105 citations · 180 across the 8 of their papers we have counts for
8 papers
DOSM: Demand-Prediction based Online Service Management for Vehicular Edge Computing Networks
Anum Talpur, Mohan Gurusamy
In this work, we investigate an online service management problem in vehicular edge computing networks. To satisfy the varying service demands of mobile vehicles, a service managem…
Optimizing Vehicle-to-Edge Mapping with Load Balancing for Attack-Resilience in IoV
Anum Talpur, Mohan Gurusamy
Attack-resilience is essential to maintain continuous service availability in Internet of Vehicles (IoV) where critical tasks are carried out. In this paper, we address the problem…
On Attack-Resilient Service Placement and Availability in Edge-enabled IoV Networks
Anum Talpur, Mohan Gurusamy
Achieving network resilience in terms of attack tolerance and service availability is critically important for Internet of Vehicles (IoV) networks where vehicles require assistance…
GFCL: A GRU-based Federated Continual Learning Framework against Data Poisoning Attacks in IoV
Anum Talpur, Mohan Gurusamy
Integration of machine learning (ML) in 5G-based Internet of Vehicles (IoV) networks has enabled intelligent transportation and smart traffic management. Nonetheless, the security…
Adversarial Attacks Against Deep Reinforcement Learning Framework in Internet of Vehicles
Anum Talpur, Mohan Gurusamy
Machine learning (ML) has made incredible impacts and transformations in a wide range of vehicular applications. As the use of ML in Internet of Vehicles (IoV) continues to advance…
DRLD-SP: A Deep Reinforcement Learning-based Dynamic Service Placement in Edge-Enabled Internet of Vehicles
Anum Talpur, Mohan Gurusamy
The growth of 5G and edge computing has enabled the emergence of Internet of Vehicles. It supports different types of services with different resource and service requirements. How…
Reinforcement Learning-based Dynamic Service Placement in Vehicular Networks
Anum Talpur, Mohan Gurusamy
The emergence of technologies such as 5G and mobile edge computing has enabled provisioning of different types of services with different resource and service requirements to the v…
Machine Learning for Security in Vehicular Networks: A Comprehensive Survey
Anum Talpur, Mohan Gurusamy
Machine Learning (ML) has emerged as an attractive and viable technique to provide effective solutions for a wide range of application domains. An important application domain is v…