Moving object tracker using sensor fusion of ultrasonic range finder and accelerometer

We present an accurate real-time moving object tracker using an α–β–γ filter for a position/acceleration sensor fusion system comprising ultrasonic range finders and an accelerometer. For this sensor fusion system, an optimal and stable α–β–γ filter receiving simultaneous measurements of position/ac...

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Main Authors: Kenshi Saho, Yusuke Takahashi, Masao Masugi
Format: Article
Language:English
Published: Taylor & Francis Group 2017-01-01
Series:Journal of International Council on Electrical Engineering
Subjects:
Online Access:http://dx.doi.org/10.1080/22348972.2016.1277447
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spelling doaj-6c4bd79256f74a9b978aa328a13a94ac2020-11-25T00:48:02ZengTaylor & Francis GroupJournal of International Council on Electrical Engineering2234-89722017-01-0171344010.1080/22348972.2016.12774471277447Moving object tracker using sensor fusion of ultrasonic range finder and accelerometerKenshi Saho0Yusuke Takahashi1Masao Masugi2Ritsumeikan UniversityRitsumeikan UniversityRitsumeikan UniversityWe present an accurate real-time moving object tracker using an α–β–γ filter for a position/acceleration sensor fusion system comprising ultrasonic range finders and an accelerometer. For this sensor fusion system, an optimal and stable α–β–γ filter receiving simultaneous measurements of position/acceleration is introduced based on a minimum-variance filter criterion. Numerical analyses and simulations verify its effectiveness in terms of stability, accuracy, convergence speed, and simplicity in parameter design. Experiments demonstrate its efficacy as a realistic tracking system and verify that the proposed α–β–γ filter achieves faster convergence and better accuracy than conventional position-only-measured α–β–γ filters with a steady-state error of 70% that of a conventional α–β–γ filter.http://dx.doi.org/10.1080/22348972.2016.1277447Moving object trackerα–β–γ filtersensor fusionultrasonic range finderaccelerometer
collection DOAJ
language English
format Article
sources DOAJ
author Kenshi Saho
Yusuke Takahashi
Masao Masugi
spellingShingle Kenshi Saho
Yusuke Takahashi
Masao Masugi
Moving object tracker using sensor fusion of ultrasonic range finder and accelerometer
Journal of International Council on Electrical Engineering
Moving object tracker
α–β–γ filter
sensor fusion
ultrasonic range finder
accelerometer
author_facet Kenshi Saho
Yusuke Takahashi
Masao Masugi
author_sort Kenshi Saho
title Moving object tracker using sensor fusion of ultrasonic range finder and accelerometer
title_short Moving object tracker using sensor fusion of ultrasonic range finder and accelerometer
title_full Moving object tracker using sensor fusion of ultrasonic range finder and accelerometer
title_fullStr Moving object tracker using sensor fusion of ultrasonic range finder and accelerometer
title_full_unstemmed Moving object tracker using sensor fusion of ultrasonic range finder and accelerometer
title_sort moving object tracker using sensor fusion of ultrasonic range finder and accelerometer
publisher Taylor & Francis Group
series Journal of International Council on Electrical Engineering
issn 2234-8972
publishDate 2017-01-01
description We present an accurate real-time moving object tracker using an α–β–γ filter for a position/acceleration sensor fusion system comprising ultrasonic range finders and an accelerometer. For this sensor fusion system, an optimal and stable α–β–γ filter receiving simultaneous measurements of position/acceleration is introduced based on a minimum-variance filter criterion. Numerical analyses and simulations verify its effectiveness in terms of stability, accuracy, convergence speed, and simplicity in parameter design. Experiments demonstrate its efficacy as a realistic tracking system and verify that the proposed α–β–γ filter achieves faster convergence and better accuracy than conventional position-only-measured α–β–γ filters with a steady-state error of 70% that of a conventional α–β–γ filter.
topic Moving object tracker
α–β–γ filter
sensor fusion
ultrasonic range finder
accelerometer
url http://dx.doi.org/10.1080/22348972.2016.1277447
work_keys_str_mv AT kenshisaho movingobjecttrackerusingsensorfusionofultrasonicrangefinderandaccelerometer
AT yusuketakahashi movingobjecttrackerusingsensorfusionofultrasonicrangefinderandaccelerometer
AT masaomasugi movingobjecttrackerusingsensorfusionofultrasonicrangefinderandaccelerometer
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