Loading…
Magnetometer-free inertial motion tracking of arbitrary joints with range of motion constraints
In motion tracking of connected multi-body systems Inertial Measurement Units (IMUs) are used in a wide variety of applications, since they provide a low-cost easy-to-use method for orientation estimation. However, in indoor environments or near ferromagnetic material the magnetic field is inhomogen...
Saved in:
Published in: | arXiv.org 2020-02 |
---|---|
Main Authors: | , , , |
Format: | Article |
Language: | English |
Subjects: | |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
cited_by | |
---|---|
cites | |
container_end_page | |
container_issue | |
container_start_page | |
container_title | arXiv.org |
container_volume | |
creator | Lehmann, Dustin Laidig, Daniel Deimel, Raphael Seel, Thomas |
description | In motion tracking of connected multi-body systems Inertial Measurement Units (IMUs) are used in a wide variety of applications, since they provide a low-cost easy-to-use method for orientation estimation. However, in indoor environments or near ferromagnetic material the magnetic field is inhomogeneous which limits the accuracy of tracking algorithms using magnetometers. Methods that use only accelerometers and gyroscopes on the other hand yield no information on the absolute heading of the tracked object. For objects connected by rotational joints with range of motion constraints we propose a method that provides a magnetometer-free, long-term stable relative orientation estimate based on a non-linear, window-based cost function. The method can be used for real-time estimation as well as post-processing. It is validated experimentally with a mechanical joint and compared to other methods that are used in motion tracking. It is shown that for the used test object, the proposed methods yields the best results with a total angle error of less than 4 degrees for all experiments. |
doi_str_mv | 10.48550/arxiv.2002.00639 |
format | article |
fullrecord | <record><control><sourceid>proquest</sourceid><recordid>TN_cdi_proquest_journals_2350656763</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2350656763</sourcerecordid><originalsourceid>FETCH-LOGICAL-a523-f53ccb3bd0d5f649507b333f70a266beaca58a1267b9098d89563d0c38f3df523</originalsourceid><addsrcrecordid>eNotTltLwzAYDYLgmPsBvgV8bv2ar0nbRxneYOLL3kvSJjV1SzTJvPx7M7anw-FcCbmpoKxbzuFOhl_7XTIAVgII7C7IgiFWRVszdkVWMc6QNdEwznFB-lc5OZ38XicdChO0ptbpkKzc0b1P1juaghw-rJuoN1QGZTMPf3T21qVIf2x6p0G6SR_lc2LwLmbX0XBNLo3cRb0645JsHx-26-di8_b0sr7fFJIzLAzHYVCoRhi5EXXHoVGIaBqQTAil5SB5K6v8WnXQtWPbcYEjDNgaHE1uWJLbU-1n8F8HHVM_-0NwebFnyEFw0QjEf5TuVzM</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2350656763</pqid></control><display><type>article</type><title>Magnetometer-free inertial motion tracking of arbitrary joints with range of motion constraints</title><source>Publicly Available Content Database</source><creator>Lehmann, Dustin ; Laidig, Daniel ; Deimel, Raphael ; Seel, Thomas</creator><creatorcontrib>Lehmann, Dustin ; Laidig, Daniel ; Deimel, Raphael ; Seel, Thomas</creatorcontrib><description>In motion tracking of connected multi-body systems Inertial Measurement Units (IMUs) are used in a wide variety of applications, since they provide a low-cost easy-to-use method for orientation estimation. However, in indoor environments or near ferromagnetic material the magnetic field is inhomogeneous which limits the accuracy of tracking algorithms using magnetometers. Methods that use only accelerometers and gyroscopes on the other hand yield no information on the absolute heading of the tracked object. For objects connected by rotational joints with range of motion constraints we propose a method that provides a magnetometer-free, long-term stable relative orientation estimate based on a non-linear, window-based cost function. The method can be used for real-time estimation as well as post-processing. It is validated experimentally with a mechanical joint and compared to other methods that are used in motion tracking. It is shown that for the used test object, the proposed methods yields the best results with a total angle error of less than 4 degrees for all experiments.</description><identifier>EISSN: 2331-8422</identifier><identifier>DOI: 10.48550/arxiv.2002.00639</identifier><language>eng</language><publisher>Ithaca: Cornell University Library, arXiv.org</publisher><subject>Accelerometers ; Algorithms ; Cost function ; Ferromagnetic materials ; Gyroscopes ; Indoor environments ; Inertial platforms ; Magnetometers ; Methods ; Multibody systems ; Post-processing ; Software reviews ; Test procedures ; Tracking</subject><ispartof>arXiv.org, 2020-02</ispartof><rights>2020. This work is published under http://arxiv.org/licenses/nonexclusive-distrib/1.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.proquest.com/docview/2350656763?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>778,782,25740,27912,36999,44577</link.rule.ids></links><search><creatorcontrib>Lehmann, Dustin</creatorcontrib><creatorcontrib>Laidig, Daniel</creatorcontrib><creatorcontrib>Deimel, Raphael</creatorcontrib><creatorcontrib>Seel, Thomas</creatorcontrib><title>Magnetometer-free inertial motion tracking of arbitrary joints with range of motion constraints</title><title>arXiv.org</title><description>In motion tracking of connected multi-body systems Inertial Measurement Units (IMUs) are used in a wide variety of applications, since they provide a low-cost easy-to-use method for orientation estimation. However, in indoor environments or near ferromagnetic material the magnetic field is inhomogeneous which limits the accuracy of tracking algorithms using magnetometers. Methods that use only accelerometers and gyroscopes on the other hand yield no information on the absolute heading of the tracked object. For objects connected by rotational joints with range of motion constraints we propose a method that provides a magnetometer-free, long-term stable relative orientation estimate based on a non-linear, window-based cost function. The method can be used for real-time estimation as well as post-processing. It is validated experimentally with a mechanical joint and compared to other methods that are used in motion tracking. It is shown that for the used test object, the proposed methods yields the best results with a total angle error of less than 4 degrees for all experiments.