{"title":"基于影响力最大化的车联网混合广告传播方法","authors":"Junfang Zheng;Junling Shi;Qiang He;Enchao Zhang;Ammar Hawbani;Liang Zhao","doi":"10.1109/LNET.2023.3296081","DOIUrl":null,"url":null,"abstract":"As a key service of the Internet of Vehicles (IoV), vehicle advertising can capture the interest of potential customers and generate revenue for nearby merchants. However, due to the dynamics of vehicles, IoV suffers from unstable communication links between vehicles, which reduces the delivery ratio of vehicle advertising. To address this challenge and progress beyond the state-of-the-art work, this letter adopts Digital Twin (DT) to construct a social relationship model of vehicles and proposes a seed determination scheme for advertising dissemination. On this basis, a Deep Q-network (DQN)-based vehicle advertising dissemination scheme is proposed to determine the updating frequency of the seeds and further improve dissemination efficiency.","PeriodicalId":100628,"journal":{"name":"IEEE Networking Letters","volume":"5 4","pages":"218-222"},"PeriodicalIF":0.0000,"publicationDate":"2023-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"An Influence Maximization-Based Hybrid Advertising Dissemination for Internet of Vehicles\",\"authors\":\"Junfang Zheng;Junling Shi;Qiang He;Enchao Zhang;Ammar Hawbani;Liang Zhao\",\"doi\":\"10.1109/LNET.2023.3296081\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"As a key service of the Internet of Vehicles (IoV), vehicle advertising can capture the interest of potential customers and generate revenue for nearby merchants. However, due to the dynamics of vehicles, IoV suffers from unstable communication links between vehicles, which reduces the delivery ratio of vehicle advertising. To address this challenge and progress beyond the state-of-the-art work, this letter adopts Digital Twin (DT) to construct a social relationship model of vehicles and proposes a seed determination scheme for advertising dissemination. On this basis, a Deep Q-network (DQN)-based vehicle advertising dissemination scheme is proposed to determine the updating frequency of the seeds and further improve dissemination efficiency.\",\"PeriodicalId\":100628,\"journal\":{\"name\":\"IEEE Networking Letters\",\"volume\":\"5 4\",\"pages\":\"218-222\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-07-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Networking Letters\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10185649/\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Networking Letters","FirstCategoryId":"1085","ListUrlMain":"https://ieeexplore.ieee.org/document/10185649/","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
An Influence Maximization-Based Hybrid Advertising Dissemination for Internet of Vehicles
As a key service of the Internet of Vehicles (IoV), vehicle advertising can capture the interest of potential customers and generate revenue for nearby merchants. However, due to the dynamics of vehicles, IoV suffers from unstable communication links between vehicles, which reduces the delivery ratio of vehicle advertising. To address this challenge and progress beyond the state-of-the-art work, this letter adopts Digital Twin (DT) to construct a social relationship model of vehicles and proposes a seed determination scheme for advertising dissemination. On this basis, a Deep Q-network (DQN)-based vehicle advertising dissemination scheme is proposed to determine the updating frequency of the seeds and further improve dissemination efficiency.