王东

博士、教授、智能芯片与系统研究室主任

基本信息

办公电话：13691092543 电子邮件： wangdong@bjtu.edu.cn
通讯地址：北京交通大学信息科学研究所9教北615 邮编：100044

教育背景

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计算机与信息技术学院教授、博士生导师，智能芯片与系统实验室负责人，北京市重点实验室副主任。CCF体系结构专委委员、图形图像学会交通视频专委会委员、华北地区EDA/SOPC学会理事。2010年毕业于西安交通大学人工智能与机器人研究所，获模式识别与智能系统工学博士；2008-2009年于美国加州大学洛杉矶分校UCLA访问；2010-2013年于清华大学微电子学研究所从事博士后研究工作；2018-2019年与美国加州大学戴维斯分校访问学者；2013年加入北京交通大学计算机学院任教至今。

工作经历

■ 负责校企联合实验室：

-- 北京交通大学-英特尔公司（Intel） 人工智能与物联网技术联合实验室

-- 北京交通大学-美国德州仪器公司（TI） 物联网工程与信息技术联合实验室

-- 北京交通大学-美国赛灵思（Xilinx）公司 可重构片上多核系统设计联合实验室


2024年推免已结束。

    

2024 博士后、博士生招生已经开始，请加王老师微信咨询 ！！！


欢迎有志于从事深度学习、计算机视觉、AI芯片设计、FPGA异构计算/硬件加速领域研究的同学报考！同时王老师常年招收实习生、保研、直博生！欢迎来信（wangdong@bjtu.edu.cn）咨询详情。

加入我们你将有机会：

1)  从事深度学习、计算机视觉、异构计算领域最前沿的科研工作；和工业界合作研究、接触最新技术；

2）接受老师悉心指导，学习论文撰写和发表技巧、在国际高水平会议/期刊上发表论文，为今后继续从事科研/教职工作奠定扎实基础；

3）使用实验室充沛的GPU服务器资源，博士生每人独享4块以上最新显卡（3090/2080TI)，以最快速度获得论文数据；

4)  使用业界最新FPGA平台，Intel Arria-10/Stratix-10, Xilinx UltraScale/Zynq 等，参加联合实验室技术培训、和同学组队参加大赛夺取优异成绩，找工作如虎添翼；


■ 研究方向：

（1）人工智能和计算机视觉算法/软件设计方向（招生人数：4~5人）

         具体研究内容包括：深度神经网络模型压缩、剪枝和量化优化，面向特定平台的深度神经网络算法性能优化方法、深度神经网络搜索NAS方法；基于深度神经网络的目标检测/识别/分割算法研究，多源时空信息融合方法和深度挖掘研究等。

（2）人工智能芯片/系统设计方向（招生人数：3~4人）

         具体研究内容包括：深度神经网络硬件加速架构设计、人工智能芯片软-硬件协同设计方法、高能效可重构神经网络处理器设计、基于国产人工智能芯片（ASIC/FPGA/GPU）的深度学习算法加速和优化方法研究。


注意：计算机科学/微电子方向同学如果希望从事人工智能算法和芯片设计相关研究，可报考我们实验室，我们的优势：分数线略低、名额更多、能够学到工业界急需的知识和技能，我们只做有实用价值的研究 ！！！


For International Students who are interested in applying for the CSC scholarship, please send me your CV and Master's Thesis to my email (wangdong@bjtu.edu.cn). You MUST have a solid background in CS/EE, particularly FPGA/GPU, circuits and systems, machine learning and a strong interest in integrative cross-disciplinary projects.




