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An optimal three-tier prioritization-based multiflow scheduling in cloud-assisted smart healthcare
IF 7.7 2区 计算机科学
Journal of Network and Computer Applications Pub Date : 2025-02-25 DOI: 10.1016/j.jnca.2025.104143
Sarthak , Anshul Verma , Pradeepika Verma
{"title":"An optimal three-tier prioritization-based multiflow scheduling in cloud-assisted smart healthcare","authors":"Sarthak ,&nbsp;Anshul Verma ,&nbsp;Pradeepika Verma","doi":"10.1016/j.jnca.2025.104143","DOIUrl":"10.1016/j.jnca.2025.104143","url":null,"abstract":"<div><div>Internet of Things is significantly advancing the development of modern interconnected networks. Coordinated with cloud computing, this technology becomes even more powerful, cost-effective, and reliable. These advancements are rapidly being integrated into modern healthcare through innovations such as smart ambulances, remote monitoring systems, and smart hospitals, enhancing tracking, analysis, and alerting capabilities. However, these innovations also bring challenges, particularly in task allocation and resource management for safety-critical systems that must meet stringent quality of service while efficiently utilizing resources. This paper introduces a new heuristic Three-Tier Prioritization based Multiflow Scheduling (TTPMS) approach for smart healthcare in cloud, utilizing the adaptive multi-criteria decision-making. The proposed TTPMS algorithm prioritizes tasks across three levels, considering factors such as urgency, deadlines, budget, and impact value within the workflow, and then dynamically selects the most suitable virtual machine for allocation. Performance comparisons were made against traditional approaches like the Prioritized Sorted Task-Based Algorithm (PSTBA) and the Max–Min algorithm. Experiments conducted using the Eclipse IDE with Java, demonstrated that the proposed approach significantly outperforms traditional algorithms across multiple metrics, including success rates for deadlines and budgets, as well as the resource utilization. It achieved a 98% deadline adherence rate, outperforming Max–Min (93%) and PSTBA (60%). Additionally, TTPMS surpassed budget adherence metrics, achieving a 76% success rate compared to PSTBA (72%) and Max–Min (70%). For combined adherence to both deadlines and budgets, TTPMS achieved a 74% success rate, outperforming PSTBA (33%) and Max–Min (63%). These results highlight the effectiveness of TTPMS in scheduling the healthcare applications.</div></div>","PeriodicalId":54784,"journal":{"name":"Journal of Network and Computer Applications","volume":"238 ","pages":"Article 104143"},"PeriodicalIF":7.7,"publicationDate":"2025-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143519008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
DAPNEML: Disease-diet associations prediction in a NEtwork using a machine learning based approach
IF 7.7 2区 计算机科学
Journal of Network and Computer Applications Pub Date : 2025-02-19 DOI: 10.1016/j.jnca.2025.104140
Rashmeet Toor, Inderveer Chana
{"title":"DAPNEML: Disease-diet associations prediction in a NEtwork using a machine learning based approach","authors":"Rashmeet Toor,&nbsp;Inderveer Chana","doi":"10.1016/j.jnca.2025.104140","DOIUrl":"10.1016/j.jnca.2025.104140","url":null,"abstract":"<div><div>Generic notions about associations between certain diseases and diets are quite popular, but there are many evidences of other unknown disease-diet associations in literature that need to be fully explored. Such associations are currently being studied by medical researchers through meta-analysis or other prospective studies limiting it to a certain population or area. This study aims to use a combined view of such associations from literature for predicting unknown associations using advanced computational techniques including Network Analysis and Machine Learning. Disease-Diet Associations Prediction in a NEtwork using Machine Learning (DAPNEML) is an approach designed to curate known disease-diet and diet-diet associations data from literature, visualize and integrate the data in the form of a network, extract features from these complex interdependencies using network algorithms and predict unknown associations using machine learning. The predictions are performed in two phases, with the first predicting if an association exists between disease-diet whereas the second predicting the nature of its association (diet is harmful or helpful for a disease). Accuracies achieved in phase 1 and phase 2 are 83% and 76% respectively. The proposed approach can be of great help for researchers and biomedical professionals in constructing diet based disease progressions.</div></div>","PeriodicalId":54784,"journal":{"name":"Journal of Network and Computer Applications","volume":"238 ","pages":"Article 104140"},"PeriodicalIF":7.7,"publicationDate":"2025-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143488302","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An expert system for privacy-preserving vessel detection leveraging optimized Extended-YOLOv7 and SHA-256
