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Implementing a unit to collect road traffic data using AXIS Object Analytics, and send it using LoRaWAN, with tests of power draw in various temperatures

Niedziolka, Gabriel LU and Bernhardsson, Casper LU (2025) EITL05 20241
Department of Electrical and Information Technology
Abstract
Road traffic is inherently complex, and visualizing it through collected data can offer valuable insights. This paper describes the design and implementation of a secure device that can count different types of vehicles as they pass using computer vision, whilst respecting individual privacy. The device was evaluated for its accuracy and its ability to provide data consistently, and showed to be reliable. Furthermore, an improved version of the device was tested to see how its power consumption varies at different ambient temperatures ranging from -20 to 50 °C, and the idea of installing it off-grid is discussed briefly.
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author
Niedziolka, Gabriel LU and Bernhardsson, Casper LU
supervisor
organization
course
EITL05 20241
year
type
M2 - Bachelor Degree
subject
keywords
vehicle counter, LoRaWAN, AXIS, AXIS Object Analytics, computer vision, camera, machine learning, AI, traffic, road traffic, off grid, power consumption, power draw, low bandwidth, limited bandwidth, privacy, security
report number
LU/LTH-EIT 2025-1040
language
English
id
9185627
date added to LUP
2025-03-03 11:11:36
date last changed
2025-03-03 11:11:36
@misc{9185627,
  abstract     = {{Road traffic is inherently complex, and visualizing it through collected data can offer valuable insights. This paper describes the design and implementation of a secure device that can count different types of vehicles as they pass using computer vision, whilst respecting individual privacy. The device was evaluated for its accuracy and its ability to provide data consistently, and showed to be reliable. Furthermore, an improved version of the device was tested to see how its power consumption varies at different ambient temperatures ranging from -20 to 50 °C, and the idea of installing it off-grid is discussed briefly.}},
  author       = {{Niedziolka, Gabriel and Bernhardsson, Casper}},
  language     = {{eng}},
  note         = {{Student Paper}},
  title        = {{Implementing a unit to collect road traffic data using AXIS Object Analytics, and send it using LoRaWAN, with tests of power draw in various temperatures}},
  year         = {{2025}},
}