An ISO/IEC/IEEE 21451 Compliant Algorithm for Detecting Sensor Faults
Preservation of metrological properties of any measuring and sensing system is an important issue to assure reliable measurements. So, in particular, calibration is the confirmation process used in the practice to verify the metrological properties of any transducer and sensor. Nevertheless, calibra...
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| Published in | IEEE sensors journal Vol. 15; no. 5; pp. 2541 - 2548 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English Japanese |
| Published |
IEEE
01.05.2015
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1530-437X 1558-1748 |
| DOI | 10.1109/JSEN.2014.2361697 |
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| Abstract | Preservation of metrological properties of any measuring and sensing system is an important issue to assure reliable measurements. So, in particular, calibration is the confirmation process used in the practice to verify the metrological properties of any transducer and sensor. Nevertheless, calibration needs specific procedures, measurement instrumentation, and skills. It involves the use of resources and costs to be supported. Therefore, preliminary tests are suggested to define when calibration is needed. In this sight, a transducer or sensor can be smart by verifying its status so to detect possible faults and estimate autonomously the next calibration time. As a result, the development of algorithms for automated fault detection and maintenance is an important target for developers engaged to project smart transducers and sensors. In particular, built-in algorithms can allow the same sensor to check its reliability before performing any measurement. In this paper, we propose an algorithm for detecting sensor faults. The aim is to provide a sensor-friendly algorithm for detecting failures by performing intermediate tests in view of the next calibration. The algorithm has been developed to be in compliance with ISO/IEC/IEEE 21451 standard. In detail, the algorithm allows sensor to estimate its accuracy and the repeatability of measurement so to get information on measurement reliability. Depending on the specific sensor, few points of calibration curve are checked and compared with reference values. If the estimated accuracy or repeatability are below the specification reported in the last calibration data, sensor apprises that a new calibration is required. Based on the general features, the algorithm can be used for any sensor. |
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| AbstractList | Preservation of metrological properties of any measuring and sensing system is an important issue to assure reliable measurements. So, in particular, calibration is the confirmation process used in the practice to verify the metrological properties of any transducer and sensor. Nevertheless, calibration needs specific procedures, measurement instrumentation, and skills. It involves the use of resources and costs to be supported. Therefore, preliminary tests are suggested to define when calibration is needed. In this sight, a transducer or sensor can be smart by verifying its status so to detect possible faults and estimate autonomously the next calibration time. As a result, the development of algorithms for automated fault detection and maintenance is an important target for developers engaged to project smart transducers and sensors. In particular, built-in algorithms can allow the same sensor to check its reliability before performing any measurement. In this paper, we propose an algorithm for detecting sensor faults. The aim is to provide a sensor-friendly algorithm for detecting failures by performing intermediate tests in view of the next calibration. The algorithm has been developed to be in compliance with ISO/IEC/IEEE 21451 standard. In detail, the algorithm allows sensor to estimate its accuracy and the repeatability of measurement so to get information on measurement reliability. Depending on the specific sensor, few points of calibration curve are checked and compared with reference values. If the estimated accuracy or repeatability are below the specification reported in the last calibration data, sensor apprises that a new calibration is required. Based on the general features, the algorithm can be used for any sensor. |
| Author | De Capua, Claudio Morello, Rosario |
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| CitedBy_id | crossref_primary_10_1109_ACCESS_2022_3205031 crossref_primary_10_1016_j_jfranklin_2016_09_001 crossref_primary_10_1109_JBHI_2018_2864796 crossref_primary_10_1109_JSEN_2023_3342219 crossref_primary_10_3390_s23083999 crossref_primary_10_1016_j_measurement_2021_110685 crossref_primary_10_1109_TBDATA_2016_2616146 crossref_primary_10_1109_JSEN_2015_2408877 crossref_primary_10_1109_JSEN_2020_3042647 crossref_primary_10_1016_j_cosrev_2018_08_001 crossref_primary_10_1109_JSEN_2022_3172881 |
| Cites_doi | 10.1109/TAES.1980.308976 10.1109/TIM.2005.851501 10.1109/IMTC.2006.328636 10.1109/JSEN.2010.2093879 10.1109/TIM.2012.2186654 10.1109/TSMCC.2008.2006759 10.1109/JSEN.2013.2244881 10.1109/TNNLS.2013.2250301 10.1109/TWC.2008.060653 10.1109/TR.2008.916882 10.1109/TCOMM.2009.10.080244 10.1109/TCST.2010.2076353 10.1109/JSEN.2009.2030284 10.1109/JSEN.2012.2204976 10.1109/TIM.2007.913803 10.1109/TIM.2013.2246903 10.1109/TIM.2004.827298 10.1109/TC.2006.13 10.1109/TR.2011.2172030 |
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| Keywords | repeatability Reliability assurance accuracy automated testing maintenance calibration sensor fault |
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| References | ref13 ref12 (ref4) 2001 ref14 (ref32) 2010 ref11 (ref1) 2005 ref17 ref16 ref19 ref18 (ref30) 2010 (ref3) 1993 jur?evi? (ref7) 2010; 10 morello (ref29) 2014 ref24 ref23 (ref33) 2011 (ref5) 2002 ref26 ref25 ref20 ref22 (ref28) 2012 ref21 (ref31) 2010 ref8 (ref2) 1994 ref9 ref6 de capua (ref15) 2006 de capua (ref10) 2005 (ref27) 0 |
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| SubjectTerms | Accuracy Atmospheric measurements automated testing Calibration Dispersion maintenance Reliability Reliability assurance Sensors |
| Title | An ISO/IEC/IEEE 21451 Compliant Algorithm for Detecting Sensor Faults |
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