Essays about: "edge devices"

Showing result 21 - 25 of 133 essays containing the words edge devices.

  1. 21. Real Time Vehicle Detection for Intelligent Transportation Systems

    University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

    Author : Elda Shurdhaj; Ulehla Christián; [2023]
    Keywords : Unmanned aerial vehicles UAVs ; vehicle detection; CNN architecture; snow cover; NVD; Yolov5s; Yolov8s; Faster R-CNN; real-time processing; edge devices;

    Abstract : This thesis aims to analyze how object detectors perform under winter weather conditions, specifically in areas with varying degrees of snow cover. The investigation will evaluate the effectiveness of commonly used object detection methods in identifying vehicles in snowy environments, including YOLO v8, Yolo v5, and Faster R-CNN. READ MORE

  3. 22. Gunshot Detection and Direction of Arrival Estimation Using Machine Learning and Received Signal Power

    University essay from Linköpings universitet/Institutionen för systemteknik

    Author : David Grahn; Timothy Cooper; [2023]
    Keywords : Direction of arrival; Machine Learning; Received signal power; Project Ngulia; Gunshot Detection; Poaching;

    Abstract : Poaching is a persistent issue that threatens many of earth’s species including therhino. The methods used by poachers are varied, but many use guns to carry outtheir illegal activities. Gunfire is extremely loud and can be heard for kilometres. READ MORE

  4. 23. Edge Computing Security for IoT : A Systematic Literature Review

    University essay from Linnéuniversitetet/Institutionen för datavetenskap och medieteknik (DM)

    Author : Albin Johnsson; Adam Nordling; [2023]
    Keywords : ;

    Abstract : This study conducts a systematic literature review (SLR) to explore the security threats, their mitigation strategies, and the roles of blockchain and 5G technologies in enhancing the security of IoT devices in edge computing environments. Utilizing digital libraries as resources, the review examines three research questions that delve into the common security threats for IoT devices in edge computing, the unique security issues for sensors, gateways, and actuators, and the advantages of integrating blockchain and 5G technologies into edge computing security for IoT systems. READ MORE

  5. 24. Federated Self-supervised Learning in Computer Vision

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Jonas Frankemölle; [2023]
    Keywords : ;

    Abstract : With an ever-increasing amount of available image data, self-supervised learning (SSL) circumvents the necessity for annotations in traditional supervised learning methods. SSL methods such as SimSiam have shown excellent results on popular benchmark datasets, even outperforming supervised methods. READ MORE

  6. 25. Energy Consumption Trade-Offs Of Computating Offloading in 5G Networks

    University essay from Umeå universitet/Institutionen för fysik

    Author : Otto Nilsson; [2023]
    Keywords : ;

    Abstract : The launch of the 5th Generation (5G) mobile network allows for wireless communication at increased throughput rates and reduced latency compared to its predecessors and has opened for new possibilities in terms of computation offloading where demanding processes can be referred to powerful servers.User equipment (UE), i.e. READ MORE