TY - JOUR AU - Dózsa, Tamás AU - Jurdana, V AU - Segota, S B AU - Volk, János AU - Radó, János AU - Soumelidis, Alexandros AU - Kovács, Péter TI - Road Type Classification Using Time-Frequency Representations of Tire Sensor Signals JF - IEEE ACCESS J2 - IEEE ACCESS VL - 12 PY - 2024 SP - 53361 EP - 53372 PG - 12 SN - 2169-3536 DO - 10.1109/ACCESS.2024.3382931 UR - https://m2.mtmt.hu/api/publication/34786414 ID - 34786414 LA - English DB - MTMT ER - TY - JOUR AU - Dózsa, Tamás AU - Őri, P AU - Szabari, M AU - Simonyi, Ernő AU - Soumelidis, Alexandros AU - Lakatos, István TI - Brake Disc Deformation Detection Using Intuitive Feature Extraction and Machine Learning JF - MACHINES J2 - MACHINES VL - 12 PY - 2024 IS - 4 PG - 21 SN - 2075-1702 DO - 10.3390/machines12040214 UR - https://m2.mtmt.hu/api/publication/34758553 ID - 34758553 AB - In this work we propose proof-of-concept methods to detect malfunctions of the braking system in passenger vehicles. In particular, we investigate the problem of detecting deformations of the brake disc based on data recorded by acceleration sensors mounted on the suspension of the vehicle. Our core hypothesis is that these signals contain vibrations caused by brake disc deformation. Since faults of this kind are typically monitored by the driver of the vehicle, the development of automatic fault-detection systems becomes more important with the rise of autonomous driving. In addition, the new brake boosters separate the brake pedal from the hydraulic system which results in less significant effects on the brake pedal force. Our paper offers two important contributions. Firstly, we provide a detailed description of our novel measurement scheme, the type and placement of the used sensors, signal acquisition and data characteristics. Then, in the second part of our paper we detail mathematically justified signal representations and different algorithms to distinguish between deformed and normal brake discs. For the proper understanding of the phenomenon, different brake discs were used with measured runout values. Since, in addition to brake disc deformation, the vibrations recorded by our accelerometers are nonlinearly dependent on a number of factors (such as the velocity, suspension, tire pressure, etc.), data-driven models are considered. Through experiments, we show that the proposed methods can be used to recognize faults in the braking system caused by brake disc deformation. LA - English DB - MTMT ER - TY - JOUR AU - Dózsa, Tamás AU - Szabari, M AU - Soumelidis, Alexandros AU - Kovács, Péter TI - Pole identification using discrete Laguerre expansion and variable projection JF - IFAC PAPERSONLINE J2 - IFACOL VL - 56 PY - 2023 IS - 2 SP - 3994 EP - 3999 PG - 6 SN - 2405-8971 DO - 10.1016/j.ifacol.2023.10.1379 UR - https://m2.mtmt.hu/api/publication/34170248 ID - 34170248 LA - English DB - MTMT ER - TY - CHAP AU - Dózsa, Tamás AU - Ámon, Attila AU - Braun, Ferenc AU - Simonyi, Ernő AU - Soumelidis, Alexandros AU - Volk, János AU - Kovács, Péter ED - Horváth, Balázs ED - Horváth, Gábor TI - Towards intelligent tire development T2 - XIII. International Conference on Transport Sciences / XIII. Nemzetközi Közlekedéstudományi Konferencia, Győr PB - Közlekedéstudományi Egyesület (KTE) CY - Győr SN - 9786156443175 PY - 2023 SP - 145 EP - 155 PG - 11 UR - https://m2.mtmt.hu/api/publication/34145789 ID - 34145789 LA - English DB - MTMT ER - TY - JOUR AU - Dózsa, Tamás AU - Radó, János AU - Volk, János AU - Kisari, Ádám AU - Soumelidis, Alexandros AU - Kovács, Péter TI - Road abnormality detection using piezoresistive force sensors and adaptive signal models JF - IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT J2 - IEEE T INSTRUM MEAS VL - 71 PY - 2022 PG - 11 SN - 0018-9456 DO - 10.1109/TIM.2022.3194900 UR - https://m2.mtmt.hu/api/publication/33038760 ID - 33038760 LA - English DB - MTMT ER - TY - GEN AU - Dózsa, Tamás AU - Radó, János AU - Volk, János AU - Kisari, Ádám AU - Soumelidis, Alexandros AU - Kovács, Péter TI - Abnormal road surface detection using wheel sensor data PY - 2021 UR - https://m2.mtmt.hu/api/publication/32297116 ID - 32297116 LA - English DB - MTMT ER - TY - JOUR AU - Rödönyi, Gábor AU - Beintema, G I AU - Tóth, Roland AU - Schoukens, M AU - Pup, Dániel AU - Kisari, Ádám AU - Vigh, Zsombor AU - Kőrös, Péter AU - Soumelidis, Alexandros AU - Bokor, József TI - Identification of the nonlinear steering dynamics of an autonomous vehicle JF - IFAC PAPERSONLINE J2 - IFACOL VL - 54 PY - 2021 IS - 7 SP - 708 EP - 713 PG - 6 SN - 2405-8971 DO - 10.1016/j.ifacol.2021.08.444 UR - https://m2.mtmt.hu/api/publication/32112845 ID - 32112845 LA - English DB - MTMT ER - TY - CONF AU - Somogyi, Huba AU - Soumelidis, Alexandros ED - Barabás, István TI - Inerciális érzékelők tesztelése szimulációs környezetben és GNSS/IMU szenzorfúzióban való alkalmazhatóságának vizsgálata T2 - XXVIII. Nemzetközi Gépészeti Konferencia – OGÉT 2020 PB - Erdélyi Magyar Műszaki Tudományos Társaság (EMT) C1 - Kolozsvár T3 - Nemzetközi Gépészeti Találkozó (OGÉT), ISSN 2068-1267 PY - 2020 SP - 342 EP - 345 PG - 4 UR - https://m2.mtmt.hu/api/publication/32026928 ID - 32026928 LA - Hungarian DB - MTMT ER - TY - CHAP AU - Somogyi, Huba AU - Soumelidis, Alexandros ED - Kiss, Bálint ED - Harmati, István ED - Taqvi, Z TI - Comparison of High-Precision GNSS systems for development of an autonomous localization system T2 - 2020 23rd International Symposium on Measurement and Control in Robotics (ISMCR) PB - IEEE CY - Piscataway (NJ) SN - 9781665404792 PY - 2020 SP - 1 EP - 6 PG - 6 DO - 10.1109/ISMCR51255.2020.9263762 UR - https://m2.mtmt.hu/api/publication/31722909 ID - 31722909 LA - English DB - MTMT ER - TY - CHAP AU - Pup, Dániel AU - Kisari, Ádám AU - Vigh, Zsombor AU - Rödönyi, Gábor AU - Soumelidis, Alexandros AU - Bokor, József ED - Kiss, Bálint ED - Harmati, István ED - Taqvi, Z TI - Characterization of Model Uncertainty Features Relevant to Model Predictive Control of Lateral Vehicle Dynamics T2 - 2020 23rd International Symposium on Measurement and Control in Robotics (ISMCR) PB - IEEE CY - Piscataway (NJ) SN - 9781665404792 PY - 2020 SP - 1 EP - 4 PG - 4 DO - 10.1109/ISMCR51255.2020.9263745 UR - https://m2.mtmt.hu/api/publication/31722557 ID - 31722557 LA - English DB - MTMT ER -