琚小明

近年来在科研方面承担了工信部、上海市经信委、上海市科委、以及国家电网等多个研究项目，在危化品车载信息联网、智能电网等方面积累了很深厚的研究基础。在教学方面连续承担了Google教改项目、Intel精品课程项目，并获得Google奖教金，学校教学成果一等奖，上海市教程成果奖特等奖（排名第5）。

农业云联合实验室

浙江顺为物联网科技有限公司

国网智能巡检联合实验室（筹备）

主要研究方向是人工智能、大数据处理与数据融合、嵌入式系统设计等。

（1）ARM微处理器与编程

（2）编译原理与技术

（3）编译原理与技术实践

[1] 2008.4-2009.4，上海市科委嵌入式重大专项子课题“CAN设计与测试规范也研究” 项目，20万元；

[2] 2012.1-2013.12，工信部电子信息产业发展基金“汽车智能网络研发与产业化”项目，150万元；

[3] 2013.5-2014.5，上海市经济与信息化委员会软件和集成电路产业发展课题“车联网的商业模式研究”项目，10万元；

[4] 2014.5-2016.5，2013年工信部物联网发展专项资金项目“危险化学品运输远程监控云服务平台”科技项目，70万元/200万元。

[5] 2016.1-2017.12, 国网公司科技项目“适用于无人机、机器人巡检采集数据回传的网络安全接入和基于大数据平台的智能识别试点应用” （NO：SGSDDK000KJJS1600065）,23.913万/137万元/550万元。

[6] 2018.1-2018.09, 国网浙江省电力有限公司科技项目“全景展示数据管理体系研究技术支持服务采购”招标项目（NO：CTZB-F171121CWB-4）,116.88万元。

[7] 2020.1-2021.12, 国网浙江省电力有限公司科技项目“基于边缘计算与小样本学习的人工智能算法模型研究”，62.98万元，（项目编号：5211NB1900VN）

主要相关论文目录：

[1] 琚小明*，张皆浩，张逸中. 基于FPGA实时错误检测技术的研究,计算机应用，2013.04.20

[2] Xiaoming Ju*; Jiehao Zhang; Yizhong Zhang. Real-Time BIST for Fault Detection in FPGA, 2013 International Conference on Information Science and Technology Application (ICISTA 2013)，Macau, China, Jun 17-19, 2013.

[3] Xiaoming Ju*;Helen Zhang;Aoran Wang. Error Detection by Software Signatures Based on Control Flow Graph, 2013 International Conference on Future Computer and Information Technology (ICFCIT 2013)，August 22-23, 2013, Tianjin, China. published in WIT Transactions on Engineering Sciences(ISSN:1743-3533)，Accession number: 20141217483307

[4] Xiaoming Ju*, Yinglu Lin, Xinyang Zhang. Reducing the Complexity of Register File Based on Compiler and Hardware Co-Design, 2014 Asia-Pacific Computer Science and Application Conference (CSAC 2014)，2014.10，Accession number: 20154201380906

[5] Xiaoming Ju*, Lu Zhang, Yong Jiang. An Effective Way to Generate Parallel Instructions for Media Processors, 2013 International Conference on Computer Sciences and Applications，2013.06，pp：503-507

[6] Lin Yinglu, Ju Xiaoming*. Design and Implementation of Android–based Teenager Sports Real-time Monitoring System, 2014 5th International Conference on Advances in Circuits, Electronics and Micro-Electronics(CENICS 2014)，2014.11

[7] Xinyang Zhang, Ju Xiaoming*. Design of Real-time Data Acquisition System for Physical Education in Elementary and Secondary School, 2015 International Conference on Advanced Electronics and Communications Engineering (AECE2015)，2015.02

[8] 林涵菲，陈希文，梁雨霏，琚小明*. 过程可视化编译器的设计与应用, 软件工程与应用，2015.10 (4:89-)

[9] Shengyuan SHU； Xiaoming JU*. Analysis on Learning Efficiency in the Context of Mobile e-Learning, Proceedings of the 23rd International Conference on Computers in Education（ICCE 2015），China: Asia-Pacific Society for Computers in Education ，2015.10 ，Accession number: 20180304650849

[10] 童兰轩，褚文杰，魏玮，琚小明*. 编译算法机理可视化方法, 计算机应用研究，2017.12

[11] 褚文杰，童兰轩，魏玮，琚小明*. 支持自定义语言的可视化编译教学辅助工具设计, 计算机应用，2017.06

[12]Bingtao Hu ,Xiaoming Ju*. A FP-Tree Based Algorithm for mining knowledge point association,International Conference on Information Engineering for Mechanics and Materials, Huhhot,2016.7

[13] 彭启伟，罗旺，冯敏，郝小龙，侯麟，琚小明*. 一种改进的二维Otsu图像分割方法，计算机应用，2017年S2期

[14] 陈建，沈潇军，姚一杨，邢雅菲，琚小明*. EDSS：表驱动的纯软件签名错误检测算法，计算机工程，2018, 44(4):187-192

[15] 陈建，沈潇军，姚一杨，刘雄，琚小明*. 基于航拍图像的输电线检测方法，计算机工程与设计，2018(4).

