{"user_id":"83781","department":[{"_id":"DEP5023"}],"doi":"https://doi.org/10.1117/12.827457","publisher":"SPIE ","author":[{"first_name":"Stefan","last_name":"Glock","full_name":"Glock, Stefan","id":"44020"},{"first_name":"Stefan","last_name":"Hausmann","full_name":"Hausmann, Stefan"},{"full_name":"Gerke, Sebastian","id":"73865","first_name":"Sebastian","last_name":"Gerke"},{"last_name":"Warok","first_name":"Alexander","full_name":"Warok, Alexander"},{"first_name":"Peter","last_name":"Spiess","full_name":"Spiess, Peter"},{"first_name":"Stefan","last_name":"Witte","full_name":"Witte, Stefan","id":"1605"},{"first_name":"Volker","last_name":"Lohweg","orcid":"0000-0002-3325-7887","full_name":"Lohweg, Volker","id":"1804"}],"publication_identifier":{"isbn":[" 9780819476722 "]},"publication":"Optical measurement systems for industrial inspection VI : 15 - 18 June 2009, Munich, Germany / sponsored by SPIE Europe. Peter H. Lehmann, ed. ; Pt. 2 ","abstract":[{"lang":"eng","text":"In this paper we present an optical measurement system approach for quality analysis of brakes which are used in high-speed trains. The brakes consist of the so called brake discs and pads. In a deceleration process the discs will be heated up to 500°C. The quality measure is based on the fact that the heated brake discs should not generate hot spots inside the brake material. Instead, the brake disc should be heated homogeneously by the deceleration. Therefore, it makes sense to analyze the number of hot spots and their relative gradients to create a quality measure for train brakes. In this contribution we present a new approach for a quality measurement system which is based on an image analysis and classification of infra-red based heat images. Brake images which are represented in pseudo-color are first transformed in a linear grayscale space by a hue-saturation-intensity (HSI) space. This transform is necessary for the following gradient analysis which is based on gray scale gradient filters. Furthermore, different features based on Haralick's measures are generated from the gray scale and gradient images. A following Fuzzy-Pattern-Classifier is used for the classification of good and bad brakes. It has to be pointed out that the classifier returns a score value for each brake which is between 0 and 100% good quality. This fact guarantees that not only good and bad bakes can be distinguished, but also their quality can be labeled. The results show that all critical thermal patterns of train brakes can be sensed and verified."}],"series_title":" Proceedings of SPIE","article_number":"7389 1Y","volume":7389,"date_created":"2019-11-29T14:42:59Z","date_updated":"2023-08-14T13:24:22Z","title":"Optical classification for quality and defect analysis of train brakes","language":[{"iso":"eng"}],"place":" Bellingham, Wash. ","type":"conference","citation":{"van":"Glock S, Hausmann S, Gerke S, Warok A, Spiess P, Witte S, et al. Optical classification for quality and defect analysis of train brakes. In: Optical measurement systems for industrial inspection VI : 15 - 18 June 2009, Munich, Germany / sponsored by SPIE Europe Peter H Lehmann, ed ; Pt 2 .  Bellingham, Wash. : SPIE ; 2009. ( Proceedings of SPIE; vol. 7389).","ama":"Glock S, Hausmann S, Gerke S, et al. Optical classification for quality and defect analysis of train brakes. In: <i>Optical Measurement Systems for Industrial Inspection VI : 15 - 18 June 2009, Munich, Germany / Sponsored by SPIE Europe. Peter H. Lehmann, Ed. ; Pt. 2 </i>. Vol 7389.  Proceedings of SPIE. SPIE ; 2009. doi:<a href=\"https://doi.org/10.1117/12.827457\">https://doi.org/10.1117/12.827457</a>","din1505-2-1":"<span style=\"font-variant:small-caps;\">Glock, Stefan</span> ; <span style=\"font-variant:small-caps;\">Hausmann, Stefan</span> ; <span style=\"font-variant:small-caps;\">Gerke, Sebastian</span> ; <span style=\"font-variant:small-caps;\">Warok, Alexander</span> ; <span style=\"font-variant:small-caps;\">Spiess, Peter</span> ; <span style=\"font-variant:small-caps;\">Witte, Stefan</span> ; <span style=\"font-variant:small-caps;\">Lohweg, Volker</span>: Optical classification for quality and defect analysis of train brakes. In: <i>Optical measurement systems for industrial inspection VI : 15 - 18 June 2009, Munich, Germany / sponsored by SPIE Europe. Peter H. Lehmann, ed. ; Pt. 2 </i>, <i> Proceedings of SPIE</i>. Bd. 7389.  