章昭輝

   博士，教授，博士生導師。中國人工智能學會高級會員🏷，中國自動化學會網絡信息服務專委委員👨🏿‍🚒、上海市人工智能學會理事。主要研究領域為網絡信息服務🚰、大數據、人工智能等。主持國家自然科學基金項目、教育部項目、省級重點項目等十余項🚴🏼‍♀️®️。作為骨幹參與863重大專項、國家發改委CNGI重大專項⛹🏽‍♀️🕉、國家科技支撐計劃項目、科技部國際合作重點項目🤽🏼‍♂️、國家自然科學基金重大研究計劃集成項目、上海市重大科技攻關項目等多項📚。獲國家科技進步獎二等獎1項、中國人工智能學會吳文俊人工智能技術發明獎一等獎1項、上海市技術發明獎一等獎1項、上海市科技進步獎一等獎1項、教育部科技進步獎一等獎1項。獲授權發明專利40余項💗👱🏻。製定行業標準19項⚇🧱。登記軟件著作權6項。出版中科院出版基金資助專著1部。

主要研究領域：

大數據與人工智能、聯邦學習相關理論🤡👰🏽‍♂️；反洗錢反欺詐技術𓀂、大數據評估技術等👩‍👩‍👧‍👧。

講授課程：

算法設計與分析

主持/參與的科研項目（近5年）🤽🏽：

[1]上海市“科技創新行動計劃”高新技術領域項目課題（編號：22511100702）：數鏈融合的全生命周期隱私安全計算技術研究🚷，2022.9-2024.8，主持人

[2]國家自然科學基金面上項目（編號：61472004）🌜：基於隨機Petri網的大規模網絡服務系統行為適配模型及方法，2015.1-2018.12，主持人

[3]上海市自然科學基金面上項目（編號：19ZR1401900）：網絡交易欺詐風險的漸進智能檢測模型與方法🏃🏻‍♀️‍➡️，2019.7.1-2022.6.30，主持人

[4]上海市“科技創新行動計劃”重點項目課題（編號🕸👯‍♀️：19511101302）：多源多維度大數據計算安全技術與風控應用示範⛹🏽‍♀️，2019.09-2021.08🥑，主持人

[5]某保險公司項目（橫向）🦪：智能信貸反欺詐技術研究，2018.10-2019.4，主持人

[6]國家重點研發計劃（編號：2018YFB2100800）🙇🏿🦠：智慧城市的群體態勢辨識與服務計算的基礎理論及關鍵技術研究，2019.7-2022.6，項目骨幹

[7]上海市“科技創新行動計劃”重大項目課題（編號：16511100903）：風控雲”的數據勘探及平臺支撐技術，2016.7-2018.6👰🏿，第一參與人

[8]國家自然科學基金青年項目（編號：61602109）👩🏻‍🚀📢，多雲環境下復雜服務應用的優化分配關鍵技術研究，2017.1-2019.12, 第一參與人

主要論文、論著（近5年）：

[1]Zhaohui Zhang*, Yifei Tang，Peng Zhang, et al. An Adaptive Drilling Sampling Method and Evaluation Model for Large-Scale Streaming Data, the 24th International Conference on Web Information Systems Engineering (WISE 2023), Melbourne, Australia, October 25–27, 2023，pp.813-825

[2]Peng Zhang, Zhaohui Zhang*, Chaochao Hu, Pengwei Wang. A Dynamic Drilling Sampling Method and Evaluation Model for Large-Scale Streaming Data. The 35th International Conference on Software Engineering and Knowledge Engineering(SEKE2023), July 1 to 10, 2023, Larkspur Landing South San Francisco Hotel, USA and KSIR Virtual Conference Center, USA,  pp. 435-442

[3]Zhaohui Zhang, Ziming Wei and Lina Ma. UBRMTC: User Behavior Recognition Model With Transaction Character,  IEEE Transactions on Computational Social Systems, 2023，1-13, doi: 10.1109/TCSS.2023.3257227

