Journal of ICT Standardization最新文献_第8页

Simulation Daily Mobility in Rabat Region Using Multi-Agent Systems Models 用多Agent系统模型模拟拉巴特地区的日常出行

Journal of ICT Standardization Pub Date : 2022-01-01 DOI: 10.13052/jicts2245-800X.10210

Khalid Qbouche;Khadija Rhoulami

引用次数: 1

Basic Activity Recognition from Wearable Sensors Using a Lightweight Deep Neural Network 基于轻量级深度神经网络的可穿戴传感器基本活动识别

Journal of ICT Standardization Pub Date : 2022-01-01 DOI: 10.13052/jicts2245-800X.1028

Zakaria Benhaili;Youness Abouqora;Youssef Balouki;Lahcen Moumoun

{"title":"Basic Activity Recognition from Wearable Sensors Using a Lightweight Deep Neural Network","authors":"Zakaria Benhaili;Youness Abouqora;Youssef Balouki;Lahcen Moumoun","doi":"10.13052/jicts2245-800X.1028","DOIUrl":"https://doi.org/10.13052/jicts2245-800X.1028","url":null,"abstract":"The field of human activity recognition has undergone a great development, making its presence felt in various sectors such as healthcare and supervision. The identification of fundamental behaviours that occur regularly in our everyday lives can be extremely useful in the development of systems that aid the elderly, as well as opening the door to the detection of more complicated activities in a Smart home environment. Recently, the use of deep learning techniques allowed the extraction of features from sensor's readings automatically, in a hierarchical way through non-linear transformations. In this study, we propose a deep learning model that can work with raw data without any pre-processing. Several human activities can be recognized by our stacked LSTM network. We demonstrate that our outcomes are comparable to or better than those obtained by traditional feature engineering approaches. Furthermore, our model is lightweight and can be applied on edge devices. Based on our expertise with two datasets, we obtained an accuracy of 97.15% on the UCI HAR dataset and 99% on WISDM dataset.","PeriodicalId":36697,"journal":{"name":"Journal of ICT Standardization","volume":"10 2","pages":"241-260"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/10251929/10254727/10255406.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68111657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Inter-PLMN Mobility Management Challenges for Supporting Cross-Border Connected and Automated Mobility (CAM) Over 5G Networks 支持5G网络上的跨境连接和自动移动（CAM）的PLMN间移动管理挑战

Journal of ICT Standardization Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.924

Konstantinos Trichias;Panagiotis Demestichas;Nikolaos Mitrou

{"title":"Inter-PLMN Mobility Management Challenges for Supporting Cross-Border Connected and Automated Mobility (CAM) Over 5G Networks","authors":"Konstantinos Trichias;Panagiotis Demestichas;Nikolaos Mitrou","doi":"10.13052/jicts2245-800X.924","DOIUrl":"https://doi.org/10.13052/jicts2245-800X.924","url":null,"abstract":"As the first 5G networks are being deployed across the world, new services enabled by the superior performance of 5G in terms of throughput, latency and reliability are emerging. Connected and Automated Mobility (CAM) services are perhaps among the most demanding applications that 5G networks will have to support and their deployment, performance and potential for improvement has been well investigated over the past few years. However, CAM operation in multi-operator environments and the inevitable inter-PLMN handover caused by the inherent mobility of CAM services have not been studied in length. Moreover, the multiple domains, multi-vendor components and inherent high mobility of the cross-border vehicular environment, introduce multiple challenges in terms of network management and dynamic slicing, making Zero-touch network and Service Management (ZSM) solutions an attractive alternative for these environments. The work presented in this study attempts to analyse the requirements for cross-border CAM operation for the five main CAM use cases selected by 3GPP, based on input from key European stakeholders (Network Operators, vendors, Automotive Manufacturers etc.). A detailed analysis and categorization into four categories of the main challenges for cross-border CAM service provisioning is performed, namely Telecommunication, Application, Security/Privacy and Regulatory issues, while potential solutions based on existing and upcoming technological enablers are discussed for each of them. The role of standardization and relevant regulatory and administrative bodies is analysed, leading to insights regarding the most promising future research directions in the field of cross-border CAM services.","PeriodicalId":36697,"journal":{"name":"Journal of ICT Standardization","volume":"9 2","pages":"113-146"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/10251929/10255460/10255486.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68121010","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 5

Trends in Standardization Towards 6G 6G标准化趋势

Journal of ICT Standardization Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.932

Nidhi;Bahram Khan;Albena Mihovska;Ramjee Prasad;Fernando J. Velez

引用次数: 1

LoRa-Alliance Regional Parameters Overview LoRa联盟区域参数概述

Journal of ICT Standardization Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.914

Dave Kjendal

引用次数: 3

Data-Driven Business Model Innovation for 6G 6G数据驱动的商业模式创新

Journal of ICT Standardization Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.935

