2022 21st International Symposium on Communications and Information Technologies (ISCIT)最新文献_第3页

An Evolutionary Algorithm Driven by Correlation Coefficients to Solve Nonlinear Integer Bilevel Programming Problems 一种相关系数驱动的进化算法求解非线性整数双层规划问题

2022 21st International Symposium on Communications and Information Technologies (ISCIT) Pub Date : 2022-09-27 DOI: 10.1109/ISCIT55906.2022.9931220

Yuhui Liu, Lingfei Zhang

引用次数: 0

Federated Learning-Based Cyber Threat Hunting for APT Attack Detection in SDN-Enabled Networks 基于联邦学习的网络威胁搜索在支持sdn的网络中进行APT攻击检测

2022 21st International Symposium on Communications and Information Technologies (ISCIT) Pub Date : 2022-09-27 DOI: 10.1109/ISCIT55906.2022.9931222

Huynh Thai Thi, Ngo Duc Hoang Son, Phan The Duy, V. Pham

{"title":"Federated Learning-Based Cyber Threat Hunting for APT Attack Detection in SDN-Enabled Networks","authors":"Huynh Thai Thi, Ngo Duc Hoang Son, Phan The Duy, V. Pham","doi":"10.1109/ISCIT55906.2022.9931222","DOIUrl":"https://doi.org/10.1109/ISCIT55906.2022.9931222","url":null,"abstract":"Threat hunting is the action of seeking harmful actors lurking in the network or the system in the early stage with the assumption of attackers already broke the cy-ber defense solution. This defense solution requires collecting more knowledge inside and outside to search potential threats in each organization. To leverage the knowledge of multiple organizations and experts for cyber threat detection, there is a need for the collaboration without breaking data among data owners across the cybersecurity community. Meanwhile, Software Defined Networking (SDN) is the flexible and programmable network architecture, which enables network administrator to proactively enforce the security policy in the large-scale network. Obviously, it can help organizations to enforce dynamically threat hunting services. Thus, this work introduces a federated learning (FL) approach for cyber threat hunting in SDN-enabled networks to deploy a proactive APT attack detection and response by leveraging threat intelligence from collaborative parties. Our approach can enrich the outcome of machine learning (ML)-based or deep learning (DL)-based threat detectors in recognizing malicious indicators. The experimental results on NF-UQ-NIDS dataset and FedPlus model aggregation algorithm demonstrate the feasibility of FL-based cyber threat hunting with privacy preservation among data holders in SDN context.","PeriodicalId":325919,"journal":{"name":"2022 21st International Symposium on Communications and Information Technologies (ISCIT)","volume":"358 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121721226","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 3

Application and Certification Mechanism of Active Identification Carrier in the Industrial Internet 主动身份载体在工业互联网中的应用及认证机制

2022 21st International Symposium on Communications and Information Technologies (ISCIT) Pub Date : 2022-09-27 DOI: 10.1109/ISCIT55906.2022.9931193

Zihang Yin, Yang Liu, Cheng Chi, Juan Tian

{"title":"Application and Certification Mechanism of Active Identification Carrier in the Industrial Internet","authors":"Zihang Yin, Yang Liu, Cheng Chi, Juan Tian","doi":"10.1109/ISCIT55906.2022.9931193","DOIUrl":"https://doi.org/10.1109/ISCIT55906.2022.9931193","url":null,"abstract":"The industrial Internet identification is an important medium for data interaction between different enterprises. The identification carriers that store the identification are divided into passive identification carriers and active identification carriers according to whether they can obtain information spontaneously. Aiming at the problem of inconsistent identification information among enterprises and the lack of a unified identification and resolution model, this paper proposes an identification and resolution framework for the Industrial Internet. In addition, the network communication capability of the active identification carrier expands the application form of identification, but it lacks a perfect technical framework and the security of the carrier cannot be guaranteed. In this paper, we analyze industrial Internet identification, and we design the technical framework of the active identification carrier and its certification mechanism. It has promoted the innovation and development of the Industrial Internet and helped the digital transformation and upgrading of intelligent manufacturing.","PeriodicalId":325919,"journal":{"name":"2022 21st International Symposium on Communications and Information Technologies (ISCIT)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114924800","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A Supervisioned Approach for Semantic Resolution in Portuguese with Neighborhood Analysis Integrated to the Falibras Translator 将邻域分析与法利布拉斯翻译器相结合的葡萄牙语语义解析监督方法