研究方向

  • 人工智能与智能融合
  • 模式识别与智能系统
  • 新一代电子信息技术
  • 软件工程
  • 人工智能
  • 大数据技术与工程

招生专业

  • 信息与通信工程硕士
  • 控制科学与工程硕士
  • 新一代电子信息技术（含量子技术等）硕士
  • 软件工程硕士
  • 人工智能硕士
  • 大数据技术与工程硕士
  • 信息与通信工程博士
  • 控制科学与工程博士
  • 新一代电子信息技术（含量子技术等）博士
  • 人工智能博士

科研项目

开源项目：

• “基于FPGA的深度卷积神经网络硬件加速器”，github上开源FPGA硬件加速器项目最高星、已在腾讯、浪潮云上部署；项目地址：https://github.com/doonny/PipeCNN


科研项目：

• “深度卷积神经网络推理运算硬件加速设计关键技术研究”，北京市自然科学基金面上项目，2020-2022
• “面向大规模MIMO的可重构计算方法关键技术研究”，国家自然科学基金面上项目，2016-2019
• “低功耗神经网络处理器设计与研究”，校企联合项目，2019-2020；
• “基于FPGA的深度卷积神经网络硬件加速器设计”，校企联合项目，2018-2019
• “基于稀疏卷积的深度神经网络处理器设计与优化”，校企联合项目，2016-2018
• “面向下一代无线通信系统应用的粗粒度可重构计算关键技术研究”，北京市自然科学基金面上项目，2013-2014
• “基于可重构处理器的弹性云计算关键技术研究”，教育部重点项目，2012-2015
• “嵌入式可重构移动媒体处理核心技术”，国家863重点项目，2009-2015
• “新型复数算术运算单元设计与VLSI实现”， 国家自然科学基金青年基金项目，2012-2015
• “新型复数算术运算单元设计关键技术研究”，中国博士后科学基金面上项目, 2010-2012

教学工作

■ 授课情况：
[1] 大学计算机基础（本科生）
[2] 硬件系统综合实验（本科生和研究生）
[3] VHDL设计与应用（本科生）
[4] 物联网中间件技术（本科生）
[5] 异构计算与编程（研究生）
[6] FPGA与异构计算（联合实验室课程）
[7] 智能计算系统（本科生）


■ 指导研究生情况：

[在研学生]

• 2022级：
Wan Rui（博士），Yan Zhihong，Ding Zhelai，Zhang Bingqian，Cen Rui
• 2021级：
Wang Aibin，Zhang Zihao，Wang Guojun，Wang Yang，Luo Yuan
• 2020级：
Pu Han（博士），Mo Ruchan
• 2019级：
Zhang DeZheng（博士）
 

[毕业学生及去向]

[博士]
• 2016级：
Xu Ke（安徽大学），An JianJing

[硕士]
• 2020级：
Cao Jiayuan，Han Yuzhen， Zhang Bo
• 2019级：
Lv Junhuan（移动研究院），Feng QianTai，Wu ShuaiXiao，Xu Jia（有道云异构计算）
• 2018级：
Wang ZiXiao（电信研究院），Guo JingNing（中国通号），Wu Fan（寒武纪科技）
• 2017级：
Fu ShiHang（同方微视），Bai ZhiHong（郑商所），Fan HaoXin（航天一院）
• 2016级：
Wang XiaoYun（英特尔北京），Jia Qun（xx银行），Jiang DianKun（英特尔上海），Wu Jin（北京铁路局）
• 2015级：
Wu ZhiJia（长春光机所），Zhang HuiPeng（北京茵沃汽车科技）
• 2014级：
Ma HuaiChong，Zhang Bo（中科视拓），Zhang XingJi（乐视视频），Li JinQuan（华为海思）
• 2013级：
Zhou ZhiChao（大唐研究院），Ma YaFeng（大唐电信），Xu FengYang（美团上海），Wang Yin（搜狗）

