Internet of Things and Cyber-Physical Systems最新文献

筛选
英文 中文
DBSCAN inspired task scheduling algorithm for cloud infrastructure 基于DBSCAN的云基础设施任务调度算法
Internet of Things and Cyber-Physical Systems Pub Date : 2023-07-14 DOI: 10.1016/j.iotcps.2023.07.001
S.M.F D Syed Mustapha , Punit Gupta
{"title":"DBSCAN inspired task scheduling algorithm for cloud infrastructure","authors":"S.M.F D Syed Mustapha ,&nbsp;Punit Gupta","doi":"10.1016/j.iotcps.2023.07.001","DOIUrl":"https://doi.org/10.1016/j.iotcps.2023.07.001","url":null,"abstract":"<div><p>Cloud computing in today's computing environment plays a vital role, by providing efficient and scalable computation based on pay per use model. To make computing more reliable and efficient, it must be efficient, and high resources utilized. To improve resource utilization and efficiency in cloud, task scheduling and resource allocation plays a critical role. Many researchers have proposed algorithms to maximize the throughput and resource utilization taking into consideration heterogeneous cloud environments. This work proposes an algorithm using DBSCAN (Density-based spatial clustering) for task scheduling to achieve high efficiency. The proposed DBScan-based task scheduling algorithm aims to improve user task quality of service and improve performance in terms of execution time, average start time and finish time. The experiment result shows proposed model outperforms existing ACO and PSO with 13% improvement in execution time, 49% improvement in average start time and average finish time. The experimental results are compared with existing ACO and PSO algorithms for task scheduling.</p></div>","PeriodicalId":100724,"journal":{"name":"Internet of Things and Cyber-Physical Systems","volume":"4 ","pages":"Pages 32-39"},"PeriodicalIF":0.0,"publicationDate":"2023-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49884562","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
Points of interest in the city of Barcelos in Portugal through augmented reality 通过增强现实技术在葡萄牙巴塞洛斯市的景点
Internet of Things and Cyber-Physical Systems Pub Date : 2023-07-13 DOI: 10.1016/j.iotcps.2023.07.002
Miguel Pereira , João Carlos Silva , Marisa Pinheiro , Sandro Carvalho , Gilberto Santos
{"title":"Points of interest in the city of Barcelos in Portugal through augmented reality","authors":"Miguel Pereira ,&nbsp;João Carlos Silva ,&nbsp;Marisa Pinheiro ,&nbsp;Sandro Carvalho ,&nbsp;Gilberto Santos","doi":"10.1016/j.iotcps.2023.07.002","DOIUrl":"https://doi.org/10.1016/j.iotcps.2023.07.002","url":null,"abstract":"<div><p>Barcelos is a historic city in Portugal with many tourist attractions, attracting more and more visitors who come to the city with the aim of exploring it. The main objective of this article is to boost tourism in the city of Barcelos, specifically highlighting tourist, historical and leisure spots, based on the development of a mobile application using augmented reality technologies and geolocation. This application intends to allow the users to know historical points of interest in Barcelos, as well as interact with a certain point. The results of this investigation were evaluated by testing the application by end users, with the aim of identifying whether the application meets their needs, in particular the promotion of tourist and historical points.</p></div>","PeriodicalId":100724,"journal":{"name":"Internet of Things and Cyber-Physical Systems","volume":"4 ","pages":"Pages 40-48"},"PeriodicalIF":0.0,"publicationDate":"2023-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49884563","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
Transformative effects of ChatGPT on modern education: Emerging Era of AI Chatbots ChatGPT对现代教育的变革影响:人工智能聊天机器人的新兴时代
Internet of Things and Cyber-Physical Systems Pub Date : 2023-06-19 DOI: 10.1016/j.iotcps.2023.06.002
Sukhpal Singh Gill , Minxian Xu , Panos Patros , Huaming Wu , Rupinder Kaur , Kamalpreet Kaur , Stephanie Fuller , Manmeet Singh , Priyansh Arora , Ajith Kumar Parlikad , Vlado Stankovski , Ajith Abraham , Soumya K. Ghosh , Hanan Lutfiyya , Salil S. Kanhere , Rami Bahsoon , Omer Rana , Schahram Dustdar , Rizos Sakellariou , Steve Uhlig , Rajkumar Buyya