2022 21st International Symposium on Communications and Information Technologies (ISCIT) Pub Date : 2022-09-27 DOI: 10.1109/ISCIT55906.2022.9931259

Willian Silva, P. Brito

{"title":"A Supervisioned Approach for Semantic Resolution in Portuguese with Neighborhood Analysis Integrated to the Falibras Translator","authors":"Willian Silva, P. Brito","doi":"10.1109/ISCIT55906.2022.9931259","DOIUrl":"https://doi.org/10.1109/ISCIT55906.2022.9931259","url":null,"abstract":"Deafness makes social interaction considerably more difficult since it inhibits the individual from communicating through the oral-auditory pathway. To facilitate communication between deaf people and listeners, machine translation tools to sign languages can be used. However, according to reports in the literature, about 75% of the deaf community feels dissatisfied with the translation of the existing tools. Among the main causes of this dissatisfaction is the use of inappropriate signs for words with semantic ambiguity. In this work, we propose the addition of a new semantic module to the translation process of the Falibras System, with the objective of improving the quality of the translation with respect to semantic disambiguation of the input text (in Portuguese). The main objectives of the proposed approach are: (1) to know the state of the art regarding the resolution of ambiguities in Portuguese; and (2) to combine existing techniques to develop an ambiguity resolution module for Falibras. The evaluation of the results showed a gain in accuracy, in a comparison with existing work in the literature. The evaluation was conducted based on the Goal-Question-Metric model.","PeriodicalId":325919,"journal":{"name":"2022 21st International Symposium on Communications and Information Technologies (ISCIT)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133357786","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Optimization of Transmitter Layout Design in Visible Light Communication with Different Receiver Heights 不同接收高度下可见光通信发射机布局设计优化

2022 21st International Symposium on Communications and Information Technologies (ISCIT) Pub Date : 2022-09-27 DOI: 10.1109/ISCIT55906.2022.9931250

Haojun Tang, Xiangyang Zhang, Shengfa Xu, Anqi Zeng, Xiaodong Yang

{"title":"Optimization of Transmitter Layout Design in Visible Light Communication with Different Receiver Heights","authors":"Haojun Tang, Xiangyang Zhang, Shengfa Xu, Anqi Zeng, Xiaodong Yang","doi":"10.1109/ISCIT55906.2022.9931250","DOIUrl":"https://doi.org/10.1109/ISCIT55906.2022.9931250","url":null,"abstract":"The visible light communication based on white light-emitting diode has the advantages of no spectrum authentication, fast transmission rate and high confidentiality. In recent years, it has been studied by many researchers. However, the existing research topics rarely involve the research on the height of multiple receivers of visible light communication. Based on the symmetrical layout model, this paper simulates the four heights that often appear in the fourth-grade classroom scene, puts forward the determination scheme of the optimal layout of signal-to-noise ratio at different heights, and determines the optimal layout of channel quality in this sense, that is, the optimal layout of comprehensive height signal-to-noise ratio. By comparing the optimal layout of signal-to-noise ratio of four heights, the optimal layout of comprehensive height signal-to-noise ratio and conventional layout, it is concluded that the optimal layout of comprehensive height signal-to-noise ratio is the best in terms of the uniformity of signal-to-noise ratio of each height. In terms of illumination uniformity of desktop height, the best layout of desktop height signal-to-noise ratio is the best, followed by the best layout of comprehensive height signal-to-noise ratio. Finally, the signal-to-noise ratio distribution, root mean square delay spread distribution and impulse response of the four height planes with the best layout of height signal-to-noise ratio are compared. The results show that the layout has good performance in three height planes: desktop height, seat height and sitting height.","PeriodicalId":325919,"journal":{"name":"2022 21st International Symposium on Communications and Information Technologies (ISCIT)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123882289","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Design of A Positioning System for UAV in GPS-denied Environment 无gps环境下无人机定位系统设计

