International Conference on Computer and Knowledge Engineering

Home / 13th International Conference on Computer and Knowledge Engineering

Delay Optimization of a Federated Learning-based UAV-aided IoT network

Authors :

Hossein Mohammadi Firouzjaei¹ Javad Zeraatkar Moghaddam² Mehrdad Ardebilipour³

1- Khajeh Nasir Toosi University of Technology 2- University of Birjand 3- Khajeh Nasir Toosi University of Technology

Keywords :

UAV،SWIPT،IoT،FL

Abstract :

This paper explores the integration of power splitting(PS) simultaneous wireless information and power transfer (SWIPT) architecture and federated learning (FL) in Internet of Things (IoT) networks. The use of SWIPT allows power-constrained devices to simultaneously harvest energy and transmit data, addressing the energy limitations faced by IoT devices. The proposed scenario involves an Unmanned Arial Vehicle (UAV) serving as the base station (BS) and edge server, aggregating weight updates from IoT devices and unicasting aggregated updates to each device. The results demonstrate the feasibility of FL in IoT scenarios, ensuring communication efficiency without depleting device batteries.

List of archived papers

Decentralized Federated Learning in IoT Environments: A Hierarchical Approach

Majid Mohammadpour - Seyedakbar Mostafavi

A Vision-Based Method for Human Activity Recognition Using Local Binary Pattern

Babak Goodarzi - Reza Javidan - Mohammad Sadegh Rezaei

Depression Diagnosis Using Optimization of Nonlinear EEG Features Based on Parametric Learning Tactics

Ali Asadi Zeidabadi - Melika Changizi - Mahdi Zolfagharzadeh Kermani - Sara Bargi Barkouk

FAST: FPGA Acceleration of Neural Networks Training

Alireza Borhani - Mohammad Hossein Goharinejad - Hamid Reza Zarandi

Hate Sentiment Recognition System For Persian Language

Pegah Shams jey - Arash Hemmati - Ramin Toosi - Mohammad ali Akhaee

Link Prediction for Recommendation based on Complex Representation of Items Similarities

Masoumeh Alinia - Seyed Mohammad Hossein Hasheminejad - Hadi Shakibian

Compressing Deep Neural Networks Using Explainable AI

Kimia Soroush - Mohsen Raji - Behnam Ghavami

A Review on Machine Learning Methods for Workload Prediction in Cloud Computing

Mohammad Yekta - Hadi Shahriar Shahhoseini

Low-Cost and Hardware Efficient Implementation of Pooling Layers for Stochastic CNN Accelerators

Mobin Vaziri - Hadi Jahanirad

MultiPath ViT OCR: A Lightweight Visual Transformer-based License Plate Optical Character Recognition

Alireza Azadbakht - Saeed Reza Kheradpisheh - Hadi Farahani

more

Samin Hamayesh - Version 41.5.3