教师风采

导师信息

当前位置: 学院首页 -> 教师风采 -> 正文

刘文涵

日期:2024-08-30

   

✦个人简介

刘文涵,男,博士,讲师,本科(2012~2016)、硕士(2016~2019)、博士(2021~2024)均毕业于武汉大学,2019~2021年于阿里巴巴集团担任算法工程师。参与国家自然科学基金面上项目1项,在SCI期刊发表论文20余篇,其中以一作身份发表9篇,担任若干SCI期刊审稿人,包括《Knowledge-based Systems》、《IEEE Journal of Biomedical and Health Informatics》、《Biomedical Signal Processing and Control》等。

✦研究方向

※人工智能

※心电信号处理

※物联网健康监护

※片上系统(SoC)

✦主要科研项目

※参与国家自然科学基金面上项目1项(已完成)

✦论文成果

[1] Wenhan Liu, Qianxi Guo, Xinwei Gao, et al. Lead Separation and Combination: A Novel Unsupervised 12-Lead ECG Feature Learning Framework for Internet of Medical Things[J]. IEEE Internet of Things Journal, 2022, 9(23): 23897-23914. (SCI 源刊;中科院1区TOP)

[2] Wenhan Liu, Zhoutong Li, Huaicheng Zhang, et al. Dense Lead Contrast for Self-Supervised Representation Learning of Multilead Electrocardiograms[J]. Information Sciences, 2023, 634:189-205. (SCI 源刊;中科院1区TOP)

[3] Wenhan Liu, Huaicheng Zhang, Sheng Chang, et al. Learning Representations for Multilead Electrocardiograms from Morphology-Rhythm Contrast[J]. IEEE Transactions on Instrumentation and Measurement, 2024, 73: 1-15. (SCI 源刊;中科院2区TOP)

[4] Wenhan Liu, Huaicheng Zhang, Sheng Chang, et al. A joint cross-dimensional contrastive learning framework for 12-lead ECGs and its heterogeneous deployment on SoC[J]. Computers in Biology and Medicine, 2023, 152: 106390.(SCI 源刊;中科院2区TOP)

[5] Wenhan Liu, Fei Wang, Qijun Huang, et al. MFB-CBRNN: A hybrid network for MI detection using 12-lead ECGs[J]. IEEE Journal of Biomedical and Health Informatics, 2020, 24(2): 503-514. (SCI源刊;中科院2区TOP)

[6] Wenhan Liu, Mengxin Zhang, Yidan Zhang, et al. Real-time multilead convolutional neural network for myocardial infarction detection[J]. IEEE journal of biomedical and health informatics, 2018, 22(5): 1434-1444. (SCI源刊;中科院2区TOP)

[7] Wenhan Liu, Qijun Huang, Sheng Chang, et al. Multiple-feature-branch convolutional neural network for myocardial infarction diagnosis using electrocardiogram[J]. Biomedical Signal Processing and Control, 2018, 45: 22-32.(SCI源刊;中科院2区)

[8] Wenhan Liu, Jiewei Ji, Sheng Chang, Hao Wang, Jin He, and Qijun Huang. EvoMBN: evolving multi-branch networks on myocardial infarction diagnosis using 12-lead electrocardiograms[J]. Biosensors, 2022, 12(1): 15. (SCI 源刊;中科院3区)

[9] Wenhan Liu, Qianxi Guo, Siyun Chen, Sheng Chang, Hao Wang, Jin He, and Qijun Huang. A fully-mapped and energy-efficient FPGA accelerator for dual-function AI-based analysis of ECG[J]. Frontiers in Physiology, 2023, 14: 138.(SCI 源刊;中科院3区)

✦联系方式

Email:WHliu@ecjtu.edu.cn