2022 21st International Symposium on Communications and Information Technologies (ISCIT) Pub Date : 2022-09-27 DOI: 10.1109/ISCIT55906.2022.9931225

Zhiyang Qiu, Tianer Li, Fenggui Wang

引用次数: 0

Research on Electromagnetic Spectrum Management and Control System of Launch Site Based on Big Data 基于大数据的发射场电磁频谱管理与控制系统研究

2022 21st International Symposium on Communications and Information Technologies (ISCIT) Pub Date : 2022-09-27 DOI: 10.1109/ISCIT55906.2022.9931278

Yong Liang, Zhun Zhao, Linlin Xiong, G. Wang

引用次数: 0

Fuzzy Logic Based Agent Selection for Failure Management in VANETs 基于模糊逻辑的智能体选择在VANETs故障管理中的应用

2022 21st International Symposium on Communications and Information Technologies (ISCIT) Pub Date : 2022-09-27 DOI: 10.1109/ISCIT55906.2022.9931207

Yang Liu, Zheng Xue, G. Han, Chang Liu, Canliang Liao

引用次数: 0

A Knowledge- Distillation - Integrated Pruning Method for Vision Transformer 视觉变压器知识精馏集成剪枝方法

2022 21st International Symposium on Communications and Information Technologies (ISCIT) Pub Date : 2022-09-27 DOI: 10.1109/ISCIT55906.2022.9931309

Bangguo Xu, Tiankui Zhang, Yapeng Wang, Zeren Chen

{"title":"A Knowledge- Distillation - Integrated Pruning Method for Vision Transformer","authors":"Bangguo Xu, Tiankui Zhang, Yapeng Wang, Zeren Chen","doi":"10.1109/ISCIT55906.2022.9931309","DOIUrl":"https://doi.org/10.1109/ISCIT55906.2022.9931309","url":null,"abstract":"Vision transformers (ViTs) have made remarkable achievements in various computer vision applications such as image classification, object detection, and image segmentation. Since the self-attention mechanism introduced by itself can model the relationship between all pixels of the input image, the performance of the ViTs model is significantly improved compared to the traditional CNN network. However, their storage, runtime memory and computing requirements hinder their deployment on edge devices. This paper proposes a ViT pruning method with knowledge distillation, which can prune the ViT model and avoid the performance loss of the model after pruning. Based on the idea that knowledge distillation can make the student model improve the performance of the model by learning the unique knowledge of the teacher model, the convolution neural network (CNN) which has the unique ability of parameter sharing and local receptive field is used as a teacher model to guide the training of the ViT model and enable the ViT model to obtain the same ability. In addition, some important parts may be cut during pruning, resulting in irreversible loss of model performance. To solve this problem, this paper designs the importance score learning module to guide the pruning work, and determines that the pruning work removes the unimportant parts of the model. Finally, this paper compares the pruned model with other methods in terms of accuracy, Floating Point Operations(FLOPs) and model parameters on ImageNet-1k.","PeriodicalId":325919,"journal":{"name":"2022 21st International Symposium on Communications and Information Technologies (ISCIT)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115942554","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Microwave Frequency Measurement Based on Frequency-Power Mapping 基于频率-功率映射的微波频率测量

2022 21st International Symposium on Communications and Information Technologies (ISCIT) Pub Date : 2022-09-27 DOI: 10.1109/ISCIT55906.2022.9931200

Junkai Li, Hui Liu, Qunying Yang, Qing-an Ding, Zhe-Xin Dai, Jianyu Li, Jun Li, Qun Niu

引用次数: 0