Measures of similarity and detection of miniature foreign bodies in packaged foods
Foreign bodies (FB) or particles submersed in food containers constitute a hazard and quality assurance issue for many food manufacturers. Ultrasound has demonstrated potential for detecting relatively large FBs in packaged foods. In the case of miniature FBs, the ultrasound signal goes through mini...
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| Vydáno v: | Food research international Ročník 40; číslo 6; s. 742 - 747 |
|---|---|
| Hlavní autoři: | , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Oxford
Elsevier Ltd
01.07.2007
Elsevier |
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| ISSN: | 0963-9969, 1873-7145 |
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| Abstract | Foreign bodies (FB) or particles submersed in food containers constitute a hazard and quality assurance issue for many food manufacturers. Ultrasound has demonstrated potential for detecting relatively large FBs in packaged foods. In the case of miniature FBs, the ultrasound signal goes through minimal phase and amplitude change, and as a result, small FBs may end up undetected. Similarity measures were used to capture the minute changes of the ultrasound signals during FB detection. Three measures in the investigation were Minkowski, Chebychev, and Cityblock metrics. The sensitivity of the three measures was evaluated in capturing minute signal changes with numerical signals, whose changes are quantitatively controlled. The experiments were conducted to detect small steel particles in a glass container. The Minkowski metric showed numerically and experimentally better FB detection capabilities. Two signal alignment algorithms were introduced to minimize the impact of signal misalignment on similarity analysis. |
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| AbstractList | Foreign bodies (FB) or particles submersed in food containers constitute a hazard and quality assurance issue for many food manufacturers. Ultrasound has demonstrated potential for detecting relatively large FBs in packaged foods. In the case of miniature FBs, the ultrasound signal goes through minimal phase and amplitude change, and as a result, small FBs may end up undetected. Similarity measures were used to capture the minute changes of the ultrasound signals during FB detection. Three measures in the investigation were Minkowski, Chebychev, and Cityblock metrics. The sensitivity of the three measures was evaluated in capturing minute signal changes with numerical signals, whose changes are quantitatively controlled. The experiments were conducted to detect small steel particles in a glass container. The Minkowski metric showed numerically and experimentally better FB detection capabilities. Two signal alignment algorithms were introduced to minimize the impact of signal misalignment on similarity analysis. |
| Author | Yang, P. Basir, O.A. Zhao, B. Mittal, G.S. |
| Author_xml | – sequence: 1 givenname: P. surname: Yang fullname: Yang, P. organization: Department of Systems Design Engineering, University of Waterloo, Waterloo, Ont., Canada N2L 3G1 – sequence: 2 givenname: B. surname: Zhao fullname: Zhao, B. organization: Department of Systems Design Engineering, University of Waterloo, Waterloo, Ont., Canada N2L 3G1 – sequence: 3 givenname: O.A. surname: Basir fullname: Basir, O.A. organization: Department of Systems Design Engineering, University of Waterloo, Waterloo, Ont., Canada N2L 3G1 – sequence: 4 givenname: G.S. surname: Mittal fullname: Mittal, G.S. email: gmittal@uoguelph.ca organization: School of Engineering, University of Guelph, Guelph, Ont., Canada N1G 2W1 |
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| Keywords | Foreign body detection Similarity measure Nondestructive testing Ultrasound Object detection Analysis method Control method Detection Body Food |
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| References_xml | – reference: CNDE (2006). – year: 2001 ident: bib4 article-title: Pattern classification – volume: 45 start-page: 114 year: 1998 end-page: 125 ident: bib5 article-title: Simulation of ultrasound pulse propagation in lossy media obeying a frequency power law publication-title: IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control – start-page: 204 year: 2003 end-page: 225 ident: bib1 article-title: Detection of foreign bodies in foods using ultrasound publication-title: Detecting foreign bodies in food – volume: 107 start-page: 801 year: 2000 end-page: 807 ident: bib6 article-title: Measurement of acoustic dispersion using both transmitted and reflected pulses publication-title: Journal Acoustic Society of America – reference: , Hilton Portland & Executive Tower, Portland, July 30 – August 4, 2006, edited by Center for Nondestructive Evaluation, Iowa State University. – volume: 39 start-page: 3 year: 2001 end-page: 17 ident: bib8 article-title: Optimal frequency-to-bandwidth ratio of wavelet in ultrasonic non-destructive evaluation publication-title: Ultrasonics – year: 1992 ident: bib7 article-title: Principles of medical imaging – volume: 36 start-page: 513 year: 2003 end-page: 521 ident: bib9 article-title: Detection of metal, glass and plastic pieces in bottled beverages using ultrasound publication-title: Food Research International – volume: Vol. 7 year: 1991 ident: bib2 publication-title: Ultrasonic testing, nondestructive testing handbook – reference: . – volume: 39 start-page: 3 year: 2001 ident: 10.1016/j.foodres.2007.01.008_bib8 article-title: Optimal frequency-to-bandwidth ratio of wavelet in ultrasonic non-destructive evaluation publication-title: Ultrasonics doi: 10.1016/S0041-624X(00)00043-3 – ident: 10.1016/j.foodres.2007.01.008_bib3 – year: 2001 ident: 10.1016/j.foodres.2007.01.008_bib4 – volume: 107 start-page: 801 year: 2000 ident: 10.1016/j.foodres.2007.01.008_bib6 article-title: Measurement of acoustic dispersion using both transmitted and reflected pulses publication-title: Journal Acoustic Society of America doi: 10.1121/1.428263 – volume: 45 start-page: 114 issue: 1 year: 1998 ident: 10.1016/j.foodres.2007.01.008_bib5 article-title: Simulation of ultrasound pulse propagation in lossy media obeying a frequency power law publication-title: IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control doi: 10.1109/58.646916 – volume: 36 start-page: 513 year: 2003 ident: 10.1016/j.foodres.2007.01.008_bib9 article-title: Detection of metal, glass and plastic pieces in bottled beverages using ultrasound publication-title: Food Research International doi: 10.1016/S0963-9969(02)00201-6 – start-page: 204 year: 2003 ident: 10.1016/j.foodres.2007.01.008_bib1 article-title: Detection of foreign bodies in foods using ultrasound – year: 1992 ident: 10.1016/j.foodres.2007.01.008_bib7 – volume: Vol. 7 year: 1991 ident: 10.1016/j.foodres.2007.01.008_bib2 |
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| SubjectTerms | Biological and medical sciences contaminants detection food contamination Food industries food packaging Foreign body detection Fundamental and applied biological sciences. Psychology General aspects glass mathematical models Methods of analysis, processing and quality control, regulation, standards nondestructive methods Nondestructive testing Object detection packaging materials particles Similarity measure steel ultrasonics ultrasonography Ultrasound |
| Title | Measures of similarity and detection of miniature foreign bodies in packaged foods |
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