Search Results for author: Sheeraz A. Alvi

Found 4 papers, 0 papers with code

IoT Ground Sensing Systems for Early Wildfire Detection: Technologies, Challenges and Opportunities

no code implementations18 Dec 2023 Chiu Chun Chan, Sheeraz A. Alvi, Xiangyun Zhou, Salman Durrani, Nicholas Wilson, Marta Yebra

Challenges related to the development and implementation of IoT ground sensing systems for early wildfire detection and the future research directions important for creating a robust detection system to combat the growing threat of wildfires worldwide are discussed.

Anomaly Detection

UAV-assisted IoT Monitoring Network: Adaptive Multiuser Access for Low-Latency and High-Reliability Under Bursty Traffic

no code implementations25 Apr 2023 Nilupuli Senadhira, Salman Durrani, Sheeraz A. Alvi, Nan Yang, Xiangyun Zhou

In this work, we propose an adaptive system design for an Internet of Things (IoT) monitoring network with latency and reliability requirements, where IoT devices generate time-critical and event-triggered bursty traffic, and an unmanned aerial vehicle (UAV) aggregates and relays sensed data to the base station.

Federated Learning Cost Disparity for IoT Devices

no code implementations17 Apr 2022 Sheeraz A. Alvi, Yi Hong, Salman Durrani

We model the learning gain achieved by an IoT device against its participation cost as its utility.

Federated Learning

Utility Fairness for the Differentially Private Federated Learning

no code implementations11 Sep 2021 Sheeraz A. Alvi, Yi Hong, Salman Durrani

We identify that this results in utility unfairness because the same global model is shared among the devices.

Fairness Federated Learning

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