2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS)最新文献_第4页

Modernizing CPS with Blockchain: Applications, Challenges & Future Directions 用区块链实现CPS现代化:应用、挑战和未来方向

2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS) Pub Date : 2022-05-01 DOI: 10.1109/ICPS55917.2022.00031

Syed Anas Ansar, Archita Singh, Shruti Aggrawal, A. Yadav, Prabhash Chandra Pathak, R. Khan

{"title":"Modernizing CPS with Blockchain: Applications, Challenges & Future Directions","authors":"Syed Anas Ansar, Archita Singh, Shruti Aggrawal, A. Yadav, Prabhash Chandra Pathak, R. Khan","doi":"10.1109/ICPS55917.2022.00031","DOIUrl":"https://doi.org/10.1109/ICPS55917.2022.00031","url":null,"abstract":"The necessity for ameliorating management and secure process is imperiously required in this tech-driven world with the digitized working environment. The increased usage of the internet and the burgeoning connectivity through IoT have provided a significant opportunity for Cyber-Physical Systems (CPS) to preponderate. These are advanced computerized devices that function together to perform specific tasks, respond to human stimuli, and control the physical segments. While this technology is already used in automatic pilot avionics, robotics systems, medical monitoring, industrial control systems, etc. yet the advancement of these systems must comprehend incontrovertible focus on making them efficient and secure. To improve the resilience, dependability, and security of these systems, researchers can incorporate Blockchain technology which has an inbuilt blend of consensual algorithms, secure protocols, and distributed data storage, with the CPS. Moreover, with the advancement of IoT in the upgraded version of CPS, such as autonomous driving, there’s a major need to manage big data with low latency and high accuracy. Therefore, deep learning can be applied for systematic analysis of big data, which supports vivid analytic ability. While these emerging technologies set some security standards and enable users to authenticate their digital information, these technologies have the potential to significantly influence the current trend in the field of CyberPhysical Systems. This article focuses on a comprehensive analysis of Blockchain applications synthesized with CPS. Furthermore, this article briefly presented the BCPS (Blockchain-enabled CPS) framework for addressing issues in the Industry 4.0 manufacturing system while adopting Blockchain (BC) in CPS.","PeriodicalId":263404,"journal":{"name":"2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS)","volume":"128 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132019559","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

Transmission Modeling and Attack Simulation of Bluetooth Low Energy 低功耗蓝牙传输建模与攻击仿真

2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS) Pub Date : 2022-05-01 DOI: 10.1109/ICPS55917.2022.00025

Midhun Raj, K. Achuthan

引用次数: 0

An Ensemble-based Machine Learning Model for Accurate Predictions using Multiple Categorical Datasets 基于集成的机器学习模型，用于使用多个分类数据集进行准确预测

2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS) Pub Date : 2022-05-01 DOI: 10.1109/ICPS55917.2022.00008

Rajni Bhalla, Amit Sharma, Amandeep, J. Gupta

{"title":"An Ensemble-based Machine Learning Model for Accurate Predictions using Multiple Categorical Datasets","authors":"Rajni Bhalla, Amit Sharma, Amandeep, J. Gupta","doi":"10.1109/ICPS55917.2022.00008","DOIUrl":"https://doi.org/10.1109/ICPS55917.2022.00008","url":null,"abstract":"In the consumer sector, electronic reviews are more common and comprehensive. Manufacturers, retailers, and customers are all aware of it. All require this knowledge to benefit from considering and guiding the massive and energetic data spaces that follow. Many social media outlets give polarized feedback. A fundamental problem with the internet's destructive content is that it makes it impossible for people to read important information. We'll look at all of the traditional machine learning approaches to catch the true sentiment. The accuracy using decision tree, naïve bayes and KNN applied on nursery dataset. All these three techniques achieved precisons of 72 to 90%. Decision tree performed well and accurate result as compared to knn and naïve bayes.The decision tree faced overfitting issues and KNN faced issues in deciding the value of K. On a large dataset, complexity increase when we apply a decision tree. Zero probability issues are a major challenge in naïve Bayes. To solve all those issues, an ensemble machine learning model (NKD) for accurate predictions is proposed to check the performance of the model. The proposed methodology applied on nursery dataset and IRIS dataset. The accuracy achieved using iris dataset is 100%.","PeriodicalId":263404,"journal":{"name":"2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116304262","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 Residual Network Model (ResNet152) for Bronchitis Detection using X-ray Images 用x射线图像检测支气管炎的残余网络模型(ResNet152)

2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS) Pub Date : 2022-05-01 DOI: 10.1109/ICPS55917.2022.00012

S. Kaur, T. Adilakshmi, T. Jalaja

引用次数: 0

Smart Home Personal Assistants: Fueled by Natural Language Processor and Blockchain Technology 智能家居个人助理:由自然语言处理器和区块链技术推动

2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS) Pub Date : 2022-05-01 DOI: 10.1109/ICPS55917.2022.00029