Sriganesh K. Rao

{"title":"Data-Driven Business Model Innovation for 6G","authors":"Sriganesh K. Rao","doi":"10.13052/jicts2245-800X.935","DOIUrl":"https://doi.org/10.13052/jicts2245-800X.935","url":null,"abstract":"Futuristic disruptive technologies like 6G, could further transform the way we live and work, beyond what was enabled by 5G. The expected features could enable massive high-speed and low-latency connectivity across diverse devices giving rise to new applications enabling instant availability of data related to Smart Cities, Industries 4.0, Intelligent Transport Systems, Utilities, Healthcare, Security, Media & Entertainment, etc. They will further make it possible to scale current real-time data collection strategies, adding more devices without the need for wired connections or fear of interference. Data is considered as the new oil due to tremendous possibilities it can bring in the business world through predictive and prescriptive analytics. This gives rise to the importance of data-driven business model innovation to provide actionable insights to the business owners, helping them to develop sustainable business models. Organizations using big data and analytics within their innovation process are more likely to remain competitive and sustainable. This paper discusses the importance of harnessing “Real-time Data” to create value, the challenges in harnessing value from data especially “dark data,” the role of “Data-driven Business Model Innovation” in creating sustainable business and Intelligent Transport System Data-driven Business Model Innovation as an example.","PeriodicalId":36697,"journal":{"name":"Journal of ICT Standardization","volume":"9 3","pages":"405-426"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/10251929/10255453/10255491.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68097855","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 2

LoRa Alliance Certification - Journal of ICT LoRa联盟认证-ICT杂志

Journal of ICT Standardization Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.912

Derek Hunt

引用次数: 1

Intent-Driven Closed Loops for Autonomous Networks 自主网络的意图驱动闭环

Journal of ICT Standardization Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.929

Pedro Henrique Gomes;Magnus Buhrgard;János Harmatos;Swarup Kumar Mohalik;Dinand Roeland;Jörg Niemöller

{"title":"Intent-Driven Closed Loops for Autonomous Networks","authors":"Pedro Henrique Gomes;Magnus Buhrgard;János Harmatos;Swarup Kumar Mohalik;Dinand Roeland;Jörg Niemöller","doi":"10.13052/jicts2245-800X.929","DOIUrl":"https://doi.org/10.13052/jicts2245-800X.929","url":null,"abstract":"Closed loops are key enablers for automation that have been successfully used in many industries for long, and more recently for computing and networking applications. The Zero-touch network and service management (ZSM) framework introduced standardized components that allow the creation, execution, and governance of multiple closed loops, enabling zero-touch management of end-to-end services across different management domains. However, the coordinated and optimal instantiation and operation of multiple closed loops is an open question that is left for implementation by the ZSM specifications. In this paper, we propose a methodology that uses intents as a way of communicating requirements to be considered by autonomous management domains to coordinate hierarchies of closed loops. The intent-driven methodology facilitates hierarchical and peer interactions for delegation and escalation of intents. Furthermore, it extends the existing management capabilities of the ZSM framework and facilitates conflict-free integration of closed loops by setting optimal (and non-conflicting) goals that each closed loop in the hierarchy needs to account for. We show an example of the application of the proposed methodology in a network slicing assurance use case. The new capabilities introduced in this paper can be considered as an extension of the ZSM framework to be used in scenarios where multiple intent-driven closed loops exist.","PeriodicalId":36697,"journal":{"name":"Journal of ICT Standardization","volume":"9 2","pages":"257-290"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/10251929/10255460/10255461.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68121006","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 14

Authentication Mechanisms in the 5G System 5G系统中的认证机制

Journal of ICT Standardization Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.921

Xiaoting Huang;Takahito Yoshizawa;Sheeba Backia Mary Baskaran

引用次数: 0

I2BN: Intelligent Intent Based Networks I2BN：基于智能意图的网络

Journal of ICT Standardization Pub Date : 2021-01-01 DOI: 10.13052/jicts2245-800X.926

Péter Szilágyi

{"title":"I2BN: Intelligent Intent Based Networks","authors":"Péter Szilágyi","doi":"10.13052/jicts2245-800X.926","DOIUrl":"https://doi.org/10.13052/jicts2245-800X.926","url":null,"abstract":"Intent based network management reduces the complexity of network programming from a growing set of deeply technical APIs to context-free high-level objectives that the network should autonomously achieve and keep. The practical implementation of an intent based network requires substantial automation technology embedded in the network. Automation should cover the entire lifecycle of intents, from their ingestion to fulfillment and assurance. This article investigates the feasibility of automatically assembling interworking implementation units into intent specific automation pipelines, where units are reusable self-learning closed loop micro-services with self-declared capabilities. Each closed loop may gain knowledge and respond to dynamically changing network conditions, thereby enabling network autonomy in reaching the declared intent objectives. The human-network intent interface for expressing intents is proposed to be based on the aggregation of the deployed network and service automation capabilities, rather than a formalism decoupled from the actual network implementation. This principle removes the ambiguity and compatibility gap between human intent definition and machine intent fulfillment, while retaining the flexibility and extendibility of the intents offered by any specific system via onboarding additional micro-services with novel capabilities. The concepts discussed by the article fit into the architecture and closed loop work items already defined by ETSI ZSM and provides considerations towards new areas such as intent driven autonomous networks and enablers for automation.","PeriodicalId":36697,"journal":{"name":"Journal of ICT Standardization","volume":"9 2","pages":"159-200"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/10251929/10255460/10255479.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68121018","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 7