[4]Zhaohui Zhang, Jiawei Hu,Lina Ma, et al. BVFB: Training Behavior Verification Mechanism for Secure Blockchain-Based Federated Learning, Computing and Informatics, 2022,Vol.41(6): 1401-1424

[5]劉霄, 章昭輝*, 魏子明等. 個體交互行為的平滑幹預模型, 軟件學報，2021,32(6):1733-1747（Xiao Liu, Zhaohui Zhang, Ziming Wei et al. Smooth Intervention Model of Individual Interactive Behavior. International Journal of Software and Informatics, 2021,11(4):453-472）

[6]Lizhi Wang，ZhaoHui Zhang*, et al. A Deep-forest based approach for detecting fraudulent online transaction, Advances in Computers：AI and Cloud Conputing🧝🏻‍♂️，2021，vol. 120：1-38

[7]HUANG Mian, WANG Li-Zhi, ZHANG Zhao-Hui*. Improved deep forest model for detection of fraudulent online transaction. Computing and Informatics, 2020, 39(5):1082-1098.

[8]Zhaohui Zhang😻❇️，Ligong Chen🤜🏻🧑🏽‍⚕️，Qiuwen Liu，et al. A Fraud Detection Method for Low-Frequency Transaction👩‍💻，IEEE Access👩‍🦰，8(1): 25210-25220✌🏻，2020

[9]Zhaohui Zhang，Lijun Yang，Ligong Chen，et al. A Generative Adversarial Network–Based Method for Generating Negative Financial Samples，International Journal of Distributed Sensor Networks📔，16(2):1-12，2020, DOI: 10.1177/1550147720907053

[10]Zhaohui Zhang🧚🏻‍♀️，Qiuwen Liu，Ligong Chen，et al. A Peak Prediction Method for Subflow in Hybrid Data Flow，Scientific Programming，vol.2020:1-13，2020

[11]Ligong Chen👴🏻，Zhaohui Zhang*♞，Qiuwen Liu，et al. A Method for Online Transaction Fraud Detection Based on Individual Behavior, Proceedings of the ACM Turing Celebration Conference - China (ACM TURC '19). ACM, New York, NY, USA, 2019, Article 119, 8 pages. DOI: https://doi.org/10.1145/3321408.3326647

[12]Ying Meng, Zhaohui Zhang*, Wenqiang Liu, et al. 2019. A novel method based on entity relationship for online transaction fraud detection. In Proceedings of the ACM Turing Celebration Conference - China (ACM TURC '19). ACM, New York, NY, USA, 2019, Article 121, 10 pages. DOI: https://doi.org/10.1145/3321408.3326649

[13]Xinxin Zhou, ZhaoHui Zhang*, et al. A Model Based on Siamese Neural Network for Online Transaction Fraud Detection, The 2019 International Joint Conference on Neural Networks (IJCNN), Budapest, Hungary,2019

[14]ZhaoHui Zhang, Lina Ge, et al. Behavior Reconstruction Models for Large-scale Network Service Systems. Peer-to-Peer Networking and Applications, 2019(12):502-513, DOI: 10.1007/s12083-017-0625-x

[15]Zhaohui Zhang, Jian Chen, Ligong Chen et al. A Scalable Method of Maintaining Order Statistics for Big Data Stream. Computers, Materials & Continua, 2019，60(1): 117-132

[16]ZhaoHui Zhang, Xinxin Zhou, et al. A Model Based on Convolutional Neural Network for Online Transaction Fraud Detection. Security and Communication Networks, 2018:1-9 DOI: 10.1155/2018/5680264

[17]Haijian Wang, Zhaohui Zhang *, Pengwei Wang. A Situation Analysis Method for Specific Domain Based on Multi-source Data Fusion. Lecture Notes in Computer Science,2018,10954: 160-171

[18]Xiaobo Zhang, Zhaohui Zhang *,  Lizhi Wang, Xinxin Zhou, Pengwei Wang. A Novel Method to Improve Hit Rate for Big Data Quick Reading. 3rd International Conference on Computer Science and Information Engineering (ICCSIE 2018), Xi'an, China, 21-22,Oct 2018, pp.105-113

