NLN-EMP - Motor Current and Vibration Monitoring Dataset for various Faults in an E-motor-driven Centrifugal Pump

Netherlands Navy E-motor Pump (NLN-EMP) dataset.<br>This dataset contains experimental vibration and motor current and voltage data of an electric motor pump set up, acquired at Fieldlab Techport as part of a research effort of the Royal Netherlands Navy. The experiments consist of measurements with a wide variety of faults, distributed over 2 set ups. One setup was operated at three different speeds, the other setup was operated at a single speed. The majority of faults were applied in multiple levels of severity.

荷兰海军电动泵（Netherlands Navy E-motor Pump, NLN-EMP）数据集。本数据集包含一套电动泵机组的实验振动、电机电流与电压数据，该数据由荷兰皇家海军的一项研究项目在Techport现场实验室（Fieldlab Techport）采集获取。本次实验涵盖多种故障类型的测量工作，相关测量分布于两套实验平台：其中一套平台以三种不同转速运行，另一套平台仅以单一转速运行。绝大多数故障均设置了多档严重程度等级。

搜集汇总

背景与挑战

背景概述

该数据集是NLN-EMP数据集，专门收集了电动离心泵在不同故障条件下的电机电流和振动监测数据。数据来自荷兰皇家海军的研究实验，涵盖多种故障类型和严重级别，并在不同运行速度下测量，适用于故障检测和工程分析。数据集以7zipped csv格式提供，采用CC0许可，最新版本发布于2024年8月5日，支持人工智能和机械工程等领域的应用。