IF 7.7 2区 计算机科学
Journal of Network and Computer Applications Pub Date : 2025-02-18 DOI: 10.1016/j.jnca.2025.104139
Rupa Ch. , Akhil Babu N. , N.V. Rishika G. , M. Navena , Gautam Srivastava , Thippa Reddy Gadekallu
{"title":"An expert system for privacy-preserving vessel detection leveraging optimized Extended-YOLOv7 and SHA-256","authors":"Rupa Ch. ,&nbsp;Akhil Babu N. ,&nbsp;N.V. Rishika G. ,&nbsp;M. Navena ,&nbsp;Gautam Srivastava ,&nbsp;Thippa Reddy Gadekallu","doi":"10.1016/j.jnca.2025.104139","DOIUrl":"10.1016/j.jnca.2025.104139","url":null,"abstract":"<div><div>Maritime data security plays a crucial role in in Navy and Coastal Areas, where the detection of vessels is sensitive as well as boundless and demands privacy preservation and accurate identification. While manual identification of vessels can be challenging, advancements in Cryptographic hash functions, Deep Learning technology, and image processing have simplified the task. However, existing techniques like YOLOv3, with its struggles in handling unusual aspect ratios, YOLOv5’s low mean average precision, and R-CNN’s increased complexity and lack of privacy preservation, motivate the need for an improved approach. In lieu of this, we propose an Extended-YOLOv7 model as a more effective detection solution due to its favorable characteristics like CSPNet, Feature Fusion Module (FFM), Spatial Pyramid Pooling (SPP), and Non-Maximum Suppression (NMS). Additionally, utilization of the gradient descent algorithm aims to optimize system performance. To ensure privacy preservation, our work employs the widely recognized and secure hashing algorithm SHA-256, which is extensively used for data security. The proposed system facilitates detecting vessel traffic in designated areas such as ports and harbours as well as enables real-time vessel detection and tracking for enhanced security and safety purposes. In addition to safeguarding sensitive data, our research addresses compliance with privacy regulations, mitigates the risks of data breaches, and upholds ethical considerations. With the integration of these driving factors, this work strives to elevate the security analysis of detected maritime vessels, foster a sense of trust and assurance, and promote the use of ethical data management techniques. The proposed model provides better performance than other state-of-the-art methods. Specifically, this is accomplished by achieving a 9.3% increase in Precision over YOLOv7.</div></div>","PeriodicalId":54784,"journal":{"name":"Journal of Network and Computer Applications","volume":"238 ","pages":"Article 104139"},"PeriodicalIF":7.7,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143600584","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Comprehensive Survey of Smart Contracts Vulnerability Detection Tools: Techniques and Methodologies
IF 7.7 2区 计算机科学
Journal of Network and Computer Applications Pub Date : 2025-02-18 DOI: 10.1016/j.jnca.2025.104142
Niosha Hejazi, Arash Habibi Lashkari
{"title":"A Comprehensive Survey of Smart Contracts Vulnerability Detection Tools: Techniques and Methodologies","authors":"Niosha Hejazi,&nbsp;Arash Habibi Lashkari","doi":"10.1016/j.jnca.2025.104142","DOIUrl":"10.1016/j.jnca.2025.104142","url":null,"abstract":"<div><div>The widespread use of blockchain technology has highlighted smart contracts as crucial components in digital transactions. However, their susceptibility to vulnerabilities poses significant challenges to security and dependability. This survey presents a comprehensive evaluation of 256 smart contracts analysis tools, categorized by methodologies such as fuzzing, machine learning, symbolic execution, and formal verification. Through theoretical and practical assessments, this paper offers insights into the current landscape of smart contracts vulnerability detection tools. Additionally, the paper systematically evaluates selected tools based on real-world datasets. The results show that while many tools perform well, they do not fully cover all vulnerability types accurately, highlighting the need for improved integration of detection methodologies. The findings aim to bridge gaps in existing methods, guiding future improvements for enhancing the security of blockchain applications.</div></div>","PeriodicalId":54784,"journal":{"name":"Journal of Network and Computer Applications","volume":"237 ","pages":"Article 104142"},"PeriodicalIF":7.7,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143471597","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Energy-efficient hierarchical dynamic depth adjustment routing protocol for UWSN with distributed sink mobility and semantic self-healing
IF 7.7 2区 计算机科学