{"title":"Transformative effects of ChatGPT on modern education: Emerging Era of AI Chatbots","authors":"Sukhpal Singh Gill ,&nbsp;Minxian Xu ,&nbsp;Panos Patros ,&nbsp;Huaming Wu ,&nbsp;Rupinder Kaur ,&nbsp;Kamalpreet Kaur ,&nbsp;Stephanie Fuller ,&nbsp;Manmeet Singh ,&nbsp;Priyansh Arora ,&nbsp;Ajith Kumar Parlikad ,&nbsp;Vlado Stankovski ,&nbsp;Ajith Abraham ,&nbsp;Soumya K. Ghosh ,&nbsp;Hanan Lutfiyya ,&nbsp;Salil S. Kanhere ,&nbsp;Rami Bahsoon ,&nbsp;Omer Rana ,&nbsp;Schahram Dustdar ,&nbsp;Rizos Sakellariou ,&nbsp;Steve Uhlig ,&nbsp;Rajkumar Buyya","doi":"10.1016/j.iotcps.2023.06.002","DOIUrl":"https://doi.org/10.1016/j.iotcps.2023.06.002","url":null,"abstract":"<div><p>ChatGPT, an AI-based chatbot, offers coherent and useful replies based on analysis of large volumes of data. In this article, leading academics, scientists, distinguish researchers and engineers discuss the transformative effects of ChatGPT on modern education. This research discusses ChatGPT capabilities and its use in the education sector, identifies potential concerns and challenges. Our preliminary evaluation shows that ChatGPT perform differently in different subject areas including finance, coding, maths, and general public queries. While ChatGPT has the ability to help educators by creating instructional content, offering suggestions and acting as an online educator to learners by answering questions, transforming education through smartphones and IoT gadgets, and promoting group work, there are clear drawbacks in its use, such as the possibility of producing inaccurate or false data and circumventing duplicate content (plagiarism) detectors where originality is essential. The often reported “hallucinations” within GenerativeAI in general, and also relevant for ChatGPT, can render its use of limited benefit where accuracy is essential. What ChatGPT lacks is a stochastic measure to help provide sincere and sensitive communication with its users. Academic regulations and evaluation practices used in educational institutions need to be updated, should ChatGPT be used as a tool in education. To address the transformative effects of ChatGPT on the learning environment, educating teachers and students alike about its capabilities and limitations will be crucial.</p></div>","PeriodicalId":100724,"journal":{"name":"Internet of Things and Cyber-Physical Systems","volume":"4 ","pages":"Pages 19-23"},"PeriodicalIF":0.0,"publicationDate":"2023-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49884566","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: 19
Unleashing the power of internet of things and blockchain: A comprehensive analysis and future directions 释放物联网与区块链的力量:综合分析与未来方向
Internet of Things and Cyber-Physical Systems Pub Date : 2023-06-19 DOI: 10.1016/j.iotcps.2023.06.003
Abderahman Rejeb , Karim Rejeb , Andrea Appolloni , Sandeep Jagtap , Mohammad Iranmanesh , Salem Alghamdi , Yaser Alhasawi , Yasanur Kayikci
{"title":"Unleashing the power of internet of things and blockchain: A comprehensive analysis and future directions","authors":"Abderahman Rejeb ,&nbsp;Karim Rejeb ,&nbsp;Andrea Appolloni ,&nbsp;Sandeep Jagtap ,&nbsp;Mohammad Iranmanesh ,&nbsp;Salem Alghamdi ,&nbsp;Yaser Alhasawi ,&nbsp;Yasanur Kayikci","doi":"10.1016/j.iotcps.2023.06.003","DOIUrl":"https://doi.org/10.1016/j.iotcps.2023.06.003","url":null,"abstract":"<div><p>As the fusion of the Internet of Things (IoT) and blockchain technology advances, it is increasingly shaping diverse fields. The potential of this convergence to fortify security, enhance privacy, and streamline operations has ignited considerable academic interest, resulting in an impressive body of literature. However, there is a noticeable scarcity of studies employing Latent Dirichlet Allocation (LDA) to dissect and categorize this field. This review paper endeavours to bridge this gap by meticulously analysing a dataset of 4455 journal articles drawn solely from the Scopus database, cantered around IoT and blockchain applications. Utilizing LDA, we have extracted 14 distinct topics from the collection, offering a broad view of the research themes in this interdisciplinary domain. Our exploration underscores an upswing in research pertaining to IoT and blockchain, emphasizing the rising prominence of this technological amalgamation. Among the most recurrent themes are IoT and blockchain integration in supply chain management and blockchain in healthcare data management and security, indicating the significant potential of this convergence to transform supply chains and secure healthcare data. Meanwhile, the less frequently discussed topics include access control and management in blockchain-based IoT systems and energy efficiency in wireless sensor networks using blockchain and IoT. To the best of our knowledge, this paper is the first to apply LDA in the context of IoT and blockchain research, providing unique perspectives on the existing literature. Moreover, our findings pave the way for proposed future research directions, stimulating further investigation into the less explored aspects and sustaining the growth of this dynamic field.</p></div>","PeriodicalId":100724,"journal":{"name":"Internet of Things and Cyber-Physical Systems","volume":"4 ","pages":"Pages 1-18"},"PeriodicalIF":0.0,"publicationDate":"2023-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49884565","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: 5
