Early-Research, Work during freshman and sophomore year

Research on the Evolution of Virtual Reality from the Perspective of Technology Management: Based on Semantic Analysis of Patent Citation Networks (SCI-3, Under review)

Journal of Information Technology
Based on mining patent citation networks, tracks the main technological pathways and utilizes word cloud distribution techniques to predict potential evolutionary themes of virtual reality technology, which aims to expand the main pathways of virtual reality technology, providing decision making references for enhancing the precision of China's future technological development, promoting the efficiency of public technological investment, and aiding in the formulation of technology policies.
[2022.7-2023.5]

Scaffolding video surveillance system based on multi-mode

To ensure standardization in scaffolding construction, we have established a scaffolding classification model based on semantic segmentation. We created a dataset of 1000 scaffolding images and employed the SegFormer algorithm to achieve more precise semantic segmentation of scaffolding components.
[2022.5-2023.5]

Improved federation learning method based on incremental neural network

In this project, we propose an improved method for the traditional Stochastic Configuration Network (SCN). Our approach replaces the conventional upper triangular matrix decomposition with LU decomposition, enhancing the operational speed and making the network more lightweight. Additionally, we incorporate federated learning into the incremental neural network, utilizing a weighted aggregation algorithm to improve model generalization and safeguard the data privacy of end nodes.
[2022.12-2023.5]