</description><subject>Accelerometers</subject><subject>Algorithms</subject><subject>Cost function</subject><subject>Ferromagnetic materials</subject><subject>Gyroscopes</subject><subject>Indoor environments</subject><subject>Inertial platforms</subject><subject>Magnetometers</subject><subject>Methods</subject><subject>Multibody systems</subject><subject>Post-processing</subject><subject>Software reviews</subject><subject>Test procedures</subject><subject>Tracking</subject><issn>2331-8422</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><recordid>eNotTltLwzAYDYLgmPsBvgV8bv2ar0nbRxneYOLL3kvSJjV1SzTJvPx7M7anw-FcCbmpoKxbzuFOhl_7XTIAVgII7C7IgiFWRVszdkVWMc6QNdEwznFB-lc5OZ38XicdChO0ptbpkKzc0b1P1juaghw-rJuoN1QGZTMPf3T21qVIf2x6p0G6SR_lc2LwLmbX0XBNLo3cRb0645JsHx-26-di8_b0sr7fFJIzLAzHYVCoRhi5EXXHoVGIaBqQTAil5SB5K6v8WnXQtWPbcYEjDNgaHE1uWJLbU-1n8F8HHVM_-0NwebFnyEFw0QjEf5TuVzM</recordid><startdate>20200203</startdate><enddate>20200203</enddate><creator>Lehmann, Dustin</creator><creator>Laidig, Daniel</creator><creator>Deimel, Raphael</creator><creator>Seel, Thomas</creator><general>Cornell University Library, arXiv.org</general><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>HCIFZ</scope><scope>L6V</scope><scope>M7S</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PTHSS</scope></search><sort><creationdate>20200203</creationdate><title>Magnetometer-free inertial motion tracking of arbitrary joints with range of motion constraints</title><author>Lehmann, Dustin ; Laidig, Daniel ; Deimel, Raphael ; Seel, Thomas</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a523-f53ccb3bd0d5f649507b333f70a266beaca58a1267b9098d89563d0c38f3df523</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Accelerometers</topic><topic>Algorithms</topic><topic>Cost function</topic><topic>Ferromagnetic materials</topic><topic>Gyroscopes</topic><topic>Indoor environments</topic><topic>Inertial platforms</topic><topic>Magnetometers</topic><topic>Methods</topic><topic>Multibody systems</topic><topic>Post-processing</topic><topic>Software reviews</topic><topic>Test procedures</topic><topic>Tracking</topic><toplevel>online_resources</toplevel><creatorcontrib>Lehmann, Dustin</creatorcontrib><creatorcontrib>Laidig, Daniel</creatorcontrib><creatorcontrib>Deimel, Raphael</creatorcontrib><creatorcontrib>Seel, Thomas</creatorcontrib><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Databases</collection><collection>Technology Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Engineering Collection</collection><collection>Engineering Database</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>Engineering Collection</collection><jtitle>arXiv.org</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lehmann, Dustin</au><au>Laidig, Daniel</au><au>Deimel, Raphael</au><au>Seel, Thomas</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Magnetometer-free inertial motion tracking of arbitrary joints with range of motion constraints</atitle><jtitle>arXiv.org</jtitle><date>2020-02-03</date><risdate>2020</risdate><eissn>2331-8422</eissn><abstract>In motion tracking of connected multi-body systems Inertial Measurement Units (IMUs) are used in a wide variety of applications, since they provide a low-cost easy-to-use method for orientation estimation. However, in indoor environments or near ferromagnetic material the magnetic field is inhomogeneous which limits the accuracy of tracking algorithms using magnetometers. Methods that use only accelerometers and gyroscopes on the other hand yield no information on the absolute heading of the tracked object. For objects connected by rotational joints with range of motion constraints we propose a method that provides a magnetometer-free, long-term stable relative orientation estimate based on a non-linear, window-based cost function. The method can be used for real-time estimation as well as post-processing. It is validated experimentally with a mechanical joint and compared to other methods that are used in motion tracking. It is shown that for the used test object, the proposed methods yields the best results with a total angle error of less than 4 degrees for all experiments.</abstract><cop>Ithaca</cop><pub>Cornell University Library, arXiv.org</pub><doi>10.48550/arxiv.2002.00639</doi><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | EISSN: 2331-8422 |
ispartof | arXiv.org, 2020-02 |
issn | 2331-8422 |
language | eng |
recordid | cdi_proquest_journals_2350656763 |
source | Publicly Available Content Database |
subjects | Accelerometers Algorithms Cost function Ferromagnetic materials Gyroscopes Indoor environments Inertial platforms Magnetometers Methods Multibody systems Post-processing Software reviews Test procedures Tracking |
title | Magnetometer-free inertial motion tracking of arbitrary joints with range of motion constraints |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-15T23%3A48%3A56IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Magnetometer-free%20inertial%20motion%20tracking%20of%20arbitrary%20joints%20with%20range%20of%20motion%20constraints&rft.jtitle=arXiv.org&rft.au=Lehmann,%20Dustin&rft.date=2020-02-03&rft.eissn=2331-8422&rft_id=info:doi/10.48550/arxiv.2002.00639&rft_dat=%3Cproquest%3E2350656763%3C/proquest%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-a523-f53ccb3bd0d5f649507b333f70a266beaca58a1267b9098d89563d0c38f3df523%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2350656763&rft_id=info:pmid/&rfr_iscdi=true |