对聚乙烯天然气管道的多变量测量系统的研究,使用可变重量UMAP模型
Chenjia Zong1, Juan Zhou2, Qiang Wang3
1College of Quality and Standardization, China Jiliang University, Hangzhou, 310018, China.
Scientific reports
|November 11, 2025
概括
本研究引入了一种新的多变量测量系统分析模型,用于气体聚乙烯管道. 该模型使用可变重量均多重近似和投影 (VUMAP) 来改进质量指标评估.
科学领域:
- 工业工程 工业工程 工业工程
- 质量控制 质量控制 质量控制
- 数据科学数据科学数据科学
背景情况:
- 评估气体聚乙烯管道的测量系统性能是复杂的,因为相互影响的质量指标.
- 传统方法与高质量数据的高维和非线性性质作斗争.
研究的目的:
- 开发一个先进的多变量测量系统分析模型.
- 提高气体聚乙烯管道生产中的测量系统性能评估.
主要方法:
- 使用可变重量统一多边近似和投影 (VUMAP) 来减少维度.
- 使用K-Means++集群和粒子集群优化 (PSO) 实现了一个动态权重方法.
- 改进了VUMAP,以更好地保存高维数据中的非线性关系.
主要成果:
- 开发了一个综合的多变量模型,用于全面的测量系统评估.
- 动态权重方法比传统的统一权重提高了准确性.
- 精细的VUMAP增强了数据结构的探索和可靠性.
结论:
- 拟议的模型有效地克服了测量系统分析中传统方法的局限性.
- 该模型为管道生产中的质量指标提供了更准确,更可靠的评估.
- 使用气体聚乙烯管道生产数据集验证的有效性.
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