Bellingham, Wash.  : SPIE , 2009","chicago-de":"Glock, Stefan, Stefan Hausmann, Sebastian Gerke, Alexander Warok, Peter Spiess, Stefan Witte und Volker Lohweg. 2009. Optical classification for quality and defect analysis of train brakes. In: <i>Optical measurement systems for industrial inspection VI : 15 - 18 June 2009, Munich, Germany / sponsored by SPIE Europe. Peter H. Lehmann, ed. ; Pt. 2 </i>, 7389:.  Proceedings of SPIE.  Bellingham, Wash. : SPIE . doi:<a href=\"https://doi.org/10.1117/12.827457\">https://doi.org/10.1117/12.827457</a>, .","short":"S. Glock, S. Hausmann, S. Gerke, A. Warok, P. Spiess, S. Witte, V. Lohweg, in: Optical Measurement Systems for Industrial Inspection VI : 15 - 18 June 2009, Munich, Germany / Sponsored by SPIE Europe. Peter H. Lehmann, Ed. ; Pt. 2 , SPIE ,  Bellingham, Wash. , 2009.","chicago":"Glock, Stefan, Stefan Hausmann, Sebastian Gerke, Alexander Warok, Peter Spiess, Stefan Witte, and Volker Lohweg. “Optical Classification for Quality and Defect Analysis of Train Brakes.” In <i>Optical Measurement Systems for Industrial Inspection VI : 15 - 18 June 2009, Munich, Germany / Sponsored by SPIE Europe. Peter H. Lehmann, Ed. ; Pt. 2 </i>, Vol. 7389.  Proceedings of SPIE.  Bellingham, Wash. : SPIE , 2009. <a href=\"https://doi.org/10.1117/12.827457\">https://doi.org/10.1117/12.827457</a>.","apa":"Glock, S., Hausmann, S., Gerke, S., Warok, A., Spiess, P., Witte, S., &#38; Lohweg, V. (2009). Optical classification for quality and defect analysis of train brakes. <i>Optical Measurement Systems for Industrial Inspection VI : 15 - 18 June 2009, Munich, Germany / Sponsored by SPIE Europe. Peter H. Lehmann, Ed. ; Pt. 2 </i>, <i>7389</i>, Article 7389 1Y. <a href=\"https://doi.org/10.1117/12.827457\">https://doi.org/10.1117/12.827457</a>","bjps":"<b>Glock S <i>et al.</i></b> (2009) Optical Classification for Quality and Defect Analysis of Train Brakes. <i>Optical Measurement Systems for Industrial Inspection VI : 15 - 18 June 2009, Munich, Germany / Sponsored by SPIE Europe. Peter H. Lehmann, Ed. ; Pt. 2 </i>, vol. 7389.  Bellingham, Wash. : SPIE .","ufg":"<b>Glock, Stefan u. a.</b>: Optical classification for quality and defect analysis of train brakes, in: o. Hg.: Optical measurement systems for industrial inspection VI : 15 - 18 June 2009, Munich, Germany / sponsored by SPIE Europe. Peter H. Lehmann, ed. ; Pt. 2 , Bd. 7389,  Bellingham, Wash.  2009 ( Proceedings of SPIE).","havard":"S. Glock, S. Hausmann, S. Gerke, A. Warok, P. Spiess, S. Witte, V. Lohweg, Optical classification for quality and defect analysis of train brakes, in: Optical Measurement Systems for Industrial Inspection VI : 15 - 18 June 2009, Munich, Germany / Sponsored by SPIE Europe. Peter H. Lehmann, Ed. ; Pt. 2 , SPIE ,  Bellingham, Wash. , 2009.","ieee":"S. Glock <i>et al.</i>, “Optical classification for quality and defect analysis of train brakes,” in <i>Optical measurement systems for industrial inspection VI : 15 - 18 June 2009, Munich, Germany / sponsored by SPIE Europe. Peter H. Lehmann, ed. ; Pt. 2 </i>, München, 2009, vol. 7389. doi: <a href=\"https://doi.org/10.1117/12.827457\">https://doi.org/10.1117/12.827457</a>.","mla":"Glock, Stefan, et al. “Optical Classification for Quality and Defect Analysis of Train Brakes.” <i>Optical Measurement Systems for Industrial Inspection VI : 15 - 18 June 2009, Munich, Germany / Sponsored by SPIE Europe. Peter H. Lehmann, Ed. ; Pt. 2 </i>, vol. 7389, 7389 1Y, SPIE , 2009, <a href=\"https://doi.org/10.1117/12.827457\">https://doi.org/10.1117/12.827457</a>."},"main_file_link":[{"url":"https://www.spiedigitallibrary.org/conference-proceedings-of-spie/7389/73891Y/Optical-classification-for-quality-and-defect-analysis-of-train-brakes/10.1117/12.827457.full"}],"status":"public","conference":{"location":"München","name":"VI. Optical measurement systems for industrial inspection ","end_date":"2009-06-18","start_date":"2009-06-15"},"publication_status":"published","intvolume":"      7389","year":"2009","_id":"2077"}