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Fuzzy Control Based Resource Scheduling in IoT Edge Computing

Computers, Materials & Continua 2022年第6期71卷 4855-4870页

作者： samah alhazmi Kailash Kumar Soha Alhelaly College of Computing and Informatics Saudi Electronic UniversityRiyadhKingdom of Saudi Arabia

Edge Computing is a new technology in Internet of Things(IoT)paradigm that allows sensitive data to be sent to disperse devices quickly and without *** is identical to Fog,except its positioning in the end devices is much nearer to end-users,making it process and respond to clients in less ***,it aids sensor networks,real-time streaming apps,and the IoT,all of which require high-speed and dependable internet *** such an IoT system,Resource Scheduling Process(RSP)seems to be one of the most important *** paper presents a RSP for Edge Computing(EC).The resource characteristics are first standardized and ***,for task scheduling,a Fuzzy Control based Edge Resource Scheduling(FCERS)is *** results demonstrate that this technique enhances resource scheduling efficiency in EC and Quality of Service(QoS).The experimental study revealed that the suggested FCERS method in this work converges quicker than the other *** method reduces the total computing cost,execution time,and energy consumption on average compared to the *** ES allocates higher processing resources to each user in case of limited availability of MDs;this results in improved task execution time and a reduced total task computation ***,the proposed FCERS m 1m may more efficiently fetch user requests to suitable resource categories,increasing user requirements.

关键词： IoT edge computing resource scheduling task scheduling fuzzy control

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Intelligent Automation & Soft Computing 2023年第6期36卷 3487-3499页

作者： samah alhazmi Shahnawaz Khan Mohammad Haider Syed College of Computing and Informatics Saudi Electronic UniversityRiyadh11673Saudi Arabia Country Bahrain Polytechnic Isa Town33349Bahrain

Quality education is one of the primary objectives of any nation-build-ing strategy and is one of the seventeen Sustainable Development Goals(SDGs)by the United *** provide quality education,delivering top-quality con-tent is not ***,understanding the learners’emotions during the learning process is equally ***,most of this research work uses general data accessed from Twitter or other publicly available *** databases are generally not an ideal representation of the actual learning process and the learners’sentiments about the learning *** research has col-lected real data from the learners,mainly undergraduate university students of dif-ferent regions and *** analyzing the emotions of the students,appropriate steps can be suggested to improve the quality of education they *** order to understand the learning emotions,the XLNet technique is *** investigated the transfer learning method to adopt an efficient model for learners’sentiment detection and classification based on real *** experiment on the collected data shows that the proposed approach outperforms aspect enhanced sentiment analysis and topic sentiment analysis in the online learning community.

关键词： Transfer learning AI modeling optimization sentiment analysis deep learning

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A Multi-Stage Secure IoT Authentication Protocol

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Computer Systems Science & Engineering 2023年第4期45卷 459-481页

作者： Khalid Alhusayni Raniyah Wazirali Mousa AlAkhras Marwah Almasri samah alhazmi College of Computing and Informatics Saudi Electronic UniversityRiyadh11673Saudi Arabia King Abdullah II School for Information Technology The University of JordanAmman11942Jordan

The Internet of Things(IoT)is a network of heterogeneous and smart devices that can make decisions without human *** can connect millions of devices across the *** ability to collect information,perform analysis,and even come to meaningful conclusions without human capital intervention *** circumstances require stringent security measures and,in particular,the extent of *** applied in the IoT paradigm point out high-interest levels since enormous damage will occur if a malicious,wrongly authenticated device finds its way into the IoT *** research provides a clear and updated view of the trends in the IoT authentication *** the issues covered include a series of authentication protocols that have remained research gaps in various *** study applies a comparative evaluation of authentication protocols,including their strengths and ***,it forms the foundation in the IoT authentication field of *** that direction,a multi authentication architecture that involves secured means is proposed for protocol *** analysis can affect the security of the ***-Abadi-Needham(BAN)logic provides proof of the attainment of mutual ***3 simulator tool is used to compare the performance of the proposed protocol to verify the formal security offered by the BAN logic.

关键词： Internet of Things(IoT) security authentication BAN logic sensor networks

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