Smart Healthy Schools: An IoT-enabled concept for multi-room dynamic air quality control 智能健康学校:基于物联网的多房间动态空气质量控制概念
Internet of Things and Cyber-Physical Systems Pub Date : 2023-05-31 DOI: 10.1016/j.iotcps.2023.05.005
Alessandro Zivelonghi , Alessandro Giuseppi
{"title":"Smart Healthy Schools: An IoT-enabled concept for multi-room dynamic air quality control","authors":"Alessandro Zivelonghi ,&nbsp;Alessandro Giuseppi","doi":"10.1016/j.iotcps.2023.05.005","DOIUrl":"https://doi.org/10.1016/j.iotcps.2023.05.005","url":null,"abstract":"<div><p>Smart Healthy Schools (SHS) are a new paradigm in building engineering and infection risk control in school buildings where the disciplines of Indoor Air Quality (IAQ), IoT (Internet of Things) and Artificial Intelligence (AI) merge together. In the post-pandemic era, equipping schools with a network of smart IoT sensors has become critical to aspire for the optimal control of the IAQ and lowering the airborne infection risk of several pathogens, indirectly related to cumulated human emitted CO<sub>2</sub> levels over time. Thermal energy waste in winter due to improved air renewal remains of major concern but can be well monitored within a SHS monitoring architecture thanks to the flexibility of the LoRaWAN protocol able to process also a large amount of energy and climatic data at room and building scale. In this work, we report the design of the AulaSicura platform, an IoT control system co-designed by the main author and Gizero Energie to implement the SHS paradigm via clearly visible (and audible) alarm signalling in existing and new school buildings. The cloud-based LoRa system is capable of continuous and simultaneous monitoring of a variety of sensors and IAQ parameters including indoor/oudoor temperatures, rel. humidities and human-emitted excess CO<sub>2</sub>. The multi-room monitoring concept of indoor-CO<sub>2</sub> levels allows centralized control of natural ventilation levels in individual classrooms and can handle (quasi)-real-time data, relevant for data post-processing and future developments in (quasi)-real-rime assessment of IAQ and infection risk levels at single room scale. The sensor network is also extensible to up to one thousand of classrooms per LoRa-node allowing centralized control of entire school districts at an urban scale. Moreover, through Modbus-LoRa I/O converters, AulaSicura can also control the same amount of mechanical ventilation units per node either in pure or hybrid mechanical ventilation modes.</p></div>","PeriodicalId":100724,"journal":{"name":"Internet of Things and Cyber-Physical Systems","volume":"4 ","pages":"Pages 24-31"},"PeriodicalIF":0.0,"publicationDate":"2023-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49884564","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
Stability analysis of spatially interconnected systems with signal saturation 具有信号饱和的空间互联系统稳定性分析
Internet of Things and Cyber-Physical Systems Pub Date : 2023-01-01 DOI: 10.1016/j.iotcps.2023.02.002
Junxiao Song , Huabo Liu
{"title":"Stability analysis of spatially interconnected systems with signal saturation","authors":"Junxiao Song ,&nbsp;Huabo Liu","doi":"10.1016/j.iotcps.2023.02.002","DOIUrl":"https://doi.org/10.1016/j.iotcps.2023.02.002","url":null,"abstract":"<div><p>The robust stability problem of spatially interconnected systems with signal saturation among the many composed subsystems is considered. The system structure is usually sparse, and each subsystem has different dynamics. Firstly, a robust stability condition is established based on integral quadratic constraint (IQC) theory, which makes full use of the sparseness of the subsystem connection topology. Secondly, a decoupling robust condition that only depends on the subsystem parameters is proved. Finally, it is shown through numerical simulations that the obtained conditions are computationally valid in analyzing spatially interconnected systems with signal saturation constraints among the subsystems.</p></div>","PeriodicalId":100724,"journal":{"name":"Internet of Things and Cyber-Physical Systems","volume":"3 ","pages":"Pages 93-99"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49882293","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
