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Articles by Manlin Chen
Hierarchical tree-structured belief rule base for fault diagnosis of complex electromechanical systems
Abstract Fault diagnosis of complex electromechanical systems is critical for ensuring safe operation of industrial equipment. Belief Rule Base (BRB) demonstrates significant advantages in small-sample and uncertain environments by combining expert knowledge with data-driven modeling. However, it faces the challenge of combinatorial explosion in high-dimensional feature scenarios. The number of rules grows exponentially. This severely limits its engineering applications.
Unsupervised learning reveals novel disease-associated proteins in high-dimensional human proteomic data - Scientific Reports
Abstract Modern advancements in precision medicine have led to the generation of vast proteomic datasets, capturing the concentrations of thousands of proteins across tens of thousands of participants. These datasets are traditionally processed using supervised learning methods due to their relative simplicity to implement and assess the output. However, this approach can sometimes overlook subtle patterns that might offer deeper insights.
Desolvation Effect Triggered by TiS2‐TiO2 Heterostructure for Ultrahigh‐Rate Aqueous Zinc‐Ion Batteries
Conflict of Interest The authors declare no conflict of interest. Supporting Information Filename Description adfm202414032-sup-0001-SuppMat.pdf2.9 MB Supporting Information References 1, , , , , Chem. Rev. 2020, 120, 7795. 2, , , J. Mater. Chem. A 2020, 8, 3785. 3, , , Adv. Sci. 2020, 7, 2000761. 4, , , , , , , , Angew. Chem., Int. Ed. 2021, 60, 990. 5, , , , , , , , , , , , Chem. Eng. J. 2021, 416, 127704. 6, , , , , , , , Angew. Chem., Int. Ed. 2021, 60, 896. 7, , , , , , Nat. Commun. 2024, 15, 302.
Spare Parts Management Strategy of High-Speed Railway Running Department Based on Performance Prediction
1. Introduction Spare parts refer to components that need to be prepared in advance for replacement during the maintenance process of high-speed railway operations [1,2]. As essential support materials, spare parts play a critical role in the routine maintenance and emergency handling of high-speed railway systems [3].
A Text-Oriented Fault Diagnosis Method for Electromechanical Device Based on Belief Rule Base
Abstract : At present, quantitative data is often used for fault diagnosis of electromechanical devices, while qualitative data in the form of text is rarely used. In order to integrate qualitative data in the form of text and quantitative data in the fault diagnosis of an electromechanical device, a text-oriented fault diagnosis method based on belief rule base (BRB) is proposed in this paper.
CF4 Plasma Functionalized Polypropylene Separator for Dendrite-Free Lithium Metal Anodes
CF4 Plasma Functionalized Polypropylene Separator for Dendrite-Free Lithium Metal Anodes Shengling Cao, Xin He, Manlin Chen, Yu Han, Kai Jiang, Kangli Wang and Min Zhou Abstract Lithium metal is recognized as the promising anode material for next-generation high-energy-density batteries, but uncontrollable lithium dendrites inhibit their further applications.
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