Drone transportation system: Systematic review of security dynamics for smart mobility

SO Ajakwe, DS Kim, JM Lee - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
The intelligence and integrity of a real-time cyber–physical system depend on how
trustworthy the data's legitimacy, appropriation, and authorization are during end-to-end …

ALIEN: Assisted learning invasive encroachment neutralization for secured drone transportation system

SO Ajakwe, VU Ihekoronye, DS Kim, JM Lee - Sensors, 2023 - mdpi.com
Priority-based logistics and the polarization of drones in civil aviation will cause an
extraordinary disturbance in the ecosystem of future airborne intelligent transportation …

Malicious UAV detection using various modalities

S Dafrallah, M Akhloufi - Drone Systems and Applications, 2024 - cdnsciencepub.com
Unmanned aerial vehicles, also known as drones, have seen increasing interest in recent
years. This surge of interest is based on technological advancements, enhanced …

DrIFT: Autonomous Drone Dataset with Integrated Real and Synthetic Data, Flexible Views, and Transformed Domains

F Dadboud, H Azad, V Mehta, M Bolic… - arXiv preprint arXiv …, 2024 - arxiv.org
Dependable visual drone detection is crucial for the secure integration of drones into the
airspace. However, drone detection accuracy is significantly affected by domain shifts due to …

SynDroneVision: A Synthetic Dataset for Image-Based Drone Detection

TR Lenhard, A Weinmann, K Franke, T Koch - arXiv preprint arXiv …, 2024 - arxiv.org
Developing robust drone detection systems is often constrained by the limited availability of
large-scale annotated training data and the high costs associated with real-world data …

Multidimensional Perspective to Data Preprocessing for Model Cognition Verity: Data Preparation and Cleansing-Approaches for Model Optimal Feedback Validation

SO Ajakwe, O Deji-Oloruntoba… - Recent Trends and …, 2024 - igi-global.com
Reliable data analysis depends on effective data preparation, especially since AI-driven
business intelligence depends on unbiased and error-free data for decision-making …

Machine Learning in UAV-Assisted Smart Farming

SO Ajakwe, NF Esomonu… - … of Machine Learning …, 2024 - igi-global.com
Over the years, economic loss in the agricultural sector has been attributed to the late
detection of varying plant diseases due to incongruent detection technologies. With the …

UAV Detection for Aerial Vehicles using YOLOv8

DV Sairam, R Bhuvaneswari… - … on Integrated Circuits …, 2024 - ieeexplore.ieee.org
In response to rising security concerns with drones, our research overcomes the
shortcomings of current systems by developing a novel YOLOv8-based technique for UAV …