Pub Date : 2024-09-04DOI: 10.1109/tccn.2024.3454273
Lei Zhao, Lin Cai, Wu-Sheng Lu
{"title":"Accelerating Federated Learning for Edge Intelligence Using Conjugated Central Acceleration With Inexact Global Line Search","authors":"Lei Zhao, Lin Cai, Wu-Sheng Lu","doi":"10.1109/tccn.2024.3454273","DOIUrl":"https://doi.org/10.1109/tccn.2024.3454273","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":null,"pages":null},"PeriodicalIF":8.6,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142138152","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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 : 2024-08-29DOI: 10.1109/tccn.2024.3451724
Van-Phuc Bui, Thinh Q. Dinh, Israel Leyva-Mayorga, Shashi Raj Pandey, Eva Lagunas, Petar Popovski
{"title":"Semantic Image Encoding and Communication for Earth Observation With LEO Satellites","authors":"Van-Phuc Bui, Thinh Q. Dinh, Israel Leyva-Mayorga, Shashi Raj Pandey, Eva Lagunas, Petar Popovski","doi":"10.1109/tccn.2024.3451724","DOIUrl":"https://doi.org/10.1109/tccn.2024.3451724","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":null,"pages":null},"PeriodicalIF":8.6,"publicationDate":"2024-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142101205","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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 : 2024-08-29DOI: 10.1109/tccn.2024.3452053
Arun Kumar Sangaiah, Jayakrishnan Anandakrishnan, Aniruth Reddy Devarapelly, Muhammad Luqman Arif Bin Mohamad, Gui-Bin Bian, Mohammed J. F. Alenazi, Salman A. AlQahtani
{"title":"R-UAV-Net: Enhanced YOLOv4 With Graph-Semantic Compression for Transformative UAV Sensing in Paddy Agronomy","authors":"Arun Kumar Sangaiah, Jayakrishnan Anandakrishnan, Aniruth Reddy Devarapelly, Muhammad Luqman Arif Bin Mohamad, Gui-Bin Bian, Mohammed J. F. Alenazi, Salman A. AlQahtani","doi":"10.1109/tccn.2024.3452053","DOIUrl":"https://doi.org/10.1109/tccn.2024.3452053","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":null,"pages":null},"PeriodicalIF":8.6,"publicationDate":"2024-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142101207","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Reconfigurable RAN Slicing for Ultra-Dense LEO Satellite Networks via DRL","authors":"Yuru Liu, Ting Ma, Xiaohan Qin, Haibo Zhou, Xuemin Shen","doi":"10.1109/tccn.2024.3449643","DOIUrl":"https://doi.org/10.1109/tccn.2024.3449643","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":null,"pages":null},"PeriodicalIF":8.6,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142085108","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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 : 2024-08-26DOI: 10.1109/TCCN.2024.3449649
Zeyu Tian;Li Wang;Lianming Xu;Chen Xu;Aiguo Fei
Many rescue missions critically rely on effective perception and real-time decision making, which hinge on efficient data collection and dissemination. This study introduces a hierarchical coded caching framework leveraging symbiotic communication, enabling backscatter devices (BDs) to relay information. By strategically caching coded map fragments across unmanned aerial vehicles (UAVs) equipped with BDs, collaborative uploading is fostered to enhance dissemination reliability. We derive the precise successful transmission probabilities for both symbiotic and active communication modes. A coupling relationship between reliable transmission and effective coverage is established, and a joint probability model is deduced to evaluate the effective recovery area of disaster maps. To maximize effective coverage, a deep reinforcement learning (DRL)-based multi-agent dynamic decision algorithm is proposed, optimizing the selection of sensing UAVs, allocation of bandwidth resources, and adjustment of coded caching parameters to accommodate real-time map updates. Simulation results validate the significant improvement in the effective recovery area of disaster maps achieved by the proposed scheme.
{"title":"Coded Caching for Reliable Map Dissemination in Symbiotic Communication Aided Emergency UAV Systems","authors":"Zeyu Tian;Li Wang;Lianming Xu;Chen Xu;Aiguo Fei","doi":"10.1109/TCCN.2024.3449649","DOIUrl":"10.1109/TCCN.2024.3449649","url":null,"abstract":"Many rescue missions critically rely on effective perception and real-time decision making, which hinge on efficient data collection and dissemination. This study introduces a hierarchical coded caching framework leveraging symbiotic communication, enabling backscatter devices (BDs) to relay information. By strategically caching coded map fragments across unmanned aerial vehicles (UAVs) equipped with BDs, collaborative uploading is fostered to enhance dissemination reliability. We derive the precise successful transmission probabilities for both symbiotic and active communication modes. A coupling relationship between reliable transmission and effective coverage is established, and a joint probability model is deduced to evaluate the effective recovery area of disaster maps. To maximize effective coverage, a deep reinforcement learning (DRL)-based multi-agent dynamic decision algorithm is proposed, optimizing the selection of sensing UAVs, allocation of bandwidth resources, and adjustment of coded caching parameters to accommodate real-time map updates. Simulation results validate the significant improvement in the effective recovery area of disaster maps achieved by the proposed scheme.","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142085109","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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/tccn.2024.3445380
Jifa Zhang, Mingqian Liu, Jie Tang, Nan Zhao, Dusit Niyato, Xianbin Wang
{"title":"Joint Design for RIS-Aided ISAC via Deep Unfolding Learning","authors":"Jifa Zhang, Mingqian Liu, Jie Tang, Nan Zhao, Dusit Niyato, Xianbin Wang","doi":"10.1109/tccn.2024.3445380","DOIUrl":"https://doi.org/10.1109/tccn.2024.3445380","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":null,"pages":null},"PeriodicalIF":8.6,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142007576","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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/tccn.2024.3445342
Jianhua Tang, Fangfang Chen, Jiaping Li, Zilong Liu
{"title":"Learn to Schedule: Data Freshness-Oriented Intelligent Scheduling in Industrial IoT","authors":"Jianhua Tang, Fangfang Chen, Jiaping Li, Zilong Liu","doi":"10.1109/tccn.2024.3445342","DOIUrl":"https://doi.org/10.1109/tccn.2024.3445342","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":null,"pages":null},"PeriodicalIF":8.6,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142007378","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}