2021 International Conference on Digital Society and Intelligent Systems (DSInS)最新文献

Modulation Recognition Based on Deep Co-Training 基于深度协同训练的调制识别

2021 International Conference on Digital Society and Intelligent Systems (DSInS) Pub Date : 2021-12-03 DOI: 10.1109/dsins54396.2021.9670604

Cheng Luo, Weidong Wang, L. Gan

引用次数: 0

An AR/VR-Hybrid Interaction System for Historical Town Tour Scenes Incorporating Mobile Internet 结合移动互联网的古镇旅游场景AR/ vr混合交互系统

2021 International Conference on Digital Society and Intelligent Systems (DSInS) Pub Date : 2021-12-03 DOI: 10.1109/dsins54396.2021.9670582

Jian Guo, Minghua Liu, Yi Guo, Ting Zhou

引用次数: 1

Video steganography network based on 3DCNN 基于3DCNN的视频隐写网络

2021 International Conference on Digital Society and Intelligent Systems (DSInS) Pub Date : 2021-12-03 DOI: 10.1109/dsins54396.2021.9670614

Yang-Jen Lin, Zhiqiang Ning, Jia Liu, Mingshu Zhang, Pei-chun Chen, Xiaoyuan Yang

{"title":"Video steganography network based on 3DCNN","authors":"Yang-Jen Lin, Zhiqiang Ning, Jia Liu, Mingshu Zhang, Pei-chun Chen, Xiaoyuan Yang","doi":"10.1109/dsins54396.2021.9670614","DOIUrl":"https://doi.org/10.1109/dsins54396.2021.9670614","url":null,"abstract":"In recent years, the steganography scheme based on neural network has made many significant progress on images, but it is still in the exploratory stage in the field of video steganography. By using long skip connections to extract the spatio-temporal information in the video, this paper proposes a 3DCNN full-video steganography network. The network takes a pair of cover and secret video sequences as input, and uses a stego network to output a spatio-temporal residual sequence, which is added to the cover video as a small disturbance. A video classification network is proposed, which can be used to identify the cover video frame and the stego video frame to assist the message receiver to extract the secret message correctly. We chose UCF101 video data set as the training and testing set of the network model. We used various video quality evaluation indicators (PSNR, SSIM, Pixel distribution) to measure the performance evaluation of the stego video network, and proved the anti-detection of the stego video by using some stego detection algorithms. Under the training and testing of the data set of stego videos generated by the stego network, the classification accuracy of the proposed video classification network reaches about 93%.","PeriodicalId":243724,"journal":{"name":"2021 International Conference on Digital Society and Intelligent Systems (DSInS)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123848263","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

Smart home system with Bluetooth and Wi-Fi as communication mode 以蓝牙和Wi-Fi为通讯方式的智能家居系统

2021 International Conference on Digital Society and Intelligent Systems (DSInS) Pub Date : 2021-12-03 DOI: 10.1109/dsins54396.2021.9670564

Xiya Chen, Yuxiao Chen, Qimeng Yu

{"title":"Smart home system with Bluetooth and Wi-Fi as communication mode","authors":"Xiya Chen, Yuxiao Chen, Qimeng Yu","doi":"10.1109/dsins54396.2021.9670564","DOIUrl":"https://doi.org/10.1109/dsins54396.2021.9670564","url":null,"abstract":"Smart home systems are meant to establish a better living situation for humans. They are usually associated with intelligent technology. This paper proposes a smart home system that employs WIFI and Bluetooth in the communication system. Furthermore, this paper compares the characteristics of each technique to analyze the pros and cons. By analyzing the differences between WIFI and Bluetooth, the results could demonstrate how smart furniture within the smart home system communicates with the control center. In addition, this paper introduces how lighting and temperature control can be achieved in a smart home. To make the sensors work smartly and adjust automatically, this paper employs a tracking system that can help localize people in the smart room accurately via mobile devices, and this paper also discusses an evaluation of different indoor localization methods. For this purpose, a blueprint for a smart home system is displayed, and functions of essential components are illustrated. Smart home system is a system that can facilitate people's lives to a great extent because it can complete many tedious instructions in an automated way by using sensors. In addition, exploring the suitable communication mode for the smart home system can maximize the efficiency of collaboration between sensors, thereby making the smart home system more intelligent.","PeriodicalId":243724,"journal":{"name":"2021 International Conference on Digital Society and Intelligent Systems (DSInS)","volume":"233 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132636834","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: 2

Design of corridor intelligent lighting system 走廊智能照明系统设计

2021 International Conference on Digital Society and Intelligent Systems (DSInS) Pub Date : 2021-12-03 DOI: 10.1109/dsins54396.2021.9670598

Xuhao Zhang, Yan Ma

引用次数: 0

[DSInS 2021 Front cover] [DSInS 2021封面]

