Dynamic Sensitivity Evaluation for Force Transducers by Using a Gray-Bootstrap Method
The sensitivity of force transducers can be calibrated by traceable measurement of dynamic force. It is usually considered as a static parameter in industrial measurement. However, the force transducer will generate inaccurate outputs when the static sensitivity (SS) is used for dynamic measurement...
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Veröffentlicht in: | IEEE sensors journal 2023-12, Vol.23 (23), p.29019-29028 |
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description | The sensitivity of force transducers can be calibrated by traceable measurement of dynamic force. It is usually considered as a static parameter in industrial measurement. However, the force transducer will generate inaccurate outputs when the static sensitivity (SS) is used for dynamic measurement with changed frequencies. To overcome this problem, the dynamic sensitivity (DS) is investigated by evaluating its calibration error based on a gray bootstrap model (GBM). First, the force transducer is dynamic calibrated by periodic force to build an error model. Second, the calibration errors are rolling predicted by gray model to generate a sequence matrix. Third, the confidence intervals are solved for the calibrated force in time history by bootstrap sampling from the rolling sequence matrix. Fourth, the optimal sensitivities at different frequencies are evaluated by probability density function and fit by the least square method. The experimental result shows that relative errors (REs) are quite small as 0.2% at 160 Hz, −0.1% at 315 Hz, and −0.3% at 1000 Hz. The degree of reliability (DR) is great enough and approximately equal, which reveals that the DS of force transducers is superior to SS when it comes to dynamic measurement of force. |
doi_str_mv | 10.1109/JSEN.2023.3323783 |
format | Article |
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It is usually considered as a static parameter in industrial measurement. However, the force transducer will generate inaccurate outputs when the static sensitivity (SS) is used for dynamic measurement with changed frequencies. To overcome this problem, the dynamic sensitivity (DS) is investigated by evaluating its calibration error based on a gray bootstrap model (GBM). First, the force transducer is dynamic calibrated by periodic force to build an error model. Second, the calibration errors are rolling predicted by gray model to generate a sequence matrix. Third, the confidence intervals are solved for the calibrated force in time history by bootstrap sampling from the rolling sequence matrix. Fourth, the optimal sensitivities at different frequencies are evaluated by probability density function and fit by the least square method. The experimental result shows that relative errors (REs) are quite small as 0.2% at 160 Hz, −0.1% at 315 Hz, and −0.3% at 1000 Hz. The degree of reliability (DR) is great enough and approximately equal, which reveals that the DS of force transducers is superior to SS when it comes to dynamic measurement of force.</description><identifier>ISSN: 1530-437X</identifier><identifier>EISSN: 1558-1748</identifier><identifier>DOI: 10.1109/JSEN.2023.3323783</identifier><identifier>CODEN: ISJEAZ</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Calibration ; Confidence intervals ; dynamic sensitivity (DS) ; Dynamics ; Error analysis ; Force ; Force measurement ; gray bootstrap ; model based evaluation ; Probability density functions ; Sensitivity ; Sensitivity analysis ; Sensors ; Statistical analysis ; Statistical methods ; Transducers</subject><ispartof>IEEE sensors journal, 2023-12, Vol.23 (23), p.29019-29028</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2023</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c1972-4863d89cc08ea3eb31b095d41aa4e8d99cf3ec5b4a9f4083c10744a3027b64b63</cites><orcidid>0000-0002-4964-6326 ; 0000-0002-7559-3563</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/10287267$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,796,27924,27925,54758</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/10287267$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Jiang, Wensong</creatorcontrib><creatorcontrib>Luo, Zai</creatorcontrib><creatorcontrib>Wang, Weiyi</creatorcontrib><creatorcontrib>Liu, Jingjing</creatorcontrib><creatorcontrib>Zhang, Li</creatorcontrib><title>Dynamic Sensitivity Evaluation for Force Transducers by Using a Gray-Bootstrap Method</title><title>IEEE sensors journal</title><addtitle>JSEN</addtitle><description>The sensitivity of force transducers can be calibrated by traceable measurement of dynamic force. It is usually considered as a static parameter in industrial measurement. However, the force transducer will generate inaccurate outputs when the static sensitivity (SS) is used for dynamic measurement with changed frequencies. To overcome this problem, the dynamic sensitivity (DS) is investigated by evaluating its calibration error based on a gray bootstrap model (GBM). First, the force transducer is dynamic calibrated by periodic force to build an error model. Second, the calibration errors are rolling predicted by gray model to generate a sequence matrix. Third, the confidence intervals are solved for the calibrated force in time history by bootstrap sampling from the rolling sequence matrix. Fourth, the optimal sensitivities at different frequencies are evaluated by probability density function and fit by the least square method. The experimental result shows that relative errors (REs) are quite small as 0.2% at 160 Hz, −0.1% at 315 Hz, and −0.3% at 1000 Hz. The degree of reliability (DR) is great enough and approximately equal, which reveals that the DS of force transducers is superior to SS when it comes to dynamic measurement of force.