan, Dongrui, Li, Wenming, Ye, Xiaochun, Wang, Da, Zhang, Hao, Tang, Zhimin, Sun, Ninghui, IEEE. SmarCo: An Efficient Many-Core Processor for High-Throughput Applications in Datacenters. 2018 24TH IEEE INTERNATIONAL SYMPOSIUM ON HIGH PERFORMANCE COMPUTER ARCHITECTURE (HPCA)null. 2018, 596-607, [32] Shen, XiaoWei, Ye, XiaoChun, Tan, Xu, Wang, Da, Zhang, Lunkai, Li, WenMing, Zhang, ZhiMin, Fan, DongRui, Sun, NingHui. An Efficient Network-on-Chip Router for Dataflow Architecture. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY[J]. 2017, 32(1): 11-25, [33] 张洋, 李文明, 叶笑春, 王达, 范东睿, 李宏亮, 唐志敏, 孙凝晖. LFF：一种面向大数据应用的众核处理器访存公平性调度机制. 高技术通讯[J]. 2017, 27(2): 103-111, http://lib.cqvip.com/Qikan/Article/Detail?id=672300314.
[34] 方国庆, 李文明, 余洋, 张洋, 叶笑春, 安虹. 高通量众核并行模拟加速技术研究. 计算机工程[J]. 2017, 34(4): 73-78,89, http://lib.cqvip.com/Qikan/Article/Detail?id=672135421.
[35] Qi Yuqiong, Ma Lina, Li Wenming, Ye Xiaochun, Wang Da, Fan Dongrui, Sun Ninghui, Chen J, Yang LT. ACCC: An Acceleration Mechanism for Character Operation based on Cache Computing in Big Data Applications. PROCEEDINGS OF 2016 IEEE 18TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS; IEEE 14TH INTERNATIONAL CONFERENCE ON SMART CITY; IEEE 2ND INTERNATIONAL CONFERENCE ON DATA SCIENCE AND SYSTEMS (HPCC/SMARTCITY/DSS)null. 2016, 608-615, http://dx.doi.org/10.1109/HPCC-SmartCity-DSS.2016.56.
[36] Zhu Yatao, Ye Xiaochun, Wang Da, Li Wenming, Zhang Yang, Fan Dongrui, Zhang Zhimin, Tang Zhimin, IEEE. A Framework for Energy-efficient Optimization on Multi-Cores. 2016 SEVENTH INTERNATIONAL GREEN AND SUSTAINABLE COMPUTING CONFERENCE (IGSC)null. 2016, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000402169700032.
[37] 李文明, 叶笑春, 张洋, 宋风龙, 王达, 唐士斌, 范东睿, 谢向辉. BDSim：面向大数据应用的组件化高可配并行模拟框架. 计算机学报[J]. 2015, 38(10): 1959-1975, http://lib.cqvip.com/Qikan/Article/Detail?id=666506311.
[38] Li Wenming, Fan Lingjun, Wang Zihou, Ye Xiaochun, Wang Da, Zhang Hao, Zhang Liang, Fan Dongrui, Xie Xianghui, IEEE. Thread ID Based Power Reduction Mechanism for Multi-thread Shared Set-associative Caches. 2015 SIXTH INTERNATIONAL GREEN COMPUTING CONFERENCE AND SUSTAINABLE COMPUTING CONFERENCE (IGSC)null. 2015, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000380428700018.
[39] 李文明, 叶笑春, 王达, 郑方, 李宏亮, 林晗, 范东睿, 孙凝晖. MACT：高通量众核处理器离散访存请求批量处理机制. 计算机研究与发展[J]. 2015, 52(6): 1254-1265, http://lib.cqvip.com/Qikan/Article/Detail?id=665059268.
[40] Li Wenming, Zhang Liang, Ye Xiaochun, Wang Da, Zhang Hao, Wang Zihou, Fan Dongrui, IEEE. A High-Density Data Path Implementation fitting for HTC Applications. 2015 SIXTH INTERNATIONAL GREEN COMPUTING CONFERENCE AND SUSTAINABLE COMPUTING CONFERENCE (IGSC)null. 2015, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000380428700059.
[41] 李文明, 叶笑春, 张洋, 宋风龙, 王达, 唐士斌, 范东睿, 谢向辉. BDSim：面向大数据应用的组件化高可配并行模拟框架. 计算机学报[J]. 2015, 38(10): 1959-1975, http://lib.cqvip.com/Qikan/Article/Detail?id=666506311.
[42] 李文明, 叶笑春, 王达, 郑方, 李宏亮, 林晗, 范东睿, 孙凝晖. MACT：高通量众核处理器离散访存请求批量处理机制. 计算机研究与发展[J]. 2015, 52(6): 1254-1265, http://lib.cqvip.com/Qikan/Article/Detail?id=665059268.
[43] Song, Fenglong, Tang, Shibin, Li, Wenming, Miao, Futao, Zhang, Hao, Fan, Dongrui, Liu, Zhiyong. CRANarch: A feasible processor micro-architecture for Cloud Radio Access Network. MICROPROCESSORS AND MICROSYSTEMS[J]. 2014, 38(8): 1025-1036, http://dx.doi.org/10.1016/j.micpro.2014.08.003.
[44] 范涛, 刘高辉, 叶笑春, 李文明, 宋爽, 范东睿. SPARC平台模拟器源码级调试系统的研究与实现. 计算机工程与应用[J]. 2013, 49(4): 65-70, http://lib.cqvip.com/Qikan/Article/Detail?id=44810940.
[45] 唐士斌, 宋风龙, 王达, 李文明, 刘志勇. 基于硬件辅助的用户态并行程序记录方法. 小型微型计算机系统[J]. 2012, 33(10): 2243-2248, http://lib.cqvip.com/Qikan/Article/Detail?id=43235279.
获奖及荣誉
北京市科技新星计划（创新新星）（2022）
计算所优秀科研人员（2021）
北京市科技发明一等奖（2020）
中国产学研促进会产学研成果二等奖（2020）
计算所优秀科研人员（2017）
计算所优秀共产党员（2016）
国家奖学金博士奖（2015）
曙光博士奖（2014）
国科大三好学生（2012）
国科大优秀学生干部（2012）
指导学生
已指导学生
李丹峰 硕士研究生 085208-电子与通信工程
现指导学生
王国旋 硕士研究生 085404-计算机技术
严开 硕士研究生 085404-计算机技术
杨煜 硕士研究生 085400-电子信息
强子清 硕士研究生 081200-计算机科学与技术
冯嘉龙 硕士研究生 085400-电子信息