Pub Date : 2024-08-21DOI: 10.1109/tnsm.2024.3447532
Mahsa Raeiszadeh, Amin Ebrahimzadeh, Roch H. Glitho, Johan Eker, Raquel A. F. Mini
{"title":"Real-Time Adaptive Anomaly Detection in Industrial IoT Environments","authors":"Mahsa Raeiszadeh, Amin Ebrahimzadeh, Roch H. Glitho, Johan Eker, Raquel A. F. Mini","doi":"10.1109/tnsm.2024.3447532","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3447532","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"98 3 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187223","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}
Pub Date : 2024-08-19DOI: 10.1109/tnsm.2024.3444275
Yong Xiao, Jianxun Liu, Guosheng Kang, Buqing Cao
{"title":"Group Feature Aggregation for Web Service Recommendations","authors":"Yong Xiao, Jianxun Liu, Guosheng Kang, Buqing Cao","doi":"10.1109/tnsm.2024.3444275","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3444275","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"27 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187225","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}
Pub Date : 2024-08-19DOI: 10.1109/tnsm.2024.3445369
Xin Wang, Jianhui Lv, Adam Slowik, B.D. Parameshachari, Keqin Li, Chien-Ming Chen, Saru Kumari
{"title":"DLLF-2EN: Energy-Efficient Next Generation Mobile Network With Deep Learning-Based Load Forecasting","authors":"Xin Wang, Jianhui Lv, Adam Slowik, B.D. Parameshachari, Keqin Li, Chien-Ming Chen, Saru Kumari","doi":"10.1109/tnsm.2024.3445369","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3445369","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"38 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187226","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}
Pub Date : 2024-08-19DOI: 10.1109/tnsm.2024.3443872
Menglan Hu, Hao Wang, Xiaohui Xu, Jianwen He, Yi Hu, Tianping Deng, Kai Peng
{"title":"Joint Optimization of Microservice Deployment and Routing in Edge via Multi-Objective Deep Reinforcement Learning","authors":"Menglan Hu, Hao Wang, Xiaohui Xu, Jianwen He, Yi Hu, Tianping Deng, Kai Peng","doi":"10.1109/tnsm.2024.3443872","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3443872","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"18 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187224","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}
Pub Date : 2024-08-19DOI: 10.1109/tnsm.2024.3441231
Xiaohuan Li, Bitao Chen, Junchuan Fan, Jiawen Kang, Jin Ye, Xun Wang, Dusit Niyato
{"title":"Cloud-Edge-End Collaborative Intelligent Service Computation Offloading: A Digital Twin Driven Edge Coalition Approach for Industrial IoT","authors":"Xiaohuan Li, Bitao Chen, Junchuan Fan, Jiawen Kang, Jin Ye, Xun Wang, Dusit Niyato","doi":"10.1109/tnsm.2024.3441231","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3441231","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"44 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187228","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}
Pub Date : 2024-08-16DOI: 10.1109/tnsm.2024.3444909
Xu Yu, Yan Lu, Feng Jiang, Qiang Hu, Junwei Du, Dunwei Gong
{"title":"A Cross-Domain Intrusion Detection Method Based on Nonlinear Augmented Explicit Features","authors":"Xu Yu, Yan Lu, Feng Jiang, Qiang Hu, Junwei Du, Dunwei Gong","doi":"10.1109/tnsm.2024.3444909","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3444909","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"7 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187227","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}
Pub Date : 2024-08-16DOI: 10.1109/TNSM.2024.3445123
Idayat O. Sanusi;Karim M. Nasr
Distributed Radio Resource Management (RRM) solutions are gaining an increasing interest recently, especially when a large number of devices are present as in the case of a wireless industrial network. Self-organisation relying on distributed RRM schemes is envisioned to be one of the key pillars of 5G and beyond Ultra Reliable Low Latency Communication (URLLC) networks. Reinforcement learning is emerging as a powerful distributed technique to facilitate self-organisation. In this paper, spectrum sharing in a Device-to-Device (D2D)-enabled wireless network is investigated, targeting URLLC applications. A distributed scheme denoted as Reinforcement Learning Based Matching (RLBM) which combines reinforcement learning and matching theory, is presented with the aim of achieving an autonomous device-based resource allocation. A distributed local Q-table is used to avoid global information gathering and a stateless Q-learning approach is adopted, therefore reducing requirements for a large state-action mapping. Simulation case studies are used to verify the performance of the presented approach in comparison with other RRM techniques. The presented RLBM approach results in a good tradeoff of throughput, complexity and signalling overheads while maintaining the target Quality of Service/Experience (QoS/QoE) requirements of the different users in the network.
