Ji Daxiong, Yao Xin, Li Shuo, Tang Yuangui, Tian Yu
The Key Laboratory of Ocean Observation-Imaging Testbed of Zhejiang Province, The Institute of Marine Electronic and Intelligent System, Ocean College, Zhejiang University, China.
The Engineering Research Center of Oceanic Sensing Technology and Equipment, Ministry of Education, Zhoushan 316000, China.
Data Brief. 2021 Oct 14;39:107477. doi: 10.1016/j.dib.2021.107477. eCollection 2021 Dec.
The dataset contains 1225 data samples for 5 (labels). We divided the dataset into the training set and the test set through random stratified sampling. The test set accounted for of the total dataset. Our experimental subject is 'Haizhe', which is a small quadrotor AUV developed in the laboratory. For each , 'Haizhe' was tested several times. For each time, 'Haizhe' ran the same program and sailed underwater for 10-20 s to ensure that was long enough. The recorded in each test were then used as a data sample, and the corresponding was the true label of the data sample. The dataset was used to validate a model-free fault diagnosis method proposed in our paper [1] and the complete dynamic model of 'Haizhe' AUV was reported in [2].
该数据集包含针对5个(标签)的1225个数据样本。我们通过随机分层抽样将数据集分为训练集和测试集。测试集占总数据集的 。我们的实验对象是“海蜇”,它是实验室研发的一种小型四旋翼自主水下航行器。对于每个 ,“海蜇”都进行了多次测试。每次,“海蜇”运行相同的程序并在水下航行10至20秒,以确保 足够长。然后将每次测试中记录的 用作数据样本,相应的 就是数据样本的真实标签。该数据集用于验证我们论文[1]中提出的一种无模型故障诊断方法,“海蜇”自主水下航行器的完整动态模型在[2]中有报道。