[19]章昭輝，崔君.大規模網絡服務系統行為異常敏捷感知方法. 計算機學報，2017,40(2):503-519 (EI: 20172103692979)   (Zhang Zhao-hui，Cui Jun. An Agile Perception Method for Behavior Abnormality in Large-scale Network Service Systems. Chinese Journal of Computers, 2017,40(2):503-519 (in Chinese))

授權發明專利(近5年授權)：

[1]章昭輝;蔣昌俊;王鵬偉;陳劍. 一種多目標優化的容器調度方法，專利號：ZL 201910327503.2，2023.08.04

[2]章昭輝;蔣昌俊;王鵬偉;楊麗俊. 一種帶噪聲學習的負樣本對抗生成方法, 專利號：ZL 202010045213.1,2023.7.11

[3]章昭輝;蔣昌俊;王鵬偉;周欣欣. 一種基於孿生神經網絡的網絡交易欺詐檢測系統, 專利號：ZL 201910327627.0, 2023.6.23

[4]章昭輝;蔣昌俊;王鵬偉;楊麗俊. 一種基於生成對抗網絡的金融交易數據的欺詐檢測方法. 專利號：ZL 201910525239.3, 2023.6.23

[5]章昭輝;蔣昌俊;王鵬偉;汪立智. 一種基於表征學習的交易欺詐行為深度檢測方法, 專利號：ZL 201910327470.1, 2023.6.2

[6]章昭輝等.具有周期屬性的多因素交互行為異常檢測方法，專利號𓀗：ZL 202110228567.4，2022.11

[7]章昭輝等.低頻交易的個體行為建模與欺詐檢測方法，專利號：ZL 202010045152.9⚠️，2022.11

[8]章昭輝等.具有交易性格的用戶行為識別方法，專利號🕵️‍♀️：ZL 202110228431.3👲🏽，2022.10

[9]章昭輝;蔣昌俊;王鵬偉;張曉波. 一種非關系型數據庫動態混合索引方法, 專利號🍻：ZL 201910327502.8, 2022.08.26

[10]章昭輝等.基於謹慎度的用戶身份識別方法，專利號：ZL 202110228566.X，2022.7

[11]章昭輝等.一種基於動態時間窗的混雜數據流分流量預測方法，專利號：202010045151.4，2022.6

[12]章昭輝,徐付娟,劉科,楊如萍. 鉆井式數據采樣方法及其在大數據價值風險評估中的應用. 專利號🚍🏌🏻‍♂️：ZL 202110813235.2, 2022.05.20

[13]章昭輝等.一種基於異質關系網絡註意力機製的交易欺詐檢測方法🧑🏿‍💻，專利號🧙🏽‍♂️：ZL 202010045141.0🔒🤹🏻‍♀️，2022.5

[14]章昭輝、蔣昌俊👱🏻‍♀️、王鵬偉🕺🏽、劉秋文. 一種混雜數據流分流量峰值預測方法, 專利號：ZL201910525350.2, 2021.11

[15]章昭輝,蔣昌俊,王鵬偉,王海建. 一種內外數據融合的態勢分析系統,專利號：ZL201711200078.8,  2021.7

[16]蔣昌俊,章昭輝,王鵬偉,張曉波.一種大數據快速讀取的DLK 方法🗺，專利號：ZL 201811054777.0，2021.10

[17]章昭輝，葛麗娜. 一種大規模網絡服務系統行為重構方法. 中國ℹ️，專利號：ZL 201710149872.8，2020.4

[18]章昭輝，崔君. 一種大規模網絡服務系統行為異常檢測方法. 中國，專利號：ZL201610290206.1🐚♞，2019.10

[19]章昭輝⛅️，崔君.一種大規模網絡服務系統異常預警方法. 中國，專利號：ZL201610288807.9，2019.5.3

[20]章昭輝，鄭祿濤.一種確定演化域的最小生成工作流網方法.中國🏙，專利號: ZL201410567556.9🥼🥤，2017

[21]章昭輝，張建飛.一種多級元數據按需小費用傳輸方法及系統. 中國，專利號：ZL201410642052.9，2018

[22]章昭輝，鄭祿濤. 面向動態消息結構的交互式在線演化方法.中國，專利號: ZL201510164649.1👳🏻‍♂️，2018  

標準(近5年)🤷🏽‍♀️：

[1]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Data Resource Distribution Map and In-situ Virtual Data Center，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0001🫛👩‍💻，2020-09-01

