Minglei Shu

Title: Minglei Shu: Innovator in Electrocardiogram Signal Classification

Introduction

Minglei Shu is a prominent inventor based in Jinan, China. He has made significant contributions to the field of electrocardiogram (ECG) signal classification, holding a total of 8 patents. His innovative methods enhance the accuracy and stability of ECG signal analysis, which is crucial for medical diagnostics.

Latest Patents

One of Minglei Shu's latest patents is a few-shot electrocardiogram (ECG) signal classification method based on an improved Siamese network. This method constructs a CMP module as a sub-network of a Siamese network, combining extracted local and global features to better analyze peak information such as position, amplitude, and offset. This approach results in a more robust transformed feature vector, thereby improving the accuracy and stability of few-shot ECG signal classification.

Another notable patent is an electrocardiogram (ECG) signal classification method based on contrastive learning and multi-scale feature extraction. This method utilizes a squeeze-and-excitation-residual networks with next-generation aggregated transformations-context-aware network (SE-ResNeXt-CAN) model. The model includes a shallow feature extraction module and multiple squeeze-and-excitation residual modules, which work together to adaptively learn channel correlations and expand the receptive field. This optimization enhances the performance and generalization ability of ECG signal classification tasks.

Career Highlights

Minglei Shu has worked at several esteemed institutions, including Qilu University of Technology and the Shandong Computer Science Center, which is the national Supercomputing Center in Jinan. His work in these organizations has allowed him to develop and refine his innovative techniques in ECG signal classification.

Collaborations

Throughout his career, Minglei Shu has collaborated with notable colleagues such as Pengyao Xu and Zhaoyang Liu. These collaborations have contributed to the advancement of research in the field of electrocardiogram signal processing.

Conclusion

Minglei Shu's contributions to ECG signal classification through his innovative patents demonstrate his expertise and commitment to advancing medical technology. His work not only enhances diagnostic accuracy but also paves the way for future innovations in the field.