Blockchain inspired secure and reliable data exchange architecture for cyber-physical healthcare system 4.0 区块链为网络物理医疗保健系统4.0提供了安全可靠的数据交换架构
Internet of Things and Cyber-Physical Systems Pub Date : 2023-01-01 DOI: 10.1016/j.iotcps.2023.05.006
Mohit Kumar , Hritu Raj , Nisha Chaurasia , Sukhpal Singh Gill
{"title":"Blockchain inspired secure and reliable data exchange architecture for cyber-physical healthcare system 4.0","authors":"Mohit Kumar ,&nbsp;Hritu Raj ,&nbsp;Nisha Chaurasia ,&nbsp;Sukhpal Singh Gill","doi":"10.1016/j.iotcps.2023.05.006","DOIUrl":"https://doi.org/10.1016/j.iotcps.2023.05.006","url":null,"abstract":"<div><p>A cyber-physical system is considered to be a collection of strongly coupled communication systems and devices that poses numerous security trials in various industrial applications including healthcare. The security and privacy of patient data is still a big concern because healthcare data is sensitive and valuable, and it is most targeted over the internet. Moreover, from the industrial perspective, the cyber-physical system plays a crucial role in the exchange of data remotely using sensor nodes in distributed environments. In the healthcare industry, Blockchain technology offers a promising solution to resolve most securities-related issues due to its decentralized, immutability, and transparency properties. In this paper, a blockchain-inspired secure and reliable data exchange architecture is proposed in the cyber-physical healthcare industry 4.0. The proposed system uses the BigchainDB, Tendermint, Inter-Planetary-File-System (IPFS), MongoDB, and AES encryption algorithms to improve Healthcare 4.0. Furthermore, blockchain-enabled secure healthcare architecture for accessing and managing the records between Doctors and Patients is introduced. The development of a blockchain-based Electronic Healthcare Record (EHR) exchange system is purely patient-centric, which means the entire control of data is in the owner's hand which is backed by blockchain for security and privacy. Our experimental results reveal that the proposed architecture is robust to handle more security attacks and can recover the data if 2/3 of nodes are failed. The proposed model is patient-centric, and control of data is in the patient's hand to enhance security and privacy, even system administrators can't access data without user permission.</p></div>","PeriodicalId":100724,"journal":{"name":"Internet of Things and Cyber-Physical Systems","volume":"3 ","pages":"Pages 309-322"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49882290","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
Detection-based active defense of biased injection attack based on robust adaptive controller 基于鲁棒自适应控制器的偏注入攻击检测主动防御
Internet of Things and Cyber-Physical Systems Pub Date : 2023-01-01 DOI: 10.1016/j.iotcps.2023.01.004
Xinyu Wang , Xiangjie Wang , Mingyue Zhang , Shuzheng Wang
{"title":"Detection-based active defense of biased injection attack based on robust adaptive controller","authors":"Xinyu Wang ,&nbsp;Xiangjie Wang ,&nbsp;Mingyue Zhang ,&nbsp;Shuzheng Wang","doi":"10.1016/j.iotcps.2023.01.004","DOIUrl":"https://doi.org/10.1016/j.iotcps.2023.01.004","url":null,"abstract":"<div><p>As the promising technology, the cooperative cyber-physical system can enhance the operating efficiency and reliability of smart grids. Meanwhile, the characteristics that deep integration of cyber-physical system can make smart grid face new security problems caused by false data injection attack. To maintain a safe and stable operation of smart grids, timely detection and defense of the emerging false data injection attacks, such as biased injection attack, is crucial. For this reason, this paper aims at developing a detection-based active defense mechanisms against biased injection attacks via robust adaptive controller. Through the established physical dynamic power model, an improved adaptive observer-based detection algorithm is proposed. Through the design of observer parameters, the proposed adaptive observer can enhance the accuracy of estimation state. In contrast to well-known attack detection methods for smart grids, the performance of attack detection under the developed detection algorithm can be effectively improved, such as the accuracy of state estimation and false positive rate. Through the above results provided by the attack detection, a robust adaptive controller-based active defense method is further developed. The proposed method can offset the impact of biased injection attack to maintain the stable running of power system. Simulation studies demonstrate the reliable response of the developed active defense method against biased injection attacks.</p></div>","PeriodicalId":100724,"journal":{"name":"Internet of Things and Cyber-Physical Systems","volume":"3 ","pages":"Pages 14-23"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49882219","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
