基于多维分析的球磨机数字孪生模型一致性评价量化方法

IF 4.9 2区 工程技术 Q1 ENGINEERING, CHEMICAL
Wei Guan , Shuai Wang , Guoqiang Wang , Zeren Chen , Zhengbin Liu , Jianbo Guo , Shuwei Wu , Yiwei Mao
{"title":"基于多维分析的球磨机数字孪生模型一致性评价量化方法","authors":"Wei Guan ,&nbsp;Shuai Wang ,&nbsp;Guoqiang Wang ,&nbsp;Zeren Chen ,&nbsp;Zhengbin Liu ,&nbsp;Jianbo Guo ,&nbsp;Shuwei Wu ,&nbsp;Yiwei Mao","doi":"10.1016/j.mineng.2025.109481","DOIUrl":null,"url":null,"abstract":"<div><div>Due to its capability of real-time mapping of physical entities, digital twins have demonstrated significant potential across various domains. However, how to evaluate whether the established digital twin model can accurately map the physical entity in the real world is a topic that has been overlooked. Considering the high degree of coupling, complex structure, and variable operating conditions of ball mills, a novel consistency evaluation framework suitable for ball mill digital twin models is proposed based on the construction of the digital twin model. The framework comprises three dimensions and nine indicators. It constructs a consistency evaluation indicator system oriented towards reliability, purpose, and functionality dimensions, and further divides it hierarchically based on multidimensional analysis. A quantitative evaluation method based on indicator evaluation is proposed, in which the analytic hierarchy process is employed for comprehensive quantitative evaluation of digital twin models. The proposed method can comprehensively evaluate the consistency of the ball mill digital twin model and also serves as a reference for consistency evaluation quantification research of digital twin models for other equipment.</div></div>","PeriodicalId":18594,"journal":{"name":"Minerals Engineering","volume":"232 ","pages":"Article 109481"},"PeriodicalIF":4.9000,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A consistency evaluation quantification method for ball mill digital twin model based on multidimensional analysis\",\"authors\":\"Wei Guan ,&nbsp;Shuai Wang ,&nbsp;Guoqiang Wang ,&nbsp;Zeren Chen ,&nbsp;Zhengbin Liu ,&nbsp;Jianbo Guo ,&nbsp;Shuwei Wu ,&nbsp;Yiwei Mao\",\"doi\":\"10.1016/j.mineng.2025.109481\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Due to its capability of real-time mapping of physical entities, digital twins have demonstrated significant potential across various domains. However, how to evaluate whether the established digital twin model can accurately map the physical entity in the real world is a topic that has been overlooked. Considering the high degree of coupling, complex structure, and variable operating conditions of ball mills, a novel consistency evaluation framework suitable for ball mill digital twin models is proposed based on the construction of the digital twin model. The framework comprises three dimensions and nine indicators. It constructs a consistency evaluation indicator system oriented towards reliability, purpose, and functionality dimensions, and further divides it hierarchically based on multidimensional analysis. A quantitative evaluation method based on indicator evaluation is proposed, in which the analytic hierarchy process is employed for comprehensive quantitative evaluation of digital twin models. The proposed method can comprehensively evaluate the consistency of the ball mill digital twin model and also serves as a reference for consistency evaluation quantification research of digital twin models for other equipment.</div></div>\",\"PeriodicalId\":18594,\"journal\":{\"name\":\"Minerals Engineering\",\"volume\":\"232 \",\"pages\":\"Article 109481\"},\"PeriodicalIF\":4.9000,\"publicationDate\":\"2025-06-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Minerals Engineering\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0892687525003097\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, CHEMICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Minerals Engineering","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0892687525003097","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, CHEMICAL","Score":null,"Total":0}
引用次数: 0

摘要

由于其实时映射物理实体的能力,数字孪生在各个领域都显示出巨大的潜力。然而,如何评估所建立的数字孪生模型能否准确映射现实世界中的物理实体是一个一直被忽视的话题。针对球磨机耦合程度高、结构复杂、运行工况多变的特点,在构建数字双生模型的基础上,提出了一种适用于球磨机数字双生模型的一致性评价框架。该框架包括三个方面和九个指标。构建了面向可靠性、目的和功能三个维度的一致性评价指标体系,并基于多维度分析对其进行了层次划分。提出了一种基于指标评价的数字孪生模型定量评价方法,采用层次分析法对数字孪生模型进行综合定量评价。该方法可对球磨机数字孪生模型的一致性进行综合评价,也可为其他设备数字孪生模型一致性评价量化研究提供参考。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A consistency evaluation quantification method for ball mill digital twin model based on multidimensional analysis
Due to its capability of real-time mapping of physical entities, digital twins have demonstrated significant potential across various domains. However, how to evaluate whether the established digital twin model can accurately map the physical entity in the real world is a topic that has been overlooked. Considering the high degree of coupling, complex structure, and variable operating conditions of ball mills, a novel consistency evaluation framework suitable for ball mill digital twin models is proposed based on the construction of the digital twin model. The framework comprises three dimensions and nine indicators. It constructs a consistency evaluation indicator system oriented towards reliability, purpose, and functionality dimensions, and further divides it hierarchically based on multidimensional analysis. A quantitative evaluation method based on indicator evaluation is proposed, in which the analytic hierarchy process is employed for comprehensive quantitative evaluation of digital twin models. The proposed method can comprehensively evaluate the consistency of the ball mill digital twin model and also serves as a reference for consistency evaluation quantification research of digital twin models for other equipment.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Minerals Engineering
Minerals Engineering 工程技术-工程:化工
CiteScore
8.70
自引率
18.80%
发文量
519
审稿时长
81 days
期刊介绍: The purpose of the journal is to provide for the rapid publication of topical papers featuring the latest developments in the allied fields of mineral processing and extractive metallurgy. Its wide ranging coverage of research and practical (operating) topics includes physical separation methods, such as comminution, flotation concentration and dewatering, chemical methods such as bio-, hydro-, and electro-metallurgy, analytical techniques, process control, simulation and instrumentation, and mineralogical aspects of processing. Environmental issues, particularly those pertaining to sustainable development, will also be strongly covered.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信