Search Results - "Ferdowsi, Aidin"
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Machine Learning for Wireless Connectivity and Security of Cellular-Connected UAVs
Published in IEEE wireless communications (01-02-2019)“…Cellular-connected UAVs will inevitably be integrated into future cellular networks as new aerial mobile users. Providing cellular connectivity to UAVs will…”
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Neural Combinatorial Deep Reinforcement Learning for Age-Optimal Joint Trajectory and Scheduling Design in UAV-Assisted Networks
Published in IEEE journal on selected areas in communications (01-05-2021)“…In this article, an unmanned aerial vehicle (UAV)-assisted wireless network is considered in which a battery-constrained UAV is assumed to move towards…”
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3
Sleeping Multi-Armed Bandit Learning for Fast Uplink Grant Allocation in Machine Type Communications
Published in IEEE transactions on communications (01-08-2020)“…Scheduling fast uplink grant transmissions for machine type communications (MTCs) is one of the main challenges of future wireless systems. In this paper, a…”
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4
Deep Learning for Signal Authentication and Security in Massive Internet-of-Things Systems
Published in IEEE transactions on communications (01-02-2019)“…Secure signal authentication is arguably one of the most challenging problems in the Internet of Things (IoT), due to the large-scale nature of the system and…”
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Deep Reinforcement Learning for Minimizing Age-of-Information in UAV-Assisted Networks
Published in 2019 IEEE Global Communications Conference (GLOBECOM) (01-01-2019)“…Unmanned aerial vehicles (UAVs) are expected to be a key component of the next-generation wireless systems. Due to their deployment flexibility, UAVs are being…”
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Conference Proceeding -
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Deep Learning-Based Dynamic Watermarking for Secure Signal Authentication in the Internet of Things
Published in 2018 IEEE International Conference on Communications (ICC) (01-05-2018)“…Securing the Internet of Things (IoT) is a necessary milestone toward expediting the deployment of its applications and services. In particular, the…”
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Conference Proceeding -
7
Brainstorming Generative Adversarial Network (BGAN): Toward Multiagent Generative Models With Distributed Data Sets
Published in IEEE internet of things journal (01-03-2024)“…To achieve a high-learning accuracy, generative adversarial networks (GANs) must be fed by large data sets that adequately represent the data space. However,…”
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Distributed Conditional Generative Adversarial Networks (GANs) for Data-Driven Millimeter Wave Communications in UAV Networks
Published in IEEE transactions on wireless communications (01-03-2022)“…In this paper, a novel framework is proposed to perform data-driven air-to-ground channel estimation for millimeter wave (mmWave) communications in an unmanned…”
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Brainstorming Generative Adversarial Networks (BGANs): Towards Multi-Agent Generative Models With Distributed Datasets
Published in IEEE internet of things journal (26-09-2023)“…To achieve a high learning accuracy, generative adversarial networks (GANs) must be fed by large datasets that adequately represent the data space. However, in…”
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10
Reinforcement Learning for Deceiving Reactive Jammers in Wireless Networks
Published in IEEE transactions on communications (01-06-2021)“…Conventional anti-jamming methods mostly rely on frequency hopping to hide or escape from jammers. These approaches are not efficient in terms of bandwidth…”
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Drones in Distress: A Game-Theoretic Countermeasure for Protecting UAVs Against GPS Spoofing
Published in IEEE internet of things journal (01-04-2020)“…One prominent security threat that targets unmanned aerial vehicles (UAVs) is the capture via global positioning system (GPS) spoofing in which an attacker…”
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Cyber-Physical Security and Safety of Autonomous Connected Vehicles: Optimal Control Meets Multi-Armed Bandit Learning
Published in IEEE transactions on communications (01-10-2019)“…Autonomous connected vehicles (ACVs) rely on intra-vehicle sensors such as camera and radar as well as inter-vehicle communication to operate effectively which…”
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13
Convergence of Communications, Control, and Machine Learning for Secure and Autonomous Vehicle Navigation
Published in IEEE wireless communications (01-08-2024)“…Connected and autonomous vehicles (CAVs) can reduce human errors in traffic accidents, increase road efficiency, and execute various tasks ranging from…”
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Distributed Generative Adversarial Networks for mmWave Channel Modeling in Wireless UAV Networks
Published in ICC 2021 - IEEE International Conference on Communications (01-06-2021)“…In this paper, a novel framework is proposed to enable air-to-ground channel modeling over millimeter wave (mmWave) frequencies in an unmanned aerial vehicle…”
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Conference Proceeding -
15
Colonel Blotto Game for Sensor Protection in Interdependent Critical Infrastructure
Published in IEEE internet of things journal (15-02-2021)“…Securing the physical components of a city's interdependent critical infrastructure (ICI), such as power, natural gas, and water systems is a challenging task…”
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Generative Adversarial Networks for Distributed Intrusion Detection in the Internet of Things
Published in 2019 IEEE Global Communications Conference (GLOBECOM) (01-12-2019)“…To reap the benefits of the Internet of Things (IoT), it is imperative to secure the system against cyber attacks in order to enable mission critical and…”
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Conference Proceeding -
17
Interdependence-Aware Game-Theoretic Framework for Secure Intelligent Transportation Systems
Published in IEEE internet of things journal (15-11-2021)“…The operation of future intelligent transportation systems (ITSs), communications infrastructure (CI), and power grids (PGs) will be highly interdependent. In…”
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Robust Deep Reinforcement Learning for Security and Safety in Autonomous Vehicle Systems
Published in 2018 21st International Conference on Intelligent Transportation Systems (ITSC) (01-11-2018)“…The dependence of autonomous vehicles (AVs) on sensors and communication links exposes them to cyber-physical (CP) attacks by adversaries that seek to take…”
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Conference Proceeding -
19
Deep Learning for Rain Fade Prediction in Satellite Communications
Published in 2021 IEEE Globecom Workshops (GC Wkshps) (01-12-2021)“…Line of sight satellite systems, unmanned aerial vehicles, high-altitude platforms, and microwave links that operate on frequency bands such as Ka-band or…”
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Conference Proceeding -
20
Deep Learning for Rain Fade Prediction in Satellite Communications
Published 01-10-2021“…Line of sight satellite systems, unmanned aerial vehicles, high-altitude platforms, and microwave links that operate on frequency bands such as Ka-band or…”
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