论文/期刊

  • 张德正,王爱斌,莫茹蝉,王东.End-to-end acceleration of the YOLO object detection framework on FPGA-only devices.Neural Computing and Applications,2023,无(无)
  • 郎磊,刘宽,王东.基于YOLOX-Tiny的轻量级遥感图像目标检测模型.激光与光电子学进展,2023,None(60)
  • 吕君环,许柯,王东.Low-Bit Quantization of Neural Network Based on Exponential Moving Average Knowledge Distillation.Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence,2021,12(34)
  • Li,Gong,王东,Zhang,Baker,Zhou,Lu.ABM-SpConv-SIMD: Accelerating Convolutional Neural Network Inference for Industrial IoT Applications on Edge Devices.IEEE Transactions on Network Science and Engineering,2022,无(无)
  • 普菡,许可,张德正,刘理,刘凌志,王东.TA-BiDet: Task-aligned binary object detector.Neurocomputing,2022,无(511)
  • 安建京,张德正,许柯,王东.An OpenCL-Based FPGA Accelerator for Faster R-CNN.Entropy,2022,10(24)
  • 吕君环,许柯,王东.基于指数移动平均知识蒸馏的神经网络低比特量化方法.模式识别与人工智能,2021,12(34)
  • 许柯,张德正,安建京,刘理,刘凌志,王东.GenExp: Multi-objective pruning for deep neural network based on genetic algorithm.Neurocomputing,2021,2021(451)
  • 郎磊,许柯,张前,王东.Fast and Accurate Object Detection in Remote Sensing Images Based on Lightweight Deep Neural Network.Sensors,2021,16(21)
  • 王东,许柯,郭静宁.DSP-Efficient Hardware Acceleration of Convolutional Neural Network Inference on FPGAs.IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems,2020,无(无)
  • 王东,许嘉,许柯.An FPGA-Based Hardware Accelerator for Real-Time Block-Matching and 3D Filtering.IEEE Access,2020,无(8)
  • 王子潇,许柯,吴帅校,刘理,刘凌志,王东.Sparse-YOLO: Hardware/Software Co-Design of an FPGA Accelerator for YOLOv2.IEEE Access,2020,无(8)
  • 许柯,王晓芸,Liu,Cao,Li,Peng,王东.A dedicated hardware accelerator for real‑time acceleration of YOLOv2.Journal of Real-Time Image Processing,2020,无(无)
  • 周志超,肖扬,王东.Cells grouping scheme against pilot contamination in large scale antennas system.Journal of Systems Engineering and Electronics,2016,3(0)
  • 周志超,肖扬,王东.Stability analysis of wireless network with improved fluid model.Journal of Systems Engineering and Electronics,2015,6(0)
  • 刘雷波,王东,Min,Yansheng,Shouyi,Peng,Jun,Shaojun.Erratum: An Energy-Efficient Coarse-Grained Reconfigurable Processing Unit for Multiple-Standard Video Decoding (IEEE Transactions on Multimedia (2015) 17:10 (1706-1720)).IEEE Transactions on Multimedia,2015,12(17)
  • 寇金锋,王东,Jie,扬.Performance Analysis of a RTS/CTS-Based Channel Accessing Mechanism for MU-MIMO WLANs.WIRELESS PERSONAL COMMUNICATIONS,2016,2(95)
  • 刘雷波,王东,Yingjie,Min,Shouyi,Shaojun.An Implementation of Multiple-Standard Video Decoder on a Mixed-Grained Reconfigurable Computing Platform.IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,2016,5(E99D)
  • 陈茜,余贶琭,王东,刘美琴,胡绍海.基于成果导向的物联网传感技术教学实验平台建设研究.工业和信息化教育,2019,3(0)
  • 周志超,王东.大规模MIMO系统中用户分层变长时隙分配.国防科技大学学报,2017,4(39)
  • 安永丽,王东.基于干扰对齐的高铁无线宽带接入方案.计算机应用研究,2014,5(31)
  • 周志超,王东.Massive MIMO多小区系统中导频污染减轻方法.系统工程与电子技术,2016,2(38)
  • 李金泉,王东.基于ZYNQ异构多核处理器的人体动作识别系统.单片机与嵌入式系统应用,2016,8(16)
  • 方敬,王东.小波-Contourlet与迭代Cycle Spinning相结合的SAR图像去噪.应用科学学报,2014,6(32)
  • 周志超,王东.Constraints of nonresponding flows based on cross layers in the networks.International Journal of Modern Physics C,2016,7(27)
  • 周志超,王东.Cells grouping scheme against pilot contamination in large scale antennas system.Journal of System Engineering and Electronics,2016,3(27)
