Conceptual Optimal Selection of an E-Maintenance Autonomous Strategy in CNC Machining: A Case Study

被引:0
|
作者
Oyesola, Moses Oluwafemi [1 ]
Mpofu, Khumbulani [1 ]
Kanakana-Katumba, Grace [1 ]
机构
[1] Tshwane Univ Technol, Dept Ind Engn, Pretoria, South Africa
来源
2024 15TH INTERNATIONAL CONFERENCE ON MECHANICAL AND INTELLIGENT MANUFACTURING TECHNOLOGIES, ICMIMT 2024 | 2024年
基金
新加坡国家研究基金会;
关键词
autonomous maintenance; CNC machine; evaluation;
D O I
10.1109/ICMIMT61937.2024.10585818
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This research aims to provide an effective valuable strategy for an effective maintenance management plan (MMP) with the specific needs and demands of a Computer Numerical Control (CNC) machine within a manufacturing plant setting. Given the critical role of the machine in the overall operational success of a factory, this study examines maintenance approaches that encompass autonomy by shifting from Total Productive Maintenance (TPM) involving corrective actions, and a run-to-failure strategy. The primary focus of this research lies in the bands of historical data collection and analysis, highlighting three critical component-level failures of paramount importance for closely monitoring of the performance of the CNC machine. In the quest for an optimal maintenance strategy, the study assesses the viability of three distinct approaches: Preventive Maintenance, Predictive Maintenance, and E-Maintenance (Autonomous). To ensure the sustained health and efficiency of the case machine production line, the research employs Pugh's elimination matrix table as an evaluation tool.
引用
收藏
页码:102 / 107
页数:6
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