</description><subject>Calibration</subject><subject>Confidence intervals</subject><subject>dynamic sensitivity (DS)</subject><subject>Dynamics</subject><subject>Error analysis</subject><subject>Force</subject><subject>Force measurement</subject><subject>gray bootstrap</subject><subject>model based evaluation</subject><subject>Probability density functions</subject><subject>Sensitivity</subject><subject>Sensitivity analysis</subject><subject>Sensors</subject><subject>Statistical analysis</subject><subject>Statistical methods</subject><subject>Transducers</subject><issn>1530-437X</issn><issn>1558-1748</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNpNkD1PwzAURS0EEqXwA5AYLDGn-CuxPUJJC6jA0FZisxzHAVdtXOykUv49idqB6b3h3HulA8AtRhOMkXx4W-YfE4IInVBKKBf0DIxwmooEcybOh5-ihFH-dQmuYtwghCVP-Qisn7ta75yBS1tH17iDazqYH_S21Y3zNax8gDMfjIWroOtYtsaGCIsOrqOrv6GG86C75Mn7JjZB7-G7bX58eQ0uKr2N9uZ0x2A9y1fTl2TxOX-dPi4S08-ThImMlkIag4TV1BYUF0imJcNaMytKKU1FrUkLpmXFkKAGI86YpojwImNFRsfg_ti7D_63tbFRG9-Gup9URMgM4UwQ0lP4SJngYwy2Uvvgdjp0CiM12FODPTXYUyd7febumHHW2n88EZxknP4BIbFrXQ</recordid><startdate>20231201</startdate><enddate>20231201</enddate><creator>Jiang, Wensong</creator><creator>Luo, Zai</creator><creator>Wang, Weiyi</creator><creator>Liu, Jingjing</creator><creator>Zhang, Li</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>7U5</scope><scope>8FD</scope><scope>L7M</scope><orcidid>https://orcid.org/0000-0002-4964-6326</orcidid><orcidid>https://orcid.org/0000-0002-7559-3563</orcidid></search><sort><creationdate>20231201</creationdate><title>Dynamic Sensitivity Evaluation for Force Transducers by Using a Gray-Bootstrap Method</title><author>Jiang, Wensong ; Luo, Zai ; Wang, Weiyi ; Liu, Jingjing ; Zhang, Li</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c1972-4863d89cc08ea3eb31b095d41aa4e8d99cf3ec5b4a9f4083c10744a3027b64b63</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Calibration</topic><topic>Confidence intervals</topic><topic>dynamic sensitivity (DS)</topic><topic>Dynamics</topic><topic>Error analysis</topic><topic>Force</topic><topic>Force measurement</topic><topic>gray bootstrap</topic><topic>model based evaluation</topic><topic>Probability density functions</topic><topic>Sensitivity</topic><topic>Sensitivity analysis</topic><topic>Sensors</topic><topic>Statistical analysis</topic><topic>Statistical methods</topic><topic>Transducers</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Jiang, Wensong</creatorcontrib><creatorcontrib>Luo, Zai</creatorcontrib><creatorcontrib>Wang, Weiyi</creatorcontrib><creatorcontrib>Liu, Jingjing</creatorcontrib><creatorcontrib>Zhang, Li</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>Technology Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>IEEE sensors journal</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Jiang, Wensong</au><au>Luo, Zai</au><au>Wang, Weiyi</au><au>Liu, Jingjing</au><au>Zhang, Li</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Dynamic Sensitivity Evaluation for Force Transducers by Using a Gray-Bootstrap Method</atitle><jtitle>IEEE sensors journal</jtitle><stitle>JSEN</stitle><date>2023-12-01</date><risdate>2023</risdate><volume>23</volume><issue>23</issue><spage>29019</spage><epage>29028</epage><pages>29019-29028</pages><issn>1530-437X</issn><eissn>1558-1748</eissn><coden>ISJEAZ</coden><abstract>The sensitivity of force transducers can be calibrated by traceable measurement of dynamic force. It is usually considered as a static parameter in industrial measurement. However, the force transducer will generate inaccurate outputs when the static sensitivity (SS) is used for dynamic measurement with changed frequencies. To overcome this problem, the dynamic sensitivity (DS) is investigated by evaluating its calibration error based on a gray bootstrap model (GBM). First, the force transducer is dynamic calibrated by periodic force to build an error model. Second, the calibration errors are rolling predicted by gray model to generate a sequence matrix. Third, the confidence intervals are solved for the calibrated force in time history by bootstrap sampling from the rolling sequence matrix. Fourth, the optimal sensitivities at different frequencies are evaluated by probability density function and fit by the least square method. The experimental result shows that relative errors (REs) are quite small as 0.2% at 160 Hz, −0.1% at 315 Hz, and −0.3% at 1000 Hz. The degree of reliability (DR) is great enough and approximately equal, which reveals that the DS of force transducers is superior to SS when it comes to dynamic measurement of force.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/JSEN.2023.3323783</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0002-4964-6326</orcidid><orcidid>https://orcid.org/0000-0002-7559-3563</orcidid></addata></record> |
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subjects | Calibration Confidence intervals dynamic sensitivity (DS) Dynamics Error analysis Force Force measurement gray bootstrap model based evaluation Probability density functions Sensitivity Sensitivity analysis Sensors Statistical analysis Statistical methods Transducers |
title | Dynamic Sensitivity Evaluation for Force Transducers by Using a Gray-Bootstrap Method |
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