研究论文
CNC-VLM: An RLHF-optimized industrial large vision-language model with multimodal learning for imbalanced CNC fault detection
Zisheng Wang, Junjie Chen, Chisen Wang, Cong Peng, Jianping Xuan, Tielin Shi, Mingjian Zuo
Beijing Jiaotong University Tsinghua University Huazhong University of Science and Technology Shandong University
来源Mechanical Systems and Signal Processing
年份2026
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逐年被引趋势
21110
2126
关键指标
21
被引次数 · OpenAlex
63.75
领域内被引倍数
同类平均 = 1
同类平均 = 1
前 0.1%
引用位次
同领域 · 同年份 · 同类型
同领域 · 同年份 · 同类型
32
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学术脉络
学科主题
工程Machine Fault Diagnosis Techniques
Multimodal Machine Learning Applications · Industrial Vision Systems and Defect Detection
参考文献 32
Fault diagnosis strategy of CNC machine tools based on cascading failure
被引 150Yingzhi Zhang, Liming Mu, Guixiang Shen · Journal of Intelligent Manufacturing · 2017
Deep learning
被引 85,369Yann LeCun, Yoshua Bengio, Geoffrey E. Hinton · Nature · 2015
A Survey on Vision Transformer
被引 4,446Kai Han, Yunhe Wang, Hanting Chen · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2022
此处列出前 3 条
引用本文 21
Advanced Fault Detection and Diagnosis Exploiting Machine Learning and Artificial Intelligence for Engineering Applications
被引 19Davide Paolini, Pierpaolo Dini, Abdussalam Elhanashi · Electronics · 2026
An adaptive industrial large language model for mechanical fault diagnosis under variable operating conditions
被引 11Chaojun Xu, Zisheng Wang, Yaqiang Jin · Advanced Engineering Informatics · 2026
Fault Diagnosis of Gearbox Bearings Based on Multi-Feature Fusion Dual-Channel CNN-Transformer-CAM
被引 3Lihai Chen, Yonghui He, Aobo Tan · Machines · 2026
按被引量排序，此处列出前 3 条