  • 徐凤阳,王东,寇金锋.大规模MIMO系统中基于子空间跟踪的半盲信道估计.应用科学学报,2015,5(33)
  • 刘雷波,王东,朱敏,王延升,尹首一,杨军,魏少军.An Energy-Efficient Coarse-Grained Reconfigurable Processing Unit for Multiple-Standard Video Decoding.IEEE Transactions on Multimedia,2015,10(17)
  • 寇金锋,王东.An Economic User-Centric WiFi offloading Algorithm for Heterogeneous Network.Mathematical Problems in Engineering,2015,341292(2015)
  • 周志超,王东.Design of Controlled Model for Wireless Network Based on Cross Layers.Journal of Computational Information Systems,2015,14(11)
  • 寇金锋,苗金华,王雨,王东.移动融合网络中基于信道质量的分流算法.系统工程与电子技术,2015,5(37)
  • 周志超,王东.Stability analysis of wireless network with improved fluid model.Jounal of Systems Engineering and Electronics,2015,6(26)
  • 王东,肖扬.Reduced-Error Constant Correction Truncated Multiplier.IEICE Electronics Express,2014,13(11)
  • 周志超,王东,肖扬.Design of Wireless TCP Fluid Model Based on Cross Layers.IEICE Communications Express,2014,11(3)
  • 安永丽,王东,肖扬.Design and Study of Cognitive Network Physical Layer Simulation Platform.Abstract and Applied Analysis,2014,408032(2014)
  • 刘雷波,王东.Implementation of multi-standard video decoder on a heterogeneous coarse-grained reconfigurable processor.Science China, Information Sciences,2014,8(57)
  • 王东.(M,p,k)-Friendly Points: A Table-Based Method to Evaluate Trigonometric Function.IEEE Transactions on Circuits and Systems II,2014,9(61)
  • 刘雷波,王东.SimRPU: A Simulation Environment for Reconfigurable Architecture Exploration.IEEE Transactions on Very Large Scale Integration (VLSI) Systems,2014,12(22)
  • 王东,肖扬.A parallel arithmetic array for accelerating compute-intensive applications.IEICE Electronics Express,2014,4(11)
  • 王东.A Radix-16 Combined Complex Division/Square Root Unit with Operand Prescaling.IEEE TRANSACTIONS ON COMPUTERS,2013,9(61)
  • 王东,肖扬.Complex Function Approximation Using Two-Dimensional Interpolation.IEEE TRANSACTIONS ON COMPUTERS,2013,99(99)
  • 刘雷波,王东.ReSSIM: a mixed-level simulator for dynamic coarse-grained reconfigurable processor.SCIENCE CHINA Information Sciences,2013,6(56)
  • 王东.A high-throughput fixed-point complex divider for FPGAs.IEICE Electronics Express,2013,4(10)
  • 王爱斌,叶有时,彭宇,张德正,阎之泓,王东.A Low-Latency Hardware Accelerator for YOLO Object Detection Algorithms.International Symposium on Advanced Parallel Processing Technologies,2023
  • 许可,冯乾泰,张兴义,王东.MultiQuant: Training Once for Multi-Bit Quantization of Neural Networks.International Joint Conferences on Artificial Intelligence Organization,2022
  • 莫茹蝉,许可,刘理,刘凌志,王东.Adaptive Linear Unit for Accurate Binary Neural Networks.IEEE Internatinal Conference on Signal Processing,2022
  • 冯乾泰,许柯,李宇海,孙裕鑫,王东.Edge-Wise One-Level Global Pruning on?NAS Generated Networks.Chinese Conference on Pattern Recognition and Computer Vision, PRCV,2021
  • 冯乾泰,许柯,Li,Sun,王东.Edge-Wise One-Level Global Pruning on NAS Generated Networks.Chinese Conference on Pattern Recognition and Computer Vision (PRCV),2021
  • 王东,许柯,贾群.ABM-SpConv: A Novel Approach to FPGA-Based Acceleration of Convolutional Neural Network Inference.Design Automation Conference 2019,2019
  • 许柯,王晓芸,王东.A Scalable OpenCL-Based FPGA Accelerator For YOLOv2.IEEE 27th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM),2019
