TY - CONF A1 - Charmi, Amir A1 - Heimann, Jan A1 - Duffner, Eric A1 - Hashemi, Seyedreza A1 - Prager, Jens T1 - Application of deep learning for structural health monitoring of a composite overwrapped pressure vessel undergoing cyclic loading N2 - Structural health monitoring (SHM) using ultrasonic-guided waves (UGWs) enables continuous monitoring of components with complex geometries and provides extensive information about their structural integrity and their overall condition. Composite overwrapped pressure vessels (COPVs) used for storing hydrogen gases at very high pressures are an example of a critical infrastructure that could benefit significantly from SHM. This can be used to increase the periodic inspection intervals, ensure safe operating conditions by early detection of anomalies, and ultimately estimate the remaining lifetime of COPVs. Therefore, in the digital quality infrastructure initiative (QI-Digital) in Germany, an SHM system is being developed for COPVs used in a hydrogen refueling station. In this study, the results of a lifetime fatigue test on a Type IV COPV subjected to many thousands of load cycles under different temperatures and pressures are presented to demonstrate the strengths and challenges associated with such an SHM system. During the cyclic testing up to the final material failure of the COPV, a sensor network of fifteen surface-mounted piezoelectric (PZT) wafers was used to collect the UGW data. However, the pressure variations, the aging process of the COPV, the environmental parameters, and possible damages simultaneously have an impact on the recorded signals. This issue and the lack of labeled data make signal processing and analysis even more demanding. Thus, in this study, semi-supervised, and unsupervised deep learning approaches are utilized to separate the influence of different variables on the UGW data with the final aim of detecting and localizing the damage before critical failure. T2 - 11th European Workshop on Structural Health Monitoring CY - Potsdam, Germany DA - 10.06.2024 KW - Structural health monitoring KW - Deep learning KW - Ultrasonic-guided waves KW - Anomaly detection KW - Damage localization PY - 2024 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-607396 DO - https://doi.org/10.58286/29751 SP - 1 EP - 8 AN - OPUS4-60739 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - CONF A1 - Duffner, Eric T1 - Hydraulic Test Procedures - Load Cycle Test (LCT) N2 - Specifications, Challenges and Problems of Load Cycles Test (LCT) T2 - Follow-up Workshop on statistical safety assessment CY - BAM, Berlin, Germany DA - 05.10.2016 KW - Load cycle tests KW - Hydraulic tests KW - Leak detection PY - 2016 AN - OPUS4-37834 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - CONF A1 - Duffner, Eric T1 - Hydraulic Test Procedures - Slow Burst Test (SBT) N2 - Specifications, Challenges and Problems for Slow Burst Tests (SBT) T2 - Follow-up Workshop on statistical safety assessment CY - BAM, Berlin, Germany DA - 05.10.2016 KW - Slow burst test KW - Hydraulic tests PY - 2016 AN - OPUS4-37832 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - CONF A1 - Duffner, Eric T1 - TFP COD AGE Schallemissionprüfung N2 - Zwischenstand der Ergebnisse der Schallemissionsprüfungen im Rahmen des TFP COD AGE T2 - 5. Projektmeeting COD AGE CY - BAM Berlin, Germany DA - 13.04.2018 KW - Schallemission KW - Composite-Druckspeicher KW - Degradation PY - 2018 AN - OPUS4-44900 LA - deu AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - CONF A1 - Duffner, Eric T1 - DEVELOPMENT AND VALIDATION OF A RACE TRACK PROBE (RTP) T2 - 2nd WORKSHOP on STATISTICAL SAFETY ASSESSMENT of Composite Cylinders from Mass Production CY - BAM, Berlin DA - 2015-01-13 PY - 2015 AN - OPUS4-32447 LA - deu AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - CONF A1 - Duffner, Eric T1 - Introduction to hydraulic cycle testing T2 - 2nd WORKSHOP on STATISTICAL SAFETY ASSESSMENT of Composite Cylinders from Mass Production CY - BAM, Berlin DA - 2015-01-13 PY - 2015 AN - OPUS4-32448 LA - deu AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - CONF A1 - Duffner, Eric T1 - Technical Annex Load Cycle Test (LCT) of the Concept Additional Test (CAT) T2 - WORKSHOP on STATISTICAL SAFETY ASSESSMENT of Composite Cylinders from Mass Production CY - BAM Berlin DA - 2014-11-17 PY - 2014 AN - OPUS4-32297 LA - deu AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - JOUR A1 - Duffner, Eric A1 - Schoppa, André A1 - Szczepaniak, Mariusz T1 - Untersuchung der Haltbarkeit von Reparaturmaßnahmen an Bremsleitungsabschnitten durch hydraulische Berstdruckprüfungen N2 - Im Rahmen einer Bachelorarbeit zum Thema „Untersuchungen an Bremsleitungsabschnittsreparaturen“ zwischen der HTW Berlin und der TÜV Rheinland Kraftfahrt GmbH wurden in Zusammenarbeit mit der Bundesanstalt für Materialforschung und -prüfung (BAM) Berstdruckprüfungen durchgeführt. Im Rahmen der Kooperation sollte untersucht werden, inwiefern Reparaturmaßnahmen an beschädigten Bremsleitungsabschnitten sicherheitstechnisch unbedenklich sind, auch in Bezug auf die Verwendung unterschiedlicher auf dem Markt erhältlicher Bremsleitungsmaterialien. KW - Bremsleitung KW - Berstprüfung PY - 2017 SN - 2191-007 VL - 7 IS - 6 SP - 44 PB - Springer VDI-Verlag CY - Düsseldorf AN - OPUS4-40490 LA - deu AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - CONF A1 - Duffner, Eric T1 - UN Service Life Test für UN-Flaschen N2 - Erläuterung des geänderten Verfahrens zur wiederkehrenden Prüfung von UN Druckgefäßen T2 - Abschlussveranstaltung P200 CY - BAM, Berlin, Germany DA - 08.04.2016 KW - UN Druckgefäße KW - wiederkehrende Prüfung KW - UN service life test PY - 2016 AN - OPUS4-37254 LA - deu AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER - TY - CONF A1 - Duffner, Eric T1 - Hydraulic load cycle test bench for extreme temerature tests N2 - Components, function and technical details of the hydraulic load cycle test bench for extreme temperature test. T2 - Hannover Industrie Fair CY - Hannover, Germany DA - 25.04.2016 KW - extreme temperature KW - life cycle test KW - cylinders PY - 2016 AN - OPUS4-37251 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER -