宋艳，女，现为山东大学海洋研究院副教授，主要开展机器学习、深度学习在海洋声呐数据处理、机械设备故障诊断与剩余寿命预测中的应用研究，目前发表SCI/EI论文10余篇。
1. 声呐图像分割
2. 智能故障诊断
1. Song, Y., Gao, S., Li, Y.*, Jia, L.*, Li, Q., & Pang, F.. Distributed Attention-Based Temporal Convolutional Network for Remaining Useful Life Prediction. IEEE Internet of Things Journal, 8, 9594-9602, 2021.
2. Li, Y., Song, Y.*, Jia, L*., Gao, S., Li, Q., & Qiu, M.. Intelligent Fault Diagnosis by Fusing Domain Adversarial Training and Maximum Mean Discrepancy via Ensemble Learning. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 17, 2833, 2021.
3. Song, Y., He, B.*, & Liu, P.. Real-Time Object Detection for AUVs Using Self-Cascaded Convolutional Neural Networks. IEEE JOURNAL OF OCEANIC ENGINEERING, 46, 56, 2021.
4. Song, Y., Li, Y.*, Jia, L., & Qiu, M.. Retraining Strategy-Based Domain Adaption Network for Intelligent Fault Diagnosis. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 16, 6163, 2020.
5. Guo, Q., Li, Y.*, Song, Y., Wang, D., & Chen, W.. Intelligent Fault Diagnosis Method Based on Full 1-D Convolutional Generative Adversarial Network. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 16, 2044, 2020.
6. Song, Y.*, & Liu, P.. Segmentation of sonar images with intensity inhomogeneity based on improved MRF. Applied Acoustics, 158, 2020.
7. Liu, P., & Song, Y.*. Segmentation of sonar imagery using convolutional neural networks and Markov random field. Multidimensional Systems and Signal Processing, 31, 21, 2020.
8. Song, Y., He, B.*, Zhao, Y., Li, G., Sha, Q., Shen, Y., Yan, T., Nian, R., & Lendasse, A.. Segmentation of Sidescan Sonar Imagery Using Markov Random Fields and Extreme Learning Machine. IEEE Journal of Oceanic Engineering,
9. Song, Y., Zhang, S., He, B.*, Sha, Q., Shen, Y., Yan, T., Nian, R., & Lendasse, A.. Gaussian derivative models and ensemble extreme learning machine for texture image classification. Neurocomputing, 277, 53-64,
10. Song, Y., He, B.*, Liu, P., & Yan, T.. Side Scan Sonar Image Segmentation and Synthesis Based on Extreme Learning Machine. Applied Acoustics, 2019.
1. 基于模型差异的故障诊断方法、系统、存储介质及设备
2. 基于联邦域泛化的机械故障诊断方法及系统
3. 一种滚动轴承剩余使用寿命预测方法及系统
4. 基于多源数据合成的侧扫声呐图像数据增强方法及系统
5. 一种基于集成域自适应的故障诊断方法及系统
6. 一种锂电池剩余使用寿命预测方法及系统
7. 基于DA-TCN的设备剩余使用寿命的估计方法及系统
8. 一种面向机电设备的智能故障诊断方法及系统
1. 高效低成本热法海水淡化关键技术与应用示范, 2019/09/07-2021/12/31
2. MED-TVC海水淡化系统动态建模与优化控制研究, 2019/08/16-2023/12/31
3. 车用燃料电池氢气喷射泵总体设计技术, 2019/12/01-2023/11/30
4. 车用燃料电池喷射式氢气再循环泵研发, 2019/12/01-2023/11/30
5. 类别不平衡和灰度不均匀条件下侧扫声纳图像实时分割方法研究, 2019/08/16-2022/12/31
1. 随机过程
2. 形势与政策(4)
3. 毕业论文(设计)
4. Python数据分析与展示
5. 概率论与数理统计
