Year 2018

• Badanie stanu nawierzchni drogowej z wykorzystaniem uczenia maszynowego

  Publication

  • D. Grabowski
  • A. Czyżewski

  - Magazyn Autostrady - Year 2018

  W artykule opisano budowę systemu informowania o stanie nawierzchni drogowej z wykorzystaniem metod cyfrowego przetwarzania obrazów oraz uczenia maszynowego. Efektem wykonanych prac badawczych jest eksperymentalna platforma, pozwalająca na rejestrację uszkodzeń na drogach, system do analizy, przetwarzania i klasyfikacji danych oraz webowa aplikacja użytkownika do przeglądu stanu nawierzchni w wybranej lokalizacji.

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• Economical methods for measuring road surface roughness

  Publication

  • D. Grabowski
  • M. Szczodrak
  • A. Czyżewski

  - Metrology and Measurement Systems - Year 2018

  Two low-cost methods of estimating the road surface condition are presented in the paper, the first one based on the use of accelerometers and the other on the analysis of images acquired from cameras installed in a vehicle. In the first method, miniature positioning and accelerometer sensors are used for evaluation of the road surface roughness. The device designed for installation in vehicles is composed of a GPS receiver and...

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• Employing economical methods for pavement defects estimation

  Publication

  • M. Szczodrak
  • D. Grabowski
  • A. Czyżewski

  - MATEC Web of Conferences - Year 2018

  It is a common practise that measurements of road surface conditions are made using professional and expensive apparatus. Typically a van or a truck equipped with a set of professional sensors i.e. laser scanners of surface is used, therefore the measurement update period is often quite long. Two alternative low-cost methods for estimating road pavement defects and failures were proposed and investigated by the authors. The first...

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