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19. Distributed Set-Membership Fusion Estimation for Complex Networks With Communication Constraints

Author

Hu, Changzhen, Xie, Xiangpeng, Ding, Sanbo, and Jing, Yanhui

Abstract

This paper concerns the distributed set-membership fusion estimation (SMFE) problem of complex networks subject to communication constraints and unknown-but-bounded (UBB) noises, where nodes communicate with their neighbours based on a given topology. There are three main contributions: 1) an event-based coding-decoding mechanism (CDM) is designed in each communication channel to code the transmitted data with a finite bit rate, where the purpose is to save communication resources and enhance transmission security; 2) a fusion estimation method, which can fusion a group of local estimation sets, is introduced to estimate the system state with a trace-maximal ellipsoid, where the local estimators make full use of the information from itself as well as its neighbours. It helps to improve the accuracy and precision of the estimation effectively; 3) a genetic algorithm (GA) is firstly adopted to tackle the co-design issue of bit rate allocation protocol and estimator gain. It aims to reduce decoding errors while ensuring good estimation performance. To demonstrate the superiority of the above contributions, a numerical simulation is provided to validate the proposed SMFE method. Note to Practitioners—Complex networks can be applied to various practical problems, such as biological networks, neural networks, and social networks. The set-membership estimation (SME) method limits the state of the system to an ellipsoidal region. This paper studies the SMFE method, which fuses an ellipsoidal set containing the intersection of all local ellipsoidal sets to form a relatively small region containing the system state, thereby improving the estimation performance. Each communication channel equals with event-based CDM, which improves the robustness and security of data transmission. The bit rate allocation mechanism optimized by GA breaks the traditional uniform allocation scheme, which can reduce decoding error and improve estimation accuracy. Therefore, the method proposed in this paper can be used for navigation and positioning devices.

Published
2025
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22. Research on Software Network Key Nodes Mining Methods Based on Complex Network

Author

Shan, Chun, Wang, Peng, Hu, Changzhen, Gao, Xianwei, Mei, Shanshan, Barbosa, Simone Diniz Junqueira, Editorial Board Member, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Kotenko, Igor, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Han, Weili, editor, Zhu, Liehuang, editor, and Yan, Fei, editor

Published
2020
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25. Network Risk Assessment Method Based on Asset Correlation Graph

Author

Shan, Chun, Gao, Jie, Hu, Changzhen, Guan, Fang, Zhao, Xiaolin, Barbosa, Simone Diniz Junqueira, Series Editor, Filipe, Joaquim, Series Editor, Kotenko, Igor, Series Editor, Sivalingam, Krishna M., Series Editor, Washio, Takashi, Series Editor, Yuan, Junsong, Series Editor, Zhou, Lizhu, Series Editor, Ghosh, Ashish, Series Editor, Zhang, Huanguo, editor, Zhao, Bo, editor, and Yan, Fei, editor

Published
2019
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26. Detecting Malicious URLs Using a Deep Learning Approach Based on Stacked Denoising Autoencoder

Author

Yan, Huaizhi, Zhang, Xin, Xie, Jiangwei, Hu, Changzhen, Barbosa, Simone Diniz Junqueira, Series Editor, Filipe, Joaquim, Series Editor, Kotenko, Igor, Series Editor, Sivalingam, Krishna M., Series Editor, Washio, Takashi, Series Editor, Yuan, Junsong, Series Editor, Zhou, Lizhu, Series Editor, Ghosh, Ashish, Series Editor, Zhang, Huanguo, editor, Zhao, Bo, editor, and Yan, Fei, editor

Published
2019
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27. An Improved Prediction Model for the Network Security Situation

Author

Hu, Jingjing, Ma, Dongyan, Chen, Liu, Yan, Huaizhi, Hu, Changzhen, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, and Qiu, Meikang, editor

Published
2019
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33. Establishing an Optimal Network Defense System: A Monte Carlo Graph Search Method

Author

Zhang, Zhengyuan, Lv, Kun, Hu, Changzhen, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Liu, Feng, editor, Xu, Shouhuai, editor, and Yung, Moti, editor

Published
2018
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34. An Attack Graph Generation Method Based on Parallel Computing

Author

Cao, Ningyuan, Lv, Kun, Hu, Changzhen, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Liu, Feng, editor, Xu, Shouhuai, editor, and Yung, Moti, editor