[2]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Dynamic Scheduling Framework and Workflow for Online Tasks in Information Service Platform of Large Scale Network⇢，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0003☞，2020-09-01

[3]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Distributed Processing Structure and Workflow of Massive Real-time Data in Information Service Platform of Large Scale Network，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0002🌁，2020-09-01

[4]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Cabin Generation and Management System，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0005🤌🏽，2020-09-01

[5]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Framework and Workflow of Cabin Computing System，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0006🧑🏼‍🏫，2020-09-01

[6]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Credible System Platform Indicators👩🏽‍💼，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0004，2020-09-01

獲獎：

[1]國家科學技術進步獎二等獎：網絡交易支付系統風險防控關鍵技術及應用， 2016

[2]  上海市科學技術發明一等獎：網絡大數據計算分析與安全可信關鍵技術及應用，2020

[2]中國人工智能學會吳文俊人工智能技術發明獎一等獎🪛🍘：互聯網交易風險智能診治的關鍵技術及應用🦸‍♀️，2019

[3]上海市科學技術進步獎一等獎：互聯網支付體系風險防控的行為分析技術及應用， 2015

[4]教育部科學技術進步獎一等獎：信息網格技術及其在交通信息服務中的應用研究⚫️， 2007

聯系方式🔪：

郵箱：zhzhang@dhu.edu.cn

通訊地址：上海市松江區人民北路2999號 1號沐鸣樓225室

Dr. Zhaohui Zhang is a professor and doctoral supervisor at Donghua University. He is a senior member of the Chinese Society of Artificial Intelligence, a member of the Special Committee of Network Information Service of the Chinese Society of Automation, and a director of the Shanghai Society of Artificial Intelligence. His research interests include network computing, big data, and artificial intelligence. He has presided over more than ten projects of National Natural Science Foundation of China, Ministry of Education and provincial key projects. As a key member, he has participated in many projects, such as the National Key R&D Project, the National 863 Major Project, the CNGI Major Project of the National Development and Reform Commission, the National Science and Technology Support Program Project, the International Cooperation Key Project of the Ministry of Science and Technology, the Integrated Project of the National Natural Science Foundation of China Major Research Program, and the Shanghai Major Science and Technology Research Project.  He has won one second prize of National Science and Technology Progress Award, one first prize of Wu Wenjun Artificial Intelligence Technology Invention Award of China Artificial Intelligence Society, one first prize of Shanghai Science and Technology Progress Award, one first prize of Shanghai Technology Invention Award, and one first prize of Science and Technology Progress Award of Ministry of Education. He has been granted more than 40 invention patents, formulated 19 industry standards, and registered 6 software Copyrights. He has published more than 80 academic papers and one book supported by the Publication Fund of the Chinese Academy of Sciences.

Main research areas:

The theories of big data trusted computing and artificial intelligence, as well as the application research of Internet transaction risk prevention and control technology and systems.

Courses Taught:

Algorithm Design and Analysis (Undergraduate), System Analysis and Modeling (Master's), Artificial Intelligence (Doctoral)

Research Projects (Recent 5 years) :

[1]Project of Shanghai "Science and Technology Innovation Action Plan" in the high-tech Field, No. 22511100702: Research on the full life cycle privacy and security computing technology of digital chain fusion, 2022.9-2024.8, PI

[2]National Natural Science Foundation of China (No. 61472004) : Behavior adaptation model and method for large-scale network service system based on stochastic Petri nets, 2015.1-2018.12, PI

[3]General Project of Shanghai Natural Science Foundation (No. : 19ZR1401900) : Progressive intelligent detection model and method of online transaction fraud risk, 2019.7.1-2022.6.30, PI