Fortaleza: The emergence of a network hub 福塔莱萨:网络枢纽的出现
Internet of Things and Cyber-Physical Systems Pub Date : 2023-01-01 DOI: 10.1016/j.iotcps.2023.05.001
Eric Bragion , Habiba Akter , Mohit Kumar , Minxian Xu , Ahmed M. Abdelmoniem , Sukhpal Singh Gill
{"title":"Fortaleza: The emergence of a network hub","authors":"Eric Bragion ,&nbsp;Habiba Akter ,&nbsp;Mohit Kumar ,&nbsp;Minxian Xu ,&nbsp;Ahmed M. Abdelmoniem ,&nbsp;Sukhpal Singh Gill","doi":"10.1016/j.iotcps.2023.05.001","DOIUrl":"https://doi.org/10.1016/j.iotcps.2023.05.001","url":null,"abstract":"<div><p>Digitalisation, accelerated by the pandemic, has brought the opportunity for companies to expand their businesses beyond their geographic location and has considerably affected networks around the world. Cloud services have a better acceptance nowadays, and it is foreseen that this industry will grow exponentially in the following years. With more distributed networks that need to support customers in different locations, the model of one-single server in big financial centres has become outdated and companies tend to look for alternatives that will meet their needs, and this seems to be the case with Fortaleza, in Brazil. With several submarine cables connections available, the city has stood out as a possible hub to different regions, and this is what this paper explores. Making use of real traffic data through looking glasses, we established a latency classification that ranges from exceptionally low to high and analysed 800 latencies from Roubaix, Fortaleza and Sao Paulo to Miami, Mexico City, Frankfurt, Paris, Milan, Prague, Sao Paulo, Santiago, Buenos Aires and Luanda. We found that non-developed countries have a big dependence on the United States to route Internet traffic. Despite this, Fortaleza proves to be an alternative for serving different regions with relatively low latencies.</p></div>","PeriodicalId":100724,"journal":{"name":"Internet of Things and Cyber-Physical Systems","volume":"3 ","pages":"Pages 272-279"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49882277","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
Edge AI: A survey Edge AI:一项调查
Internet of Things and Cyber-Physical Systems Pub Date : 2023-01-01 DOI: 10.1016/j.iotcps.2023.02.004
Raghubir Singh , Sukhpal Singh Gill
{"title":"Edge AI: A survey","authors":"Raghubir Singh ,&nbsp;Sukhpal Singh Gill","doi":"10.1016/j.iotcps.2023.02.004","DOIUrl":"https://doi.org/10.1016/j.iotcps.2023.02.004","url":null,"abstract":"<div><p>Artificial Intelligence (AI) at the edge is the utilization of AI in real-world devices. Edge AI refers to the practice of doing AI computations near the users at the network's edge, instead of centralised location like a cloud service provider's data centre. With the latest innovations in AI efficiency, the proliferation of Internet of Things (IoT) devices, and the rise of edge computing, the potential of edge AI has now been unlocked. This study provides a thorough analysis of AI approaches and capabilities as they pertain to edge computing, or Edge AI. Further, a detailed survey of edge computing and its paradigms including transition to Edge AI is presented to explore the background of each variant proposed for implementing Edge Computing. Furthermore, we discussed the Edge AI approach to deploying AI algorithms and models on edge devices, which are typically resource-constrained devices located at the edge of the network. We also presented the technology used in various modern IoT applications, including autonomous vehicles, smart homes, industrial automation, healthcare, and surveillance. Moreover, the discussion of leveraging machine learning algorithms optimized for resource-constrained environments is presented. Finally, important open challenges and potential research directions in the field of edge computing and edge AI have been identified and investigated. We hope that this article will serve as a common goal for a future blueprint that will unite important stakeholders and facilitates to accelerate development in the field of Edge AI.</p></div>","PeriodicalId":100724,"journal":{"name":"Internet of Things and Cyber-Physical Systems","volume":"3 ","pages":"Pages 71-92"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49882216","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: 29
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信