Author

Shaoning Zhang

2 papers indexed here

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Aug 2026

Certified Streaming Updates for Machine Learning Models under Limited Throughput.

The rapid growth of real-time data acquisition creates a critical demand for streaming machine learning at the edge to enhance application performance; however, the sheer magnitude of incoming data often overwhelms the modest computational resources of edge hardware. Consider autonomous vehicle condition recognition, w...

Dongxie Wen, Lu Yi, Feng-Tai Li et al. · IEEE Transactions on Pattern... · 0 citations

Open access Aug 2026

Time series forecasting of battery state of charge using real-world driving data: an SCSSA optimized CNN-LSTM-Attention model

A purely data-driven end-to-end SOC prediction framework based on sliding-window technology that adopts an SCSSA-optimized convolutional neural networks-long short-term memory-attention hybrid model that integrates a CNN for local feature extraction, an LSTM for modeling temporal dependencies, and an attention mechanis...

Xing Zhang, Ju-Qiang Feng, Shun-Li Wang et al. · Engineering Research Express · 0 citations