[4]Key Project of Shanghai "Science and Technology Innovation Action Plan" (No. : 19511101302) : Multi-source and multi-dimensional big data Computing security technology and risk control application Demonstration, 2019.09-2021.08, PI

[5]An insurance company project (horizontal) : Research on intelligent credit anti-fraud technology, 2018.10-2019.4, PI

[6]National Key Research and Development Program (No. : 2018YFB2100800) : Research on basic theory and key technologies of group situation identification and service computing for smart cities, 2019.7-2022.6, Project backbone

[7]Data exploration and platform support technology of Shanghai "Science and Technology Innovation Action Plan" (No. : 16511100903) : Risk Control Cloud ", 2016.7-2018.6, the first participant

[8]National Natural Science Foundation of China (No. 61602109), Research on key technologies of optimal allocation of complex service applications in multi-cloud environment, 2017.1-2019.12, first participant

Papers (Recent 5 years) 🙅🏻📄：

[1]Zhaohui Zhang*, Yifei Tang，Peng Zhang, et al. An Adaptive Drilling Sampling Method and Evaluation Model for Large-Scale Streaming Data, the 24th International Conference on Web Information Systems Engineering (WISE 2023), Melbourne, Australia, October 25–27, 2023，pp.813-825

[2]Peng Zhang, Zhaohui Zhang*, Chaochao Hu, Pengwei Wang. A Dynamic Drilling Sampling Method and Evaluation Model for Large-Scale Streaming Data. The 35th International Conference on Software Engineering and Knowledge Engineering(SEKE2023), July 1 to 10, 2023, Larkspur Landing South San Francisco Hotel, USA and KSIR Virtual Conference Center, USA,  pp 435-442

[3]Zhaohui Zhang, Ziming Wei and Lina Ma. UBRMTC: User Behavior Recognition Model With Transaction Character,  IEEE Transactions on Computational Social Systems, 2023，1-13, doi: 10.1109/TCSS.2023.3257227

[4]Zhaohui Zhang, Jiawei Hu,Lina Ma, et al. BVFB: Training Behavior Verification Mechanism for Secure Blockchain-Based Federated Learning, Computing and Informatics, 2022,Vol.41(6): 1401-1424

[5]Xiao Liu，Zhaohui Zhang*🍙，Ziming Wei, et al. Smooth Intervention Model of Individual Interactive Behavior, Journal of Software👩🏼‍🍼，2021,32(6):1733-1747

[6]Lizhi Wang，ZhaoHui Zhang*, et al. A Deep-forest based approach for detecting fraudulent online transaction, Advances in Computers🏂👩‍🌾：AI and Cloud Conputing，2021，vol120：1-38

[7]HUANG Mian, WANG Li-Zhi, ZHANG Zhao-Hui*. Improved deep forest model for detection of fraudulent online transaction. Computing and Informatics, 2020, 39(5):1082-1098.

[8]Zhaohui Zhang，Ligong Chen，Qiuwen Liu，et al. A Fraud Detection Method for Low-Frequency Transaction，IEEE Access，8(1): 25210-25220，2020

[9]Zhaohui Zhang，Lijun Yang，Ligong Chen，et al. A Generative Adversarial Network–Based Method for Generating Negative Financial Samples，International Journal of Distributed Sensor Networks，16(2):1-12，2020, DOI: 10.1177/1550147720907053

[10]Zhaohui Zhang👩🏻‍🏫，Qiuwen Liu，Ligong Chen，et al. A Peak Prediction Method for Subflow in Hybrid Data Flow，Scientific Programming，vol.2020:1-13🎮，2020

[11]Ligong Chen📱，Zhaohui Zhang*，Qiuwen Liu，et al. A Method for Online Transaction Fraud Detection Based on Individual Behavior, Proceedings of the ACM Turing Celebration Conference - China (ACM TURC '19). ACM, New York, NY, USA, 2019, Article 119, 8 pages. DOI: https://doi.org/10.1145/3321408.3326647

