„… other things, fault detection of a generic gearbox using accelerometer data [3]. Vibration data at …” „… Challenge was on fault detection and estimating the extent of the fault in order to identify the type …” „… Fault Detection Dataset, PHM Data Challenge 2009, 2009, https://c3.ndc.nasa.gov/dashlink/resources/997 …”

„… . 75–84 [11] Li, B., Zhang, X. u. Wu, J.: New procedure for gear fault detection and diagnosis using …” „… out to evaluate the damage detection potential of the sensor concepts. Finally, a spectrum analysis …” „… IAS measuring concepts with MR sensors to detect gear faults. The measuring scale of Sensor A is the …”

„… , A., Moriwaki, I.: Vibration-based early detection of plastic gear faults using Fourier decomposition …” „… decomposition method (FDM) in a sensitive frequency band (SFB) and labeled using a change-point detection …” „… four main steps: data smoothing, change-point detection, data normalization, and data labeling. Data …”

„… (2010): Intelligent fault detection of electrical equipment in ground substations using thermo vision …” „… Hot Spot Detection in Electrical Equipment using the Inverse Pixel Count Algorithm Dr. Ralf Gitzel …” „… such as switchgear and to detect faults. This paper describes an algorithm that can detect hot spots in …”

„… autonomy of Cyber-Physical production systems (CPPS) in domains like anomaly detection, diagnosis and …” „… , existing CPPS datasets often have restrictions in their variance of faults, system complexity and use cases …” „… the evaluation of AI methods for fault handling in CPPS,” Jul. 2021. Ac-cessed: Mar. 13, 2022. [Online …”

„… condition monitoring and fault detection for electrical machines," Energies, p. 7459, 2021. [3] P. J …” „… Detection in Disc Mowers: Exploring Deep Learning Models (CNN and ResNet) for Enhanced Condition Monitoring …” „… mechanical faults. Electrical faults are most prominent in high voltage application (stator winding-related …”

„… , because they allow an early detection of anomalies [2]. Firstly, the earlier an anomaly is detected, the …” „… detection allows to avoid a cascade of damage, such as bearings that are not greased properly, aligned or …” „… bearings. Case 1 In the first case, different faults were created on the bearing from the chopper at the …”

„… Approaches for Fault Detection in Disc Mower. IFAC PaperOnLine 55-6. 2022, page 217-221. [5] Brecher, C …” „… Diagnostics, it is generally necessary to be able to differentiate significantly between normal and fault …” „… significantly differentiates normal and fault operation is the time length between 2 tine arms. If one of the …”

„… detection. Fig. 2: Ag-adapted scenario characterization and riskassessment VDI-Berichte Nr. 2427, 2023212 …” „… risk assessment for Ag machines: For a general risk assessment, if control system faults are considered …” „… as part of a scenario, then an estimated or known fault rate of the control system is needed. For …”

„… , which is the difference of Q3 and Q1. 2.2.3. Multivariate anomaly detection on each timestamp of each …” „… day, we perform an anomaly detection using the machine learning algorithm Isolation Forest (iForest …” „… cluster segment. iForest [4] is an anomaly detection algorithm that efficiently identifies outliers or …”

„… shutdown.Fail-OperationalFaults must be tolerated or avoided. The function must bemaintained (potentially degraded).Detection of …” „… allocated to all individual components> Detection of timing faults (via watchdog) or preemptive scheduling …” „… software. With redundant architectures fault tolerance can be achieved on system level, but this …”

„… wide variety of machine learning algorithms for condition monitoring in the areas of fault detection …” „… model-based fault simulation in transmission systems for early fault detection, prevention of catastrophic …” „… .2023.110130. [18] Mishra, A., Dhurvey, P. and Soni, S.: Vibration based gear fault detection. Materials Today …”