Syed Anas Ansar, K. Jaiswal, S. Aggarwal, S. Shukla, Jaya Yadav, Nupur Soni

{"title":"Smart Home Personal Assistants: Fueled by Natural Language Processor and Blockchain Technology","authors":"Syed Anas Ansar, K. Jaiswal, S. Aggarwal, S. Shukla, Jaya Yadav, Nupur Soni","doi":"10.1109/ICPS55917.2022.00029","DOIUrl":"https://doi.org/10.1109/ICPS55917.2022.00029","url":null,"abstract":"With the ever-increasing cost of livelihood, technological intervention is necessary to keep costs under control. Hence, smart home technology can be considered as a well-established and entrenched region of interest. In the current scenario, research subsidizes present-time houses, enabling the user to design and manage a smart home to conserve energy while allowing for more autonomous applications. A voice-activated home automation system integrates the Internet of Things, Artificial Intelligence, Blockchain, and Natural Language Processing to deliver a cost-effective and efficient method of interacting with household equipment. The primary objective of this paper is to assess SPAs using blockchain technology and a natural language processor (NLP), as well as the design of a SPA based on the internet of things. Applicable cyber threats and countermeasures are also addressed in this article. Using Yule's coefficient of association, a case study was undertaken to evaluate the association between privacy and security threats posed by this modern technology. The findings show that privacy and security are positively related.","PeriodicalId":263404,"journal":{"name":"2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS)","volume":"74 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130268409","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: 1

LiveFit : A Smart Fitness App LiveFit:一款智能健身应用

2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS) Pub Date : 2022-05-01 DOI: 10.1109/ICPS55917.2022.00038

K. R, Amala Rosy Mishma J, Charulatha J, Roshini N B

引用次数: 0

Performance Analysis of DDoS Mitigation in Heterogeneous Environments 异构环境下DDoS缓解性能分析

2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS) Pub Date : 2022-05-01 DOI: 10.1109/ICPS55917.2022.00047

A. Verma, R. Saha

{"title":"Performance Analysis of DDoS Mitigation in Heterogeneous Environments","authors":"A. Verma, R. Saha","doi":"10.1109/ICPS55917.2022.00047","DOIUrl":"https://doi.org/10.1109/ICPS55917.2022.00047","url":null,"abstract":"Computer and Vehicular networks, both are prone to multiple information security breaches because of many reasons like lack of standard protocols for secure communication and authentication. Distributed Denial of Service (DDoS) is a threat that disrupts the communication in networks. Detection and prevention of DDoS attacks with accuracy is a necessity to make networks safe.In this paper, we have experimented two machine learning-based techniques one each for attack detection and attack prevention. These detection & prevention techniques are implemented in different environments including vehicular network environments and computer network environments. Three different datasets connected to heterogeneous environments are adopted for experimentation. The first dataset is the NSL-KDD dataset based on the traffic of the computer network. The second dataset is based on a simulation-based vehicular environment, and the third CIC-DDoS 2019 dataset is a computer network-based dataset. These datasets contain different number of attributes and instances of network traffic. For the purpose of attack detection AdaBoostM1 classification algorithm is used in WEKA and for attack prevention Logit Model is used in STATA. Results show that an accuracy of more than 99.9% is obtained from the simulation-based vehicular dataset. This is the highest accuracy rate among the three datasets and it is obtained within a very short period of time i.e., 0.5 seconds. In the same way, we use a Logit regression-based model to classify packets. This model shows an accuracy of 100%.","PeriodicalId":263404,"journal":{"name":"2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS)","volume":"97 ","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"113989726","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 Technique to Detect Music Emotions Based on Machine Learning Classifiers 基于机器学习分类器的音乐情感检测技术

2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS) Pub Date : 2022-05-01 DOI: 10.1109/ICPS55917.2022.00033

Devi Unni, Aminta Melta D’Cunha, Deepa G

引用次数: 1

Credit Card Fraud Identification Using Logistic Regression and Local Outlier Factor 基于Logistic回归和局部离群因子的信用卡欺诈识别

2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS) Pub Date : 2022-05-01 DOI: 10.1109/icps55917.2022.00026

K. K., Meghana B, S. K., Jyothi Priyanka D, D. Sree Lakshmi

引用次数: 2

DNAIoT - Dynamic Network Architecture for IoT DNAIoT——物联网的动态网络架构

2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS) Pub Date : 2022-05-01 DOI: 10.1109/icps55917.2022.00027

Gyanesh Samanta, Rishal Ramesh, Rushil Saxena, Devdarshan K Sardar, Sidhant Chourasiya, Fancy C

{"title":"DNAIoT - Dynamic Network Architecture for IoT","authors":"Gyanesh Samanta, Rishal Ramesh, Rushil Saxena, Devdarshan K Sardar, Sidhant Chourasiya, Fancy C","doi":"10.1109/icps55917.2022.00027","DOIUrl":"https://doi.org/10.1109/icps55917.2022.00027","url":null,"abstract":"Cyber-physical systems consist of various domains such as sensing, computation, controlling and networking in infrastructure, often connected by the internet. Controlling each device with separate controllers or switches seems tedious and troublesome. In today’s world, smart devices or an intelligent hub allow us to connect a limited number of devices, usually around 30-40. In this paper, we propose a way in which you can connect to over 200 IoT devices seamlessly without affecting the bandwidth to a single point. In a connected network system, you can increase the number of devices linearly. It is a unique system that is different from the existing systems based on WiFi and Bluetooth. We have used WiFi as the first communication link, and for controlling the IoT devices, we are using the Arduino Uno WiFi REV2 microcontroller equipped with Zigbee [2] communication. The Arduino Uno WiFi REV2 works as a bridge between WiFi and Zigbee [2] communication. This is a simple IoT-based work that connects multiple devices at once and provides a stable, reliable and fast connection, communication, and control between the devices As per our methodology we can connect more than 2000 devices over a range of 1000 meters.","PeriodicalId":263404,"journal":{"name":"2022 Second International Conference on Interdisciplinary Cyber Physical Systems (ICPS)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130343648","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