  • 范浩鑫,安建京,王东.Training Low Bitwidth Model with Weight Normalization for Convolutional Neural Networks.PRCV: Chinese Conference on Pattern Recognition and Computer Vision (PRCV),2019
  • 白志鸿,范浩鑫,Lingzhi,li,王东.An OpenCL-Based FPGA Accelerator with the Winograd's Minimal Filtering Algorithm for Convolution Neuron Networks.2019 IEEE 5th International Conference on Computer and Communications (ICCC),2019
  • 许柯,王晓芸,王东.A Scalable OpenCL-Based FPGA Accelerator For YOLOv2.IEEE 27th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM),2019
  • 李榆林,Shouyi,Leibo,Shaojun,王东.Battery-aware MAC analytical modeling for extending lifetime of low duty-cycled wireless sensor network.2013 IEEE 8th International Conference on Networking, Architecture and Storage, NAS 2013,2013
  • 汪霖,Wanxu,王东,Bo.Unsupervised image segmentation based on multidimensional particle swarm optimization.6th International Conference on Wireless, Mobile and Multi-Media, ICWMMN 2015,2015
  • 周志超,王东.Pilot Scheduling based on Water-filling Algorithm in Massive MIMO.None,2016
  • 周志超,王东,王振超.Asynchronous Pilots Scheduling in Massive MIMO Systems.None,2017
  • 安建京,王东.Efficient one-sided Jacobi SVD computation on AMD GPU using OpenCL.13th IEEE International Conference on Signal Processing, ICSP 2016,2017
  • 马亚峰,王东.Accelerating SVD computation on FPGAs for DSP systems.13th IEEE International Conference on Signal Processing, ICSP 2016,2017
  • 许柯,王晓芸,付世航,王东.A Scalable FPGA Accelerator for Convolutional Neural Networks.12th Conference on Advanced Computer Architecture, ACA 2018,2018
  • 王东,许柯,贾群,Ghiasi.ABM-SpConv: A Novel Approach to FPGA-Based Acceleration of Convolutional Neural Network Inference.PROCEEDINGS OF THE 2019 56TH ACM/EDAC/IEEE DESIGN AUTOMATION CONFERENCE (DAC),2019
  • 马亚峰,王东.Accelerating SVD Computation on FPGAs for DSP Systems.PROCEEDINGS OF 2016 IEEE 13TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP 2016),2016
  • 安建京,王东.Efficient One-Sided Jacobi SVD Computation on AMD GPU using OpenCL.PROCEEDINGS OF 2016 IEEE 13TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP 2016),2016
  • 张星基,王东.An efficient motion adaptive deinterlacing algorithm using improved edge-based line average interpolation.PROCEEDINGS OF 2016 IEEE 13TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP 2016),2016
  • 张波,王东,Yaxin.An Improved FRUC Algorithm based on Unilateral and Bidirectional Motion Estimation.PROCEEDINGS OF 2016 IEEE 13TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP 2016),2016
  • 王晓芸,许柯,王东.Accelerating block-matching and 3D filtering-based image denoising algorithm on FPGAs.PROCEEDINGS OF 2018 14TH IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP),2018
  • 张波,王东,Yaxin.Frame Rate Up-Conversion Based on Improved Dual Motion Estimation.PROCEEDINGS OF 2018 14TH IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP),2018
  • 张星基,王东.An efficient motion adaptive deinterlacing algorithm using improved edge-based line average interpolation.13th IEEE International Conference on Signal Processing, ICSP 2016,2017
  • 王晓懿,刘铭,王东.Pilot Contamination Attack Detection Using Random Symbols for Massive MIMO Systems.2017 IEEE 85th Vehicular Technology Conference (VTC Spring）,2017