Journal of Network and Computer Applications Pub Date : 2025-02-18 DOI: 10.1016/j.jnca.2025.104136
T.R. Chenthil, G.C. Jagan, S. Ranjith, G. Balachandran
{"title":"Energy-efficient hierarchical dynamic depth adjustment routing protocol for UWSN with distributed sink mobility and semantic self-healing","authors":"T.R. Chenthil,&nbsp;G.C. Jagan,&nbsp;S. Ranjith,&nbsp;G. Balachandran","doi":"10.1016/j.jnca.2025.104136","DOIUrl":"10.1016/j.jnca.2025.104136","url":null,"abstract":"<div><div>Underwater Wireless Sensor Networks (UWSNs) play a pivotal role in marine exploration and monitoring, yet face significant challenges in maintaining energy efficiency and dynamic adaptability. This paper introduces the Energy-efficient Hierarchical Dynamic Depth Adjustment Routing Protocol (EHDDAHRP) for UWSNs. EHDDAHRP integrates innovative features, including Distributed Sink Mobility and Semantic Self-healing, to enhance UWSN performance. The protocol employs a hierarchical structure, considering proximity, energy levels, and communication range during node initialization. Cluster formation criteria ensure balanced energy distribution, and the selection of Cluster Heads (CHs) is based on residual energy. Inter-cluster communication and dynamic adaptation mechanisms optimize network efficiency. A dynamic depth adjustment mechanism responds to environmental variables adapting the routing tree depth dynamically. The protocol introduces distributed sink mobility for strategic sink relocation and a semantic self-healing algorithm for context-aware fault recovery. EHDDAHRP presents a promising solution for UWSNs, offering improved adaptability, fault recovery, and overall network efficiency.</div></div>","PeriodicalId":54784,"journal":{"name":"Journal of Network and Computer Applications","volume":"238 ","pages":"Article 104136"},"PeriodicalIF":7.7,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143510139","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MuLPP: A multi-level privacy preserving for blockchain-based bilateral P2P energy trading
IF 7.7 2区 计算机科学
Journal of Network and Computer Applications Pub Date : 2025-02-17 DOI: 10.1016/j.jnca.2025.104141
Juhar Abdella , Zahir Tari , Redowan Mahmud
{"title":"MuLPP: A multi-level privacy preserving for blockchain-based bilateral P2P energy trading","authors":"Juhar Abdella ,&nbsp;Zahir Tari ,&nbsp;Redowan Mahmud","doi":"10.1016/j.jnca.2025.104141","DOIUrl":"10.1016/j.jnca.2025.104141","url":null,"abstract":"<div><div>Challenges pertaining to user anonymity and data privacy are among the major concerns in blockchain-based bilateral Peer-to-Peer Energy Trading (P2P-ET). However, existing solutions focus only on user anonymity and are severely exposed to fake energy offers that can lead to denial-of-service attacks. Moreover, the off-chain communication mechanism used for private energy negotiation is computationally inefficient. This paper proposes a Multi-Level Privacy-Preserving system (MuLPP) for blockchain-based bilateral P2P-ET that provides user anonymity, energy price and energy amount privacy while protecting against fake energy offers. To address the privacy concerns in a comprehensive way, MuLPP offers three levels of privacy: public-level, energy authority-level and participant-level. MuLPP is based on blockchain smart contracts, RSA accumulators, public key aggregation and BLS-based multi-signature to achieve user anonymity, data privacy, robustness against fake energy offers and security in off-chain negotiation. This paper also proposes a permissioned anonymous decentralized P2P off-chain communication protocol, known as PADPeC, to enhance the privacy and performance of off-chain energy negotiations. Experimental results conducted in a real environment indicate that MuLPP provides 75 to 100 times lower on-chain latency. On the other hand, PADPeC reduces the message-sending time and the number of message exchanges in the off-chain communication by a factor of 4123 and 7.88 respectively compared to the existing systems. Formal security verification conducted using AVISPA security verification tool also revealed that the system is secure against various attacks such as sybil, network flooding and fake energy offer attack.</div></div>","PeriodicalId":54784,"journal":{"name":"Journal of Network and Computer Applications","volume":"237 ","pages":"Article 104141"},"PeriodicalIF":7.7,"publicationDate":"2025-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143453110","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
PRISM: PSI and Voronoi diagram based Automated Exposure Notification with location privacy
IF 7.7 2区 计算机科学
Journal of Network and Computer Applications Pub Date : 2025-02-13 DOI: 10.1016/j.jnca.2025.104129
Jiezhen Tang , Hui Zhu , Liqun Chen , Fengwei Wang , Hui Li
