Dataset for Fault Classification in Rock Drills, a Fast Oscillating Hydraulic System
نویسندگان
چکیده
This work describes the collection and properties of publicly available rock drill fault classification data set rockdrill11, used for 2022 PHM Conference Data Challenge. The is collected from a carefully instrumented hydraulic drill, operating in normal operation test cell while inducing number faults. Hydraulic pressure measured at 50kHz three different locations, resulting detailed signatures each fault. Due to wave propagation phenomena, system sensitive individual differences between drills, drills rigs configurations. Such named "individuals" are introduced by altering certain parameters setup. An important part therefore availability No-fault reference cycles, which supplied all individuals. These cycles give information on how individuals differ other, can be improve classification.
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ژورنال
عنوان ژورنال: Proceedings of the Annual Conference of the Prognostics and Health Management Society
سال: 2022
ISSN: ['2325-0178']
DOI: https://doi.org/10.36001/phmconf.2022.v14i1.3144