  • 周志超,王东.Asynchronous Pilots Scheduling in Massive MIMO Systems.2017 IEEE International Conference on Communications (ICC),2017
  • 王东,许柯,姜典坤.PipeCNN: An OpenCL-Based Open-Source FPGA Accelerator for Convolution Neural Networks.2017 International Conference on Field-Programmable Technology (FPT),2017
  • 肖扬,寇金锋,王东.The diffserv cognitive network node with Controlled-UDP.2014 IEEE International Symposium on Circuits and Systems (ISCAS 2014),2014
  • 肖扬,兰朋朋,王东.A novel secure MIMO cognitive network.2014 IEEE International Symposium on Circuits and Systems (ISCAS 2014),2014
  • 徐凤阳,王东,肖扬.ADAPTIVE SEMI-BLIND CHANNEL ESTIMATION FOR MASSIVE MIMO SYSTEMS.The 12th IEEE International Conference on Signal Processing ,2014
  • 付启沐,王东,肖扬.Multi-Mode CORDIC Processor on a Dynamically Reconfigurable Array.The 12th IEEE International Conference on Signal Processing,2014
  • 方敬,王东,肖扬.DE-NOISING OF SAR IMAGES BASED ON WAVELET-CONTOURLET DOMAIN AND PCA.The 12th IEEE International Conference on Signal Processing,2014
  • 周志超,王东,肖扬.CONTROL AND RESTRAIN OF GREEDY FLOWS IN THE WIRELESS NETWORK BASED ON MAC CORRESPONDING FRAMES.The 12th IEEE International Conference on Signal Processing,2014
  • 兰朋朋,肖扬,王东.Unsymmetrical Spatial Coding Algorithms for Overlay Cognitive Radio Network.The IET 5th International Conference on Wireless Mobile and Multimedia Networks (ICWMMN2013) ,2013
  • 乔艳茹,王东,肖扬.Spatial Coding for MIMO Cognitive Radio Networks.The IET 5th International Conference on Wireless Mobile and Multimedia Networks (ICWMMN2013) ,2013
  • 周志超,肖扬,王东.MAC Frame Control on Wireless LAN to Guarantee QoS of High Priority Traffics.The IET 5th International Conference on Wireless Mobile and Multimedia Networks (ICWMMN2013) ,2013
  • 安永丽,肖扬,王东.Distributed Interference Alignment in High-speed Railway Wireless Access System.The IET 5th International Conference on Wireless Mobile and Multimedia Networks (ICWMMN2013) ,2013
  • 肖扬,王东.Spread Spectrum LDPC for Cognitive Systems Working in TV Frequency Band.IETInternational Conference on Wireless, Mobile and Multimedia Networks,2013
  • 肖扬,王东.Secure MIMO Cognitive Networks Based on Spatial LDPC Codes.Proceeding of IETInternational Conference on Wireless, Mobile and Multimedia Networks,2013
  • 肖扬,寇金锋,王东.Secure MIMO Cognitive Networks Based on Spatial LDPC Codes.The IET 5th International Conference on Wireless Mobile and Multimedia Networks (ICWMMN2013) ,2013
  • 刘雷波,王东.An energy-efficient coarse-grained dynamically reconfigurable fabric for multiple-standard video decoding applications .2013 IEEE Custom Integrated Circuits Conference (CICC),2013
  • 刘雷波,王东.Implementation of multi-standard video decoding algorithms on a coarse-grained reconfigurable multimedia processor.2013 IEEE International Symposium on Circuits and Systems,2013

专著/译著

专利

软件著作权

获奖与荣誉

学术获奖：

• 2015 微软亚洲研究院铸星计划青年访问科学家 Microsoft Research Asia StarTrack Program

• 2007 国家科技发明二等奖

指导学生竞赛、创业计划获奖：

• 2019 Intel InovateFPGA 创新大赛，全球总决赛二等奖

• 2016 IBM CAPI异构计算应用大赛 二等奖

• 2016 全国高校物联网应用创新大赛 一等奖 《校园智能药箱》

• 2014 全国高校物联网应用创新大赛 二等奖 《物联网智能花盆》

• 2015 全国开源硬件与嵌入式计算大赛 一等奖 《基于Zynq的高清视频试试运动检测与识别》

社会兼职

CCF体系结构专委委员、中国图形图像学会交通视频专委委员、华北地区EDA/SOPC学会理事；

IEEE Member, 计算机学会会员；

IEEE Trans. Computer, IEEE Trans. Circuit & Systems II, Microprocessor 等国际期刊审稿人。