Evaluation Tool for a Road Surface Algorithm

Modern cars are often equipped with sensors like radar, infrared cameras and stereo cameras that collect information about its surroundings. By using a stereo camera, it is possible to receive information about the distance to points in front of the car. This information can be used to estimate the...

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Main Author: Manfredsson, Johan
Format: Others
Language:English
Published: Linköpings universitet, Datorseende 2017
Subjects:
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-138936
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spelling ndltd-UPSALLA1-oai-DiVA.org-liu-1389362017-06-30T06:01:53ZEvaluation Tool for a Road Surface AlgorithmengManfredsson, JohanLinköpings universitet, Datorseende2017Signal ProcessingImage processingImage analysisRoad surface previewComputer visionStereo cameraSignal ProcessingSignalbehandlingModern cars are often equipped with sensors like radar, infrared cameras and stereo cameras that collect information about its surroundings. By using a stereo camera, it is possible to receive information about the distance to points in front of the car. This information can be used to estimate the height of the predicted path of the car. An application which does this is the stereo based Road surface preview (RSP) algorithm. By using the output from the RSP algorithm it is possible to use active suspension control, which controls the vertical movement of the wheels relative to the chassis. This application primarily makes the driving experience more comfortable, but also extends the durability of the vehicle. The idea behind this Master’s thesis is to create an evaluation tool for the RSP algorithm, which can be used at arbitrary roads.  The thesis describes the proposed evaluation tool, where focus has been to make an accurate comparison of camera data received from the RSP algorithm and laser data used as ground truth in this thesis. Since the tool shall be used at the company proposing this thesis, focus has also been on making the tool user friendly. The report discusses the proposed methods, possible sources to errors and improvements. The evaluation tool considered in this thesis shows good results for the available test data, which made it possible to include an investigation of a possible improvement of the RSP algorithm. Student thesisinfo:eu-repo/semantics/bachelorThesistexthttp://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-138936application/pdfinfo:eu-repo/semantics/openAccess
collection NDLTD
language English
format Others
sources NDLTD
topic Signal Processing
Image processing
Image analysis
Road surface preview
Computer vision
Stereo camera
Signal Processing
Signalbehandling
spellingShingle Signal Processing
Image processing
Image analysis
Road surface preview
Computer vision
Stereo camera
Signal Processing
Signalbehandling
Manfredsson, Johan
Evaluation Tool for a Road Surface Algorithm
description Modern cars are often equipped with sensors like radar, infrared cameras and stereo cameras that collect information about its surroundings. By using a stereo camera, it is possible to receive information about the distance to points in front of the car. This information can be used to estimate the height of the predicted path of the car. An application which does this is the stereo based Road surface preview (RSP) algorithm. By using the output from the RSP algorithm it is possible to use active suspension control, which controls the vertical movement of the wheels relative to the chassis. This application primarily makes the driving experience more comfortable, but also extends the durability of the vehicle. The idea behind this Master’s thesis is to create an evaluation tool for the RSP algorithm, which can be used at arbitrary roads.  The thesis describes the proposed evaluation tool, where focus has been to make an accurate comparison of camera data received from the RSP algorithm and laser data used as ground truth in this thesis. Since the tool shall be used at the company proposing this thesis, focus has also been on making the tool user friendly. The report discusses the proposed methods, possible sources to errors and improvements. The evaluation tool considered in this thesis shows good results for the available test data, which made it possible to include an investigation of a possible improvement of the RSP algorithm.
author Manfredsson, Johan
author_facet Manfredsson, Johan
author_sort Manfredsson, Johan
title Evaluation Tool for a Road Surface Algorithm
title_short Evaluation Tool for a Road Surface Algorithm
title_full Evaluation Tool for a Road Surface Algorithm
title_fullStr Evaluation Tool for a Road Surface Algorithm
title_full_unstemmed Evaluation Tool for a Road Surface Algorithm
title_sort evaluation tool for a road surface algorithm
publisher Linköpings universitet, Datorseende
publishDate 2017
url http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-138936
work_keys_str_mv AT manfredssonjohan evaluationtoolforaroadsurfacealgorithm
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