2021 International Conference on Digital Society and Intelligent Systems (DSInS) Pub Date : 2021-12-03 DOI: 10.1109/dsins54396.2021.9670579

引用次数: 0

Research on Residual Value Evaluation of In-use Vehicles Based on LightGBM Model 基于LightGBM模型的在用车辆残值评估研究

2021 International Conference on Digital Society and Intelligent Systems (DSInS) Pub Date : 2021-12-03 DOI: 10.1109/dsins54396.2021.9670593

Puchao Li, Bo Xu

引用次数: 0

Research on Digital Transformation Maturity Evaluation of Automotive Enterprises : Based on EWM, AHP, DEMATEL, etc. Method 汽车企业数字化转型成熟度评价研究:基于EWM、AHP、DEMATEL等方法

2021 International Conference on Digital Society and Intelligent Systems (DSInS) Pub Date : 2021-12-03 DOI: 10.1109/dsins54396.2021.9670560

Puchao Li, Bo Xu, Mian Wang

{"title":"Research on Digital Transformation Maturity Evaluation of Automotive Enterprises : Based on EWM, AHP, DEMATEL, etc. Method","authors":"Puchao Li, Bo Xu, Mian Wang","doi":"10.1109/dsins54396.2021.9670560","DOIUrl":"https://doi.org/10.1109/dsins54396.2021.9670560","url":null,"abstract":"With the advent of the era of automotive inventory, automotive enterprises urgently need digital transformation to open up new business areas. At present, the evaluation indicator system and quantitative judgment method based on the digital transformation maturity of the automotive industry have not yet been formed, and the digital transformation path of automotive enterprises is not yet clear. First, we established a three-level indicator system for maturity evaluation based on the characteristics of the automotive industry. Secondly, a comprehensive evaluation model was constructed by using multiple methods, including Kendall’s W and EWM which determine subjective evaluation matrices, AHP and DEMATEL which determine indicator weight, Delphi and EWM which determine the indicator scores that take all experts’ opinions into account. Finally, we applied the model to a joint venture automotive enterprise, analyzed its digital status and causes based on its overall digital transformation scores, indicator scores and correlation between indicators, and proposed corresponding suggestions for improvement. The evaluation system constructed in this paper is logically rigorous and industry-specific, providing a scientific and reasonable reference framework for the evaluation, diagnosis and path planning of the digital transformation of automotive enterprises.","PeriodicalId":243724,"journal":{"name":"2021 International Conference on Digital Society and Intelligent Systems (DSInS)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114685358","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

Timing Strategy for Active Detection of APT Attack Based on FlipIt Model and Q-learning Method 基于FlipIt模型和q -学习方法的APT主动检测定时策略

2021 International Conference on Digital Society and Intelligent Systems (DSInS) Pub Date : 2021-12-03 DOI: 10.1109/dsins54396.2021.9670619

Zhilin Liu, Hengwei Zhang, Pengyu Sun, Yan Mi, Xiaoning Zhang, Jin-dong Wang

{"title":"Timing Strategy for Active Detection of APT Attack Based on FlipIt Model and Q-learning Method","authors":"Zhilin Liu, Hengwei Zhang, Pengyu Sun, Yan Mi, Xiaoning Zhang, Jin-dong Wang","doi":"10.1109/dsins54396.2021.9670619","DOIUrl":"https://doi.org/10.1109/dsins54396.2021.9670619","url":null,"abstract":"At present, APT attack detection mainly focuses on the specific realization of detection technology, and there is little research on the timing strategy for active detection of APT attack. This paper focuses on the problem of APT dynamic detection with timing decision intelligence. We use the FlipIt game model and reinforcement learning method of Q-learning algorithm, consider the APT attack events as an exponentially distributed random process, and the defender using the attacker’s last move time (LM-defender) to learn his optimal timing strategy using Q-Learning algorithm. The defender's reinforcement learning mechanism for the timing of the APT attack action and outputs its timing selection strategy. Simulation experiments show that compared with the existing greedy algorithm, the timing strategy based on the Q-Learning algorithm does not require the attacker's prior information under the premise, it can achieve a higher average benefit than the greedy strategy. This result provides a theoretical reference for the design of timing strategy to defend APT attack intelligently and efficient.","PeriodicalId":243724,"journal":{"name":"2021 International Conference on Digital Society and Intelligent Systems (DSInS)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130427859","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

Adaptive Beamforming Based on Density-Tapered Thinned Array 基于密度变细阵列的自适应波束形成

2021 International Conference on Digital Society and Intelligent Systems (DSInS) Pub Date : 2021-12-03 DOI: 10.1109/dsins54396.2021.9670558

Jiahao Tian, Yuchang Suo, Jianxiong Zhou, Yongsheng Zhang

引用次数: 0