A smartphone-based vibration dataset for induction motor fault diagnosis under different speed and load conditions 核心 · 已核验

atlas:a-smartphone-based-vibration-dataset-for-induction-motor-fault-d

This dataset provides smartphone-based vibration measurements collected from a three-phase squirrel-cage induction motor operating under multiple fault conditions, rotational speeds, and load states. The primary objective of the dataset is to support research on low-cost and accessible condition monitoring and fault diagnosis of induction motors using inertial sensors embedded in consumer-grade smartphones.

Vibration signals were acquired using an iPhone 15 Pro Max equipped with a tri-axial accelerometer, with data recorded via the Sensor Play mobile application. Data were recorded along three raw acceleration axes (gx, gy, gz) as well as gravity-compensated linear acceleration components (guserx, gusery, guserz). All signals were sampled at 100 Hz, and each measurement corresponds to a continuous recording of 15 minutes. The smartphone was firmly attached to the motor housing using double-sided adhesive tape to ensure consistent coupling during data acquisition.

The dataset includes six motor health conditions:

(i) Healthy operation (H),

(ii) Insufficient bearing lubrication (B1),

(iii) Severely insufficient bearing lubrication (B2),

(iv) Cracked bearing outer ring (B3),

(v) Voltage imbalance (V), and

(vi) Broken rotor bar (R).

Measurements were conducted at three operating speeds (30 Hz, 40 Hz, and 50 Hz) under both loaded and unloaded conditions, covering all combinations of fault type, speed, and load (36 operating scenarios in total). For each fault class, data corresponding to the six speed–load combinations are provided, and each recording is available in both .mat and .csv formats. As a result, each class folder contains 12 files, consisting of paired .mat and .csv files for the same measurement.

File names follow a standardized convention: Class_Load_SpeedHz, where the load condition is indicated by “1” (loaded) or “0” (unloaded). This organization facilitates straightforward access to the data and enables seamless integration into signal processing, ma

落地页

https://dx.doi.org/10.17632/rs4vz8n3t5

许可证

CC-BY-4.0 (判读置信:inferred)

国内可访问性

国内直连:可达 (2026-07-11 检测) 代理通道:可达 (2026-07-11 检测)
检测口径:lychee 双通道单轮探测;「直连超时」表示检测窗口内未完成,系慢或不稳定证据,不构成封锁证据。

发布年份

2026

发布方

Mendeley Data

设备类型

induction_motor

PHM 任务

fault_diagnosis

传感器

运行工况