{"title":"A Reinforcement Learning Approach for D2D Spectrum Sharing in Wireless Industrial URLLC Networks","authors":"Idayat O. Sanusi;Karim M. Nasr","doi":"10.1109/TNSM.2024.3445123","DOIUrl":"10.1109/TNSM.2024.3445123","url":null,"abstract":"Distributed Radio Resource Management (RRM) solutions are gaining an increasing interest recently, especially when a large number of devices are present as in the case of a wireless industrial network. Self-organisation relying on distributed RRM schemes is envisioned to be one of the key pillars of 5G and beyond Ultra Reliable Low Latency Communication (URLLC) networks. Reinforcement learning is emerging as a powerful distributed technique to facilitate self-organisation. In this paper, spectrum sharing in a Device-to-Device (D2D)-enabled wireless network is investigated, targeting URLLC applications. A distributed scheme denoted as Reinforcement Learning Based Matching (RLBM) which combines reinforcement learning and matching theory, is presented with the aim of achieving an autonomous device-based resource allocation. A distributed local Q-table is used to avoid global information gathering and a stateless Q-learning approach is adopted, therefore reducing requirements for a large state-action mapping. Simulation case studies are used to verify the performance of the presented approach in comparison with other RRM techniques. The presented RLBM approach results in a good tradeoff of throughput, complexity and signalling overheads while maintaining the target Quality of Service/Experience (QoS/QoE) requirements of the different users in the network.","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"21 5","pages":"5410-5419"},"PeriodicalIF":4.7,"publicationDate":"2024-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142224452","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}
Pub Date : 2024-08-14DOI: 10.1109/tnsm.2024.3443285
Kaushik Mishra, Santosh Kumar Majhi, Kshira Sagar Sahoo, Sourav Kumar Bhoi, Monowar Bhuyan, Amir H. Gandomi
{"title":"Collaborative Cloud Resource Management and Task Consolidation Using JAYA Variants","authors":"Kaushik Mishra, Santosh Kumar Majhi, Kshira Sagar Sahoo, Sourav Kumar Bhoi, Monowar Bhuyan, Amir H. Gandomi","doi":"10.1109/tnsm.2024.3443285","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3443285","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"11 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187230","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}
Pub Date : 2024-08-14DOI: 10.1109/tnsm.2024.3443644
Yibo Zhang, Xiangwang Hou, Guoyu Du, Qi Li, Mian Ahmad Jan, Alireza Jolfaei, Muhammad Usman
{"title":"Machine Learning-Based Reliable Transmission for UAV Networks With Hybrid Multiple Access","authors":"Yibo Zhang, Xiangwang Hou, Guoyu Du, Qi Li, Mian Ahmad Jan, Alireza Jolfaei, Muhammad Usman","doi":"10.1109/tnsm.2024.3443644","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3443644","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"60 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142224454","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}
Pub Date : 2024-08-13DOI: 10.1109/tnsm.2024.3442826
Run-Hua Shi, Xia-Qin Fang
{"title":"Quantum Scheme for Privacy-Preserving Range MAX/MIN Query in Edge-Based Internet of Things","authors":"Run-Hua Shi, Xia-Qin Fang","doi":"10.1109/tnsm.2024.3442826","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3442826","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"18 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187229","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}
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