[12]Ying Meng, Zhaohui Zhang*, Wenqiang Liu, et al. 2019. A novel method based on entity relationship for online transaction fraud detection. In Proceedings of the ACM Turing Celebration Conference - China (ACM TURC '19). ACM, New York, NY, USA, 2019, Article 121, 10 pages. DOI: https://doi.org/10.1145/3321408.3326649

[13]Xinxin Zhou, ZhaoHui Zhang*, et al. A Model Based on Siamese Neural Network for Online Transaction Fraud Detection, The 2019 International Joint Conference on Neural Networks (IJCNN), Budapest, Hungary,2019

[14]ZhaoHui Zhang, Lina Ge, et al. Behavior Reconstruction Models for Large-scale Network Service Systems. Peer-to-Peer Networking and Applications, 2019(12):502-513, DOI: 10.1007/s12083-017-0625-x

[15]Zhaohui Zhang, Jian Chen, Ligong Chen et al. A Scalable Method of Maintaining Order Statistics for Big Data Stream. Computers, Materials & Continua, 2019，60(1): 117-132

[16]ZhaoHui Zhang, Xinxin Zhou, et al. A Model Based on Convolutional Neural Network for Online Transaction Fraud Detection. Security and Communication Networks, 2018:1-9 DOI: 10.1155/2018/5680264 Haijian Wang, Zhaohui Zhang *, Pengwei Wang. A Situation Analysis Method for Specific Domain Based on Multi-source Data Fusion. Lecture Notes in Computer Science,2018,10954: 160-171

[17]Xiaobo Zhang, Zhaohui Zhang *, Lizhi Wang, Xinxin Zhou, Pengwei Wang. A Novel Method to Improve Hit Rate for Big Data Quick Reading. 3rd International Conference on Computer Science and Information Engineering (ICCSIE 2018), Xi'an, China, 21-22, Oct 2018, pp.105-113

[18]Zhang Zhao-hui，Cui Jun. An Agile Perception Method for Behavior Abnormality in Large-scale Network Service Systems. Chinese Journal of Computers, 2017,40(2):503-519 (in Chinese))

Authorized invention patents (authorized in recent 5 years) :

[1]Zhang ZhaoHui; Jiang Chang-jun; Wang Pengwei; Chen Jian. A Multi-objective Optimization Container Scheduling method, Patent number: ZL 201910327503.2, 2023.08.04

[2]Zhang ZhaoHui; Chang-jun jiang; Wang pengwei; Yang Li-jun. A Negative Sample Adversarial Generation Method with Noise learning, Patent Number: ZL 202010045213.1,2023.7.11

[3]Zhang Zhaohui; Jiang Chang-jun; Wang Pengwei; Xin-xin zhou. A twin of the neural network based network fraud detection system, patent number: ZL 201910327627.0 2023.6.23

[4]ZhangZhaoHui; Jiang Chang-jun; Wang Pengwei; Yang Lijun. A generated against network based financial fraud detection method of transaction data. Patent number: ZL 201910525239.3, 2023.6.23

[5]Zhang Zhaohui; Chang-jun jiang; Wang pengwei; Wang Li-zhi. A Deep Detection Method of transaction Fraud Based on representation Learning, Patent Number: ZL 201910327470.1, 2023.6.2

[6]Zhang Zhaohui et al. With periodic properties of multi-factor interactive behavior anomaly detection methods, patent number: ZL 202110228567.4, 2022.11

[7]Zhang Zhaohui et al. Individual behavior modeling and fraud detection method for low-frequency transactions, Patent number: ZL 202010045152.9, 2022.11

[8]Zhang Zhaohui et al. User behavior with trade character recognition method, patent number: ZL 202110228431.3, 2022.10

[9]Zhang Zhaohui; Jiang Chang-jun; Wang pengwei; Xiaobo. A non-relational database dynamic hybrid index method, patent number: ZL 201910327502.8 2022.08.26

[10]Zhang Zhaohui et al. User identity identification method based on degree of caution, patent number: ZL 202110228566 X, 2022.7