[16] 陈建，沈潇军，姚一杨，邢雅菲，琚小明*. 基于CP-ABE访问机制的缓存替换策略研究，计算机应用，2017，37(10)

[17]Xiong Liu,Lin Hou,Xiaoming Ju*. A Method For Detecting Power in UAV Aerial Images, Preceedings of 2017 3rd IEEE International Conference on Computer and Communications(ICCC 2017), Chengdu, p2132-2136, 2017.12，Accession number: 20182905547018

[18] Qian Zhongwen, Zhang Jianson, Wu Xiang,Ju Xiaoming*. Research on Search Method Based on Data Segmentation of Related Attributes, 2018 International Conference on Computer, Communication and Network Technology[CCNT2018],June 29-30,2018 in Wuzhen,China,p65-73

[19] Wu Xiang,Yangliu Ou,Zhang Quan,Xiaoming Ju*。Research on Search Method of Mixed Cloud Storage Segmentation Ciphertext，ICAACE 2018 - Data Mining, Analysis and Application，2018年6月15-17日 中国青岛，Accession number: 20184205960835

[20] Jia, Ke; Ju, Xiaoming; Zhang, Hongbin，Research on big data fusion method of smart grid in the environment of internet of things，4th International Conference on Cloud Computing and Security（ICCCS 2018），June 8, 2018 - June 10, 2018，Haikou，Pages: 636-647，Accession number: 20184205957843.

[21] Qian Zhongwen,Zhang Xudong,Ju Xiaoming,Li Bo. An Online Data Deduplication Approach for Virtual Machine Clusters， 2018 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovations，Guangzhou, Oct 8, 2018，pp：2057-2062，Accession number: 20190406418117

[22] Wang Fenghua,Shi Jia,Ju Xiaoming,Li Bo. An Efficient Graph Data Processing Framework for Power Grid Systems， 2018 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Cloud & Big Data Computing, Internet of People and Smart City Innovations，Guangzhou, Oct 8, 2018，pp：2063-2067，Accession number: 20190406418118

[23] Xing Yafei，Ju Xiaoming*，Zhongwen Qian ，The Attribute-weight Cache Replacement Algorithm for Encrypted Files，2018 4th IEEE International Conference on Computer and Communications (ICCC),2018.12,CHENGDU,pp：1888-1892，Accession number: 20193407338992

[24] Wei Ye, Xiaogang Gong, Quan Zhang, Xiaoming Ju*，TextTiling text segmentation based on Hierarchical Dirichlet process model，2019 IOP Conference Series: Materials Science and Engineering (MSE), 2019.3,西安,Accession number: 20193307300179

[25] Quan Zhang,Xiaoming Ju*,Haojin Qi,Yong Wang，Text security segmentation algorithm based on key distribution，2019 4th International Conference on Intelligent Computing and Signal Processing, 2019.4,贵州,Accession number: 20194907794746

[26] Qi Haojin, Wang Yong, Yu Xiaodie, Ju Xiaoming*，Access control mechanism based on image recognition and user level，2019 2nd International Conference on Computer Information Science and Artificial Intelligence, 2019.10,西安,Accession number: 20201108293972

[27] Hanwu Luo, Chengsong Zhang, Fucheng Pan, Xiaoming Ju*，Contextual-YOLOV3: implement better small object detection based deep learning，2019 International Conference on Machine Learning, Big Data and Business Intelligence, 2019.11,太原,pages：134-141，Accession number: 20200508115134

[28] Xin He, Jian Wang, Quan Zhang, Xiaoming Ju *，Improvement of Text Segmentation TextTiling Algorithm，2019 2nd International Conference on Computer Information Science and Artificial Intelligence, 2019.10,西安,Accession number: 20201108294028

[29]Zhengbo Chen, Xiu Liu, Yafei Xing, Miao Hu and Xiaoming Ju. Markov Encrypted Data Prefetching Model Based on Attribute Classification. 2020 5th International Conference on Computer and Communication Systems(ICCCS 2020). Shanghai, China, February 22-24, 2020，p54-59，Accession number: 20202808915508

[30] Yong Wang, Yueping Yang, Binxu Wang,Qingwen Ran and Xiaoming Ju*，Research on Improved Access Control Model Based on T-RBAC，2019 2nd International Conference on Computer Information Science and Artificial Intelligence, 2019.10,西安,Accession number:  20201108294031

