Author

Jie-Ke Wang

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Open access 2026

A Method for Rolling Bearing Fault Diagnosis Based on Dynamic MFCC Features and a Dual-Path Attention-Multi-Scale Aggregation Network (DPA-MSAN) Under Heavy Noise

Under severe noise interference in industrial environments, the non-stationary and nonlinear characteristics of rolling bearing vibration signals become more pronounced, making weak fault features easily buried and diagnosis significantly more challenging. To address this issue, this paper proposes a fault diagnosis me...

Chuan-Min Zhu, Qin-Yuan Hou, Zhi-Yuan Li et al. · IEEE Access · 0 citations

Preprint Aug 2026

Dual-Grained Agent Memory and Shapley Context Attribution for Multimodal Agentic Learner

DG-Mem is proposed, a dual-grained agentic memory framework that augments a frozen MLLM with a non-parametric, externally stored memory built once from training-time rollouts and consulted read-only at test time, and improves consistently over no-memory and competitive memory baselines.

Jie-Ke Wang, Tian-Cheng Shen, Yibo Yang et al. · 0 citations