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The application of machine learning (ML) to communication systems is expected to play a pivotal role in future artificial intelligence (AI)-based next-generation wireless networks. While most existing works focus on ML techniques for static…

Machine Learning · Computer Science 2025-11-04 Sivaram Krishnan , Jinho Choi , Jihong Park , Gregory Sherman , Benjamin Campbell

In recent years, traffic flow prediction has become a highlight in the field of intelligent transportation systems. However, due to the temporal variations and dynamic spatial correlations of traffic data, traffic prediction remains highly…

Artificial Intelligence · Computer Science 2025-06-04 Tianfan Jiang , Mei Wu , Wenchao Weng , Dewen Seng , Yiqian Lin

Delay tolerant Ad-hoc Networks make use of mobility of relay nodes to compensate for lack of permanent connectivity and thus enable communication between nodes that are out of range of each other. To decrease delivery delay, the information…

Networking and Internet Architecture · Computer Science 2009-01-19 Eitan Altman , Francesco De Pellegrini

In this paper, we compute the expected number of vehicles with at least one two-hop path to a fixed roadside unit (RSU) in a multi-hop, one-dimensional vehicular ad hoc network (VANET) where other cars can act as relays. The pairwise…

Networking and Internet Architecture · Computer Science 2022-06-30 Alexander P. Kartun-Giles , Konstantinos Koufos , Xiao Lu , Dusit Niyato

Urban vehicle-to-vehicle (V2V) link scheduling with shared spectrum is a challenging problem. Its main goal is to find the scheduling policy that can maximize system performance (usually the sum capacity of each link or their energy…

Networking and Internet Architecture · Computer Science 2023-10-13 Lihao Zhang , Haijian Sun , Jin Sun , Ramviyas Parasuraman , Yinghui Ye , Rose Qingyang Hu

Autonomous vehicles (AVs) are about to be used in transportation systems in the near future. To increase the level of safety and throughput of these vehicles, dedicated lanes for AVs have been suggested in past studies as exclusive mobility…

Physics and Society · Physics 2019-04-18 Amirreza Nickkar , Young-Jae Lee

Realizing delay-capacity in intermittently connected mobile networks remains a largely open question, with state-of-the-art routing schemes typically focusing either on delay or on capacity. We show the feasibility of routing with both high…

Networking and Internet Architecture · Computer Science 2014-01-24 Dhrubojyoti Roy , Mukundan Sridharan , Satyajeet Deshpande , Anish Arora

Rogue nodes broadcasting false information in beacon messages may lead to catastrophic consequences in Vehicular Ad Hoc Networks (VANETs). Previous researchers used either cryptography, trust scores, or past vehicle data to detect rogue…

Networking and Internet Architecture · Computer Science 2021-08-24 Anirudh Paranjothi , Mohammed Atiquzzaman

Vehicular Ad Hoc Networks (VANET) is a very promising research venue that can offers many useful and critical applications including the safety applications. Most of these applications require that each vehicle knows precisely its current…

Networking and Internet Architecture · Computer Science 2012-05-09 Samir A. Elsagheer Mohamed , A. Nasr , Gufran Ahmad Ansari

This work considers a parallel task execution strategy in vehicular edge computing (VEC) networks, where edge servers are deployed along the roadside to process offloaded computational tasks of vehicular users. To minimize the overall…

Networking and Internet Architecture · Computer Science 2025-12-19 Sungho Cho , Sung Il Choi , Seung Hyun Oh , Ian P. Roberts , Sang Hyun Lee

Time synchronization in communication networks provides a common time frame among all nodes, thussupporting various network functions such as message transmission, channel scheduling and resourcesharing in real-time and in correct order. In…

Networking and Internet Architecture · Computer Science 2018-11-13 Khondokar Fida Hasan , Charles Wang , Yanming Feng , Yu-Chu Tian

As a special type of mobile ad hoc network (MANET), the flying ad hoc network (FANET) has the potential to enable a variety of emerging applications in both civilian wireless communications (e.g., 5G and 6G) and the defense industry. The…

Networking and Internet Architecture · Computer Science 2023-08-02 Die Hu , Shaoshi Yang , Min Gong , Zhiyong Feng , Xuejun Zhu

Reactive routing protocols like Ad Hoc On-Demand Distance Vector Routing (AODV) and Dynamic Source Routing (DSR)in Ad-Hoc Wireless Networks which are used in Mobile and Ad Hoc Networks (MANETs) work by flooding the network with control…

Cryptography and Security · Computer Science 2010-05-04 Jayesh Kataria , P. S. Dhekne , Sugata Sanyal

Vehicular ad hoc networks (VANETs) facilitate vehicles to broadcast beacon messages to ensure road safety. Rogue nodes in VANETs cause a Sybil attack to create an illusion of fake traffic congestion by broadcasting malicious information…

Cryptography and Security · Computer Science 2021-08-25 Anirudh Paranjothi , Mohammed Atiquzzaman

The emergence of congestion is a critical phenomenon in transport systems. Transport is organized along pathways abstracted by links, which connect different nodes as regions to form the network. The modeling of traffic has so far mainly…

Physics and Society · Physics 2023-03-23 Zhidong He

Broadcast routing has become an important research field for vehicular ad-hoc networks (VANETs) recently. However, the packet delivery rate is generally low in existing VANET broadcast routing protocols. Therefore, the design of an…

Networking and Internet Architecture · Computer Science 2013-12-25 Weifeng Sun , Feng Xia , Jianhua Ma , Tong Fu , Yu Sun

Vehicular Ad-hoc Network (VANET) has emerged as a promising solution for enhancing road safety. Routing of messages in VANET is challenging due to packet delays arising from high mobility of vehicles, frequently changing topology, and high…

Networking and Internet Architecture · Computer Science 2018-05-31 Anirudh Paranjothi , Mohammad S. Khan , Mohammed Atiquzzaman

Adhoc networks are formed by intermediate nodes which agree to relay traffic.The link between nodes is broken when a node rejects to relay traffic. Various parameters like depreciation in the energy of a node, distance between nodes and…

Networking and Internet Architecture · Computer Science 2014-11-03 Sahaaya Arul Mary , Jasmine Beulah Gnanadurai

Currently the area of VANET lacks in having some better designed algorithms to handle dynamic change and frequent disruption due to the high mobility of the vehicles. There are many techniques to disseminate messages across the moving…

Networking and Internet Architecture · Computer Science 2012-11-13 Muhammad Ziad Nayyer

Currently, there are computer vision systems that help us with tasks that would be dull for humans, such as surveillance and vehicle tracking. An important part of this analysis is to identify traffic anomalies. An anomaly tells us that…