[31] FuCheng Pan, BeiLei Biany, BinXu Wangy, YuePing Yangy and XiaoMing Ju*，Weakly Supervised Object Localization using Self-Paced Pyramid Adversarial Learning， IJCNN 2020 -  Proceedings of the International Joint Conference on Neural Networks, 19–24th July, 2020, Glasgow (UK),CCF C，Accession number: 20204409409006

[32] 罗汉武, 李文震, 潘富城, 琚小明*，基于渐进对抗学习的弱监督目标定位，计算机工程与应用, 2020.07,录用，2021 Vol. 57 (14): 187-193

[33] XiBo Zhang，Yan Zhang，Miao Hu，XiaoMing Ju*，Insulator defect detection based on YOLO and SPP-Net，Proceedings-2020 International Conference on Big Data、Artificial Intelligence and Software Enginering（ICBASE 2020）, 2020.10,Chengdu，pages：403-407，Accession number: 20211910326814 

[34] Qingwen Ran，Xiaoming Ju*，Xibo Zhang and Yan Zhang，Cloud edge cooperative attack recognition based on CNN，2020 3rd International Conference on Computer Information Science and Artificial Intelligence, 2020.09, Hulunbeier，Volume:1693 ，Accession number:20210209750979

[35]Xiaodie Yu, Xiaoming Ju*, Yong Wang, Haojin Qi，A metric learning network based on attention mechanism for Power grid defect identification，2020 3rd International Conference on Computer Information Science and Artificial Intelligence, 2020.09, Hulunbeier，Accession number: 20210209750982

[36] Li Tong, Luo Wang, Shen Li, Zhang Pengfei, JU Xiaoming*, Yu TongWei,Yang WeiDong，Adversarial sample detection framework based on autoencoder，2020 International Conference on Big Data 、Artificial Intelligence and Software Engineering, 2020.09, Hulunbeier，

[37] 王勇，戚浩金，刘宇，琚小明*， 基于粒子群的深度网络剪枝算法，计算机应用研究, 2020.08,录用

[38] 王勇，戚浩金，刘宇，琚小明*， 贪心剪枝：无需搜索的自动剪枝算法，软件工程与应用, 2021, 10(4), 595-605

[39] Yong Wang，HaoJin Qi，Yu Liu，XiaoMing Ju*， PTSpruner: Automatic compression algorithm based on hybrid search，2021 2 International Conference on nd Intelligent Computing and Human-Computer Interaction (ICHCI 2021) 10/15/2021 - 10/17/2021 Qingdao·China,

[40] Yu, Xiaodie; Ju, Xiaoming*; Wang, Yong; Qi, Haojin， A metric learning network based on attention mechanism for Power grid defect identification，2020 3rd International Conference on Computer Information Science and Artificial Intelligence, CISAI 2020，December 16, 2020 , Accession number: 20210209750982

[41]Honghui Zhou, Ruyi Qin, Jian Wu, Qianqian Han, Ying Qian and Xiaoming Ju*，CTran_DA: Combine CNN with Transformer to Detect Anomalies in Transmission Equipment Images，International Conference on Artificial Intelligence and Applications [ICAIA2021] October 15-17, 2021, Suzhou, Jiangsu, China

[42] Honghui Zhou，Ruyi Qin，Jian Wu，Ying Qian，Xiaoming Ju*，A New Method for Feature Enhancement of Grid Equipment Images，2021 International Conference on Computer Applications, Electronic Information (CAEI 2021) October 16-17.2021.Chongqing. China.

[43] Honghui Zhou, Ruyi Qin, Zihan Liu, Ying Qian and Xiaoming Ju*，Optimizing Performance of Image Processing Algorithms on GPUs，7th Annual International Conference on Computer Science and Applications [CSA2021] September 17-19, 2021, Xiamen, China.

[44] HongKai Wang，SiChen Pan，XiaoMing Ju*，YongMing Feng，Intrusion detection system based on Global-feature Contribution Network，IEEE 2021 International Conference on Computer Science, Electronic Information Engineering and Intelligent Control Technology 09/24/2021 - 09/26/2021 Fuzhou·China

[45] Liu, Yu; Wang, Yong; Qi, Haojin;Ju, Xiaoming*.SuperPruner: Automatic Neural Network Pruning via Super Network，2021 Scientific Programming, Accession number:20214010984429

[1] 2014年9月，何积丰、朱惠彪、姜宁康、王长波、琚小明、赵慧、朱捷、曹桂涛、张丽、杜育根. 获得上海市级教学成果奖特等奖，题目是：高端软件人才的协同创新培养模式，证书编号：G-T-2013008。

[2] 2014年9月，何积丰、朱惠彪、姜宁康、王长波、琚小明、赵慧、朱捷、曹桂涛、张丽、杜育根. 获得华东师范大学教学成果奖一等奖，题目是：高端软件人才的协同创新培养模式，证书编号：2014005。