{"title":"PRISM: PSI and Voronoi diagram based Automated Exposure Notification with location privacy","authors":"Jiezhen Tang ,&nbsp;Hui Zhu ,&nbsp;Liqun Chen ,&nbsp;Fengwei Wang ,&nbsp;Hui Li","doi":"10.1016/j.jnca.2025.104129","DOIUrl":"10.1016/j.jnca.2025.104129","url":null,"abstract":"<div><div>Automated Exposure Notification techniques have been developed as pervasive risk assessment tools in public crisis management, particularly for the containment of infectious diseases. However, the widely adopted Bluetooth Low Energy or location-based AEN techniques face challenges in simultaneously providing fined-grained, real-time, and location privacy-preserving detection and notification. Therefore, we propose PRISM, an enhanced and hierarchical AEN scheme, offering both efficiency and security. Specifically, by analyzing the geographic properties of contact tracing in crisis, we first construct a Voronoi diagram map for detailed disaster-related data collection and management. Then, we introduce Hazardous Monitoring for broadcasting disaster information, which enables citizens to conveniently receive updates from public crisis management departments and rapidly recognize potential risks. In addition, we design Secure Exposure Identification, leveraging the Voronoi diagram and homomorphic encryption-based Private Set Intersection (PSI), allowing citizens to securely trace and identify contact with infected individuals. Detailed security analysis confirms that PRISM effectively safeguards citizens against privacy breaches. Finally, a PRISM system is developed and implemented for testing under real-world constraints, with experiment results indicating its efficacy and operational efficiency.</div></div>","PeriodicalId":54784,"journal":{"name":"Journal of Network and Computer Applications","volume":"237 ","pages":"Article 104129"},"PeriodicalIF":7.7,"publicationDate":"2025-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143463644","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Efficient fault tolerance and diagnosis mechanism for Network-on-Chips
IF 7.7 2区 计算机科学
Journal of Network and Computer Applications Pub Date : 2025-02-11 DOI: 10.1016/j.jnca.2025.104133
Mengjie Lv, Hui Dong, Weibei Fan
{"title":"Efficient fault tolerance and diagnosis mechanism for Network-on-Chips","authors":"Mengjie Lv,&nbsp;Hui Dong,&nbsp;Weibei Fan","doi":"10.1016/j.jnca.2025.104133","DOIUrl":"10.1016/j.jnca.2025.104133","url":null,"abstract":"<div><div>The Network-on-Chip (NoC) integrates all components within a System-on-Chip (SoC), positioning itself as the SoC’s most critical element. The interconnection network, which forms the foundational topology of the NoC, significantly impacts its performance. As network scale and complexity increase, the inevitability of faults emerges, underscoring the crucial need for robust fault tolerance. In this paper, we introduce a novel conditional fault model, the partial block fault (PBF) model, aimed at enhancing network fault tolerance. This model addresses the distribution of faulty node and guarantees that, even after their removal, the remaining networks maintain normal communication. Leveraging this model, we examine the fault-tolerant capability of <span><math><mi>k</mi></math></span>-ary <span><math><mi>m</mi></math></span>-cube networks <span><math><msubsup><mrow><mi>Q</mi></mrow><mrow><mi>m</mi></mrow><mrow><mi>k</mi></mrow></msubsup></math></span> and provide a theoretical analysis demonstrating the network’s connectivity. We then present an <span><math><mrow><mi>O</mi><mrow><mo>(</mo><mi>N</mi><mo>log</mo><mi>N</mi><mo>)</mo></mrow></mrow></math></span> algorithm, named DIAG-PBF, designed to ascertain the status of nodes in <span><math><msubsup><mrow><mi>Q</mi></mrow><mrow><mi>m</mi></mrow><mrow><mi>k</mi></mrow></msubsup></math></span> while allowing for the sacrifice of some fault-free nodes, where <span><math><mi>N</mi></math></span> represents the total number of nodes in <span><math><msubsup><mrow><mi>Q</mi></mrow><mrow><mi>m</mi></mrow><mrow><mi>k</mi></mrow></msubsup></math></span>. Performance analysis indicates that our fault tolerance results surpass previously known benchmarks. Additionally, experimental evaluations reveal that our approach supports a low transmission failure rate, further validating its efficacy.</div></div>","PeriodicalId":54784,"journal":{"name":"Journal of Network and Computer Applications","volume":"237 ","pages":"Article 104133"},"PeriodicalIF":7.7,"publicationDate":"2025-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143395511","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
BAS-NDN: BlockChain based mobile producer authentication scheme for Named Data Networking
IF 7.7 2区 计算机科学
Journal of Network and Computer Applications Pub Date : 2025-02-11 DOI: 10.1016/j.jnca.2025.104135
Guangquan Xu , Chenghe Dong , Cong Wang , Feng Feng