[11]ZhangZhaoHui, etc. A Prediction Method of Hybrid Data Flow Based on dynamic time window, Patent number: 202010045151.4, 2022.6

[12]Zhang Zhaohui, Xu Fujuan, Liu Ke, Yang Ruping. Drilling Data Sampling Method and its application in Big Data Value Risk Assessment. Patent no. : ZL 202110813235.2 2022.05.20

[13]Zhang Zhaohui et al. A Transaction Fraud Detection Method Based on Heterogeneous Relational network Attention mechanism, Patent number: ZL 202010045141.0, 2022.5

[14]Zhang Zhaohui, Jiang Changjun, Wang Pengwei, Liu Qiuwen. A Peak Prediction Method for Hybrid data flow, Patent number: ZL201910525350.2, 2021.11

[15]Zhang Zhaohui, Jiang Changjun, Wang Pengwei, Wang Haijian. A Situation analysis system of internal and external data fusion, Patent number: ZL201711200078.8, 2021.7

[16]Jiang Changjun, Zhang ZhaoHui, Wang Pengwei, Zhang Xiaobo. A method of large data quickly read DLK patent no. : ZL 201811054777.0, 2021.10

[17]Zhang ZhaoHui，Ge Li-na. A Behavior reconfiguration Approach for large-scale Network Service Systems. China, Patent number: ZL 201710149872.8, 2020.4

[18]Zhang Zhaohui, Cui Jun. A behavior anomaly detection method for large-scale network service system. China, the patent number: ZL201610290206.1, 2019.10

[19]Zhang Zhaohui, Cui Jun. An anomaly warning method for large-scale network service system. China, patent number: ZL201610288807.9 2019.5.3

[20]Zhang Zhaohui, Zheng Lutao. A Minimal Spanning workflow Net Method for Determining the evolution Domain. China, Patent number: ZL201410567556.9, 2017

[21]ZhangZhaoHui jian-fei zhang. A method and system for multi-level metadata transmission on demand with low cost. China, Patent number: ZL201410642052.9, 2018

[22]Zhang Zhaohui, Zheng Lutao. An Interactive Online Evolution Approach for Dynamic Message Structures. China, Patent number: ZL201510164649.1, 2018

Standards (recent 5 years):

[1]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Data Resource Distribution Map and In-situ Virtual Data Center🚵‍♂️，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0001，2020-09-01

[2]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Dynamic Scheduling Framework and Workflow for Online Tasks in Information Service Platform of Large Scale Network，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0003，2020-09-01

[3]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Distributed Processing Structure and Workflow of Massive Real-time Data in Information Service Platform of Large Scale Network🕳，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0002，2020-09-01

[4]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Cabin Generation and Management System，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0005，2020-09-01

[5]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Framework and Workflow of Cabin Computing System，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0006，2020-09-01

[6]Jiang Changjun, Zhang Zhaohui, Ding Zhijun, Yu Jian, Yan Chungang, Zhang Yaying. The Technology Standards of Credible System Platform Indicators👨🏻‍🦽，Cloud Computing Strategic Alliance Technical Standards HB/T-2020-0004❕，2020-09-01

Awards🕚：

[1] State Science and Technology Progress Award, Second Prize. Network transaction payment system risk control key technology and application, 2016

[2] Shanghai Science and Technology Invention Award, First Prize. Big data computing and analysis and security trusted key technology and application, 2020

[2] Wu Wenjun Artificial Intelligence Technology Invention Award. China Artificial Intelligence Society, First Prize, Key technologies and applications of intelligent diagnosis and treatment of internet trading risk, 2019

[3] Shanghai Science and Technology Progress Award, First Prize. Behavior analysis technology and application of risk prevention and control of internet payment system, 2015

[4] Science and Technology Progress Award of Ministry of Education, First Prize. Research on information grid technology and its application in traffic information service, 2007

Contact：

Email♓️：zhzhang@dhu.edu.cn

Address: Room 225, College Building, No. 1, 2999 North Renmin Road, Songjiang District, Shanghai, China, Postcode: 201620