Published
2018
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36. Analysis of Vulnerability Correlation Based on Data Fitting

Author

Wang, Long, Ma, Rui, Gao, HaoRan, Wang, XiaJing, Hu, ChangZhen, Barbosa, Simone Diniz Junqueira, Series editor, Chen, Phoebe, Series editor, Filipe, Joaquim, Series editor, Kotenko, Igor, Series editor, Sivalingam, Krishna M., Series editor, Washio, Takashi, Series editor, Yuan, Junsong, Series editor, Zhou, Lizhu, Series editor, Xu, Ming, editor, Qin, Zheng, editor, Yan, Fei, editor, and Fu, Shaojing, editor

Published
2017
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37. Predicting Vulnerable Software Components Using Software Network Graph

Author

Wei, Shengjun, Du, Xiaojiang, Hu, Changzhen, Shan, Chun, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Wen, Sheng, editor, Wu, Wei, editor, and Castiglione, Aniello, editor

Published
2017
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38. An Online Approach to Defeating Return-Oriented-Programming Attacks

Author

Tian, Donghai, Jia, Xiaoqi, Zhan, Li, Hu, Changzhen, Xue, Jingfeng, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Wen, Sheng, editor, Wu, Wei, editor, and Castiglione, Aniello, editor

Published
2017
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39. An Automatic Vulnerabilities Classification Method Based on Their Relevance

Author

Zhang, Hao, Lv, Kun, Hu, Changzhen, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Yan, Zheng, editor, Molva, Refik, editor, Mazurczyk, Wojciech, editor, and Kantola, Raimo, editor

Published
2017
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40. Defenses Against Wormhole Attacks in Wireless Sensor Networks

Author

Ma, Rui, Chen, Siyu, Ma, Ke, Hu, Changzhen, Wang, Xiajing, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Yan, Zheng, editor, Molva, Refik, editor, Mazurczyk, Wojciech, editor, and Kantola, Raimo, editor

Published
2017
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41. Optimal Attack Path Generation Based on Supervised Kohonen Neural Network

Author

Chen, Yun, Lv, Kun, Hu, Changzhen, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Yan, Zheng, editor, Molva, Refik, editor, Mazurczyk, Wojciech, editor, and Kantola, Raimo, editor

Published
2017
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42. A Quantitative Method for Evaluating Network Security Based on Attack Graph

Author

Zheng, Yukun, Lv, Kun, Hu, Changzhen, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Yan, Zheng, editor, Molva, Refik, editor, Mazurczyk, Wojciech, editor, and Kantola, Raimo, editor

Published
2017
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43. SulleyEX: A Fuzzer for Stateful Network Protocol

Author

Ma, Rui, Zhu, Tianbao, Hu, Changzhen, Shan, Chun, Zhao, Xiaolin, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Yan, Zheng, editor, Molva, Refik, editor, Mazurczyk, Wojciech, editor, and Kantola, Raimo, editor

Published
2017
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44. A Detecting Method of Array Bounds Defects Based on Symbolic Execution

Author

Shan, Chun, Sun, Shiyou, Xue, Jingfeng, Hu, Changzhen, Zhu, Hongjin, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Yan, Zheng, editor, Molva, Refik, editor, Mazurczyk, Wojciech, editor, and Kantola, Raimo, editor

Published
2017
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45. A Practical Method to Confine Sensitive API Invocations on Commodity Hardware

Author

Tian, Donghai, Qi, Dingjun, Zhan, Li, Yin, Yuhang, Hu, Changzhen, Xue, Jingfeng, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Yan, Zheng, editor, Molva, Refik, editor, Mazurczyk, Wojciech, editor, and Kantola, Raimo, editor

Published
2017
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46. A Driver Model Based on Emotion

Author

Xiao, Qiong, Hu, Changzhen, Ding, Gangyi, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Tan, Ying, editor, Takagi, Hideyuki, editor, Shi, Yuhui, editor, and Niu, Ben, editor

Published
2017
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50. Software Behavior Model Measuring Approach of Combining Structural Analysis and Language Set

Author

Xue, JingFeng, Zhang, Yan, Hu, ChangZhen, Ren, HongYu, Li, ZhiQiang, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Yung, Moti, editor, Zhu, Liehuang, editor, and Yang, Yanjiang, editor

Published
2015
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