{"title":"BAS-NDN: BlockChain based mobile producer authentication scheme for Named Data Networking","authors":"Guangquan Xu ,&nbsp;Chenghe Dong ,&nbsp;Cong Wang ,&nbsp;Feng Feng","doi":"10.1016/j.jnca.2025.104135","DOIUrl":"10.1016/j.jnca.2025.104135","url":null,"abstract":"<div><div>Named Data Network (NDN) is a content-centric, name-based communication architecture, with a push-based communication model naturally supports consumer mobility. However, the management of producer prefix authentication during mobility is challenging due to NDN’s name-based mechanism, which facilitates direct interaction between producers and the forwarding plane. The current solutions fail to balance security and efficiency. To address insecure interactions arising from producer mobility, we introduce a protocol for blockchain-based mobile producer authentication (BAS-NDN). Our protocol relies on a novel elliptic curve-based certificateless signcryption scheme, which is easy to deploy, provides both signature and encryption, and avoids complex certificate management and key escrow problems. This makes it suitable for secure and efficient mobile management in NDN. In addition, the proposed scheme efficiently authenticates the producer’s prefixes by enforcing the producer to publish routing updates that use only valid prefixes. This design renders it resistant to prefix hijacking attacks. Through analyzing under the random oracle model, it is also resistant to both Type I and Type II adversaries present in certificateless signcryption. Finally, experimental analysis indicates that our scheme provides significant performance benefits.</div></div>","PeriodicalId":54784,"journal":{"name":"Journal of Network and Computer Applications","volume":"237 ","pages":"Article 104135"},"PeriodicalIF":7.7,"publicationDate":"2025-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143420070","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimizing cloud resource management with an IoT-enabled optimized virtual machine migration scheme for improved efficiency
IF 7.7 2区 计算机科学
Journal of Network and Computer Applications Pub Date : 2025-02-10 DOI: 10.1016/j.jnca.2025.104137
Chunjing Liu, Lixiang Ma, Minfeng Zhang, Haiyan Long
{"title":"Optimizing cloud resource management with an IoT-enabled optimized virtual machine migration scheme for improved efficiency","authors":"Chunjing Liu,&nbsp;Lixiang Ma,&nbsp;Minfeng Zhang,&nbsp;Haiyan Long","doi":"10.1016/j.jnca.2025.104137","DOIUrl":"10.1016/j.jnca.2025.104137","url":null,"abstract":"<div><div>Cloud computing manages many resources and alterations to meet the demands made by consumers at multiple locations and in numerous applications. Cloud computing presents a significant obstacle to efficient resource usage and balance of loads due to the dynamic nature of consumer requirements and tasks. The inflexibility of conventional methods guarantees inadequate outcomes and waste of resources. Motivated by improved cloud infrastructure management, the present research introduces a novel approach to load optimization and migrating Virtual Machines (VMs) based on agents modelled and Internet of Things (IoT) devices. This research aims to boost cloud performance primarily by optimizing the utilization of resources and distribution of workloads. Hence, a novel approach, the Optimized Virtual Machine Migration Scheme (OVMMS), is introduced that uses the Squirrel Search Algorithm (SSA) for migrating VMs. By emulating squirrel behaviour during migration and search, these agents maximize load balance and the distribution of resources. During the analysis, IoT devices were enabled to monitor and control cloud resources to minimize wastage. Results from experimental analysis demonstrate that the proposed strategy outperforms the state-of-the-art in numerous key areas, including service dissemination, load mitigation, managing failures, mitigating time, and endurance of VM. The results show that the number of failures and the time it takes to mitigate them have dropped dramatically, while services' efficiency and distribution rates have improved substantially. The results illustrate that the squirrel-driven approach holds significant potential for addressing vital issues in cloud computing scenarios. This method asserts that optimizing the distribution of resources and the allocation of workloads may improve systems adaptability, service dependability, and cloud infrastructure operations. The proposed scheme maximizes load mitigation by 11.59%, service dissemination by 8.1%, and VM availability by 8.56%, reducing failures by 12.12% for the maximum service providers.</div></div>","PeriodicalId":54784,"journal":{"name":"Journal of Network and Computer Applications","volume":"237 ","pages":"Article 104137"},"PeriodicalIF":7.7,"publicationDate":"2025-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143430024","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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