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Mingfa Ren

As seen in: Wiley Online Library, MDPI
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Articles by Mingfa Ren

An End-to-End Adaptive Method for Remaining Useful Life Prediction of Rolling Bearings Using Time-Frequency Image Features

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By Mingfa Ren
| MDPI
1. Introduction In light of the substantial progression within the realms of industrial internet and sensor technologies, industrial condition monitoring data are growing explosively, with over 1000 EB being added every year [1]. The use of industrial big data for equipment health monitoring and remaining useful life prediction has great significance for achieving equipment predictive maintenance and improving production efficiency.
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A low‐cost trans‐scale model for the collaborative analysis of the manufacturing and in‐service process of unidirectional CFRP composites

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By Chensheng Zheng, Xin Chang, Cheng Huang, Mingfa Ren
| Wiley Online Library Verified
REFERENCES 1. Distortions of composite aerospace frames due to processing, thermal loads and trimming operations and an assessment from an assembly perspective. Compos Struct. 2019; 220: 338-346. 2, , . Recent progresses of fabrication and characterization of fibers-reinforced composites: a review. Compos Commun. 2019; 14: 34-42. 3, , , . A review on process-induced distortions of carbon fiber reinforced thermosets for large-scale production. Prod Eng. 2017; 11(6): 665-675. 4, .
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Study on tensile properties of ultra‐thin‐ply carbon fiber‐reinforced composite laminates under static load

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By Mingfa Ren, Yanpeng Liu, Yuze Han, Zhongjie Ren
| Wiley Online Library Verified
The thinning of carbon fiber-reinforced composites has been shown to enhance their strength and damage resistance. In this study, cross-ply and quasi-isotropic laminate tensile experiments are conducted using composites with ply thicknesses of 24, 55, 75, and 100 μm to investigate the relationship between the strength of laminates and ply thickness.
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