IET Collaborative Intelligent Manufacturing最新文献

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Integrated modelling and simulation method of hybrid systems based on X language 基于X语言的混合动力系统综合建模与仿真方法
IF 2.5
IET Collaborative Intelligent Manufacturing Pub Date : 2024-12-02 DOI: 10.1049/cim2.70006
Kunyu Xie, Lin Zhang, Xiaohan Wang, Kunyu Wang, Yingjie Li
{"title":"Integrated modelling and simulation method of hybrid systems based on X language","authors":"Kunyu Xie,&nbsp;Lin Zhang,&nbsp;Xiaohan Wang,&nbsp;Kunyu Wang,&nbsp;Yingjie Li","doi":"10.1049/cim2.70006","DOIUrl":"https://doi.org/10.1049/cim2.70006","url":null,"abstract":"<p>Model-based systems engineering is now leading the way in supporting the design of complex products or systems. The integration of modelling and simulation of continuous-discrete hybrid systems is the key of model-based systems engineering. But the existing languages, formalisms and tools cannot support the unified modelling and simulation of hybrid systems and therefore reduces the efficiency of complex system development. To address this issue, this paper develops a design method of complex hybrid systems, which integrates modelling and simulation of the continuous-discrete hybrid behaviour. Specifically, the authors provided a modelling method of hybrid systems based on the X language, a simulation method based on XDEVS, and a compilation algorithm to transform the hybrid model constructed with X language into XDEVS simulation files. In this way, the X language hybrid model can be automatically translated into XDEVS simulation files by a compiler. The simulation files can then be simulated by the XDEVS simulation engine. The obtained simulation results will be used to verify whether the design scheme meets the design requirements of the hybrid system. Finally, the correctness and feasibility of the proposed method are verified using a car-driving model.</p>","PeriodicalId":33286,"journal":{"name":"IET Collaborative Intelligent Manufacturing","volume":"6 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cim2.70006","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142762084","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
RETRACTION: A flight control method for unmanned aerial vehicles based on vibration suppression 缩回:一种基于振动抑制的无人机飞行控制方法
IF 2.5
IET Collaborative Intelligent Manufacturing Pub Date : 2024-11-28 DOI: 10.1049/cim2.70014
{"title":"RETRACTION: A flight control method for unmanned aerial vehicles based on vibration suppression","authors":"","doi":"10.1049/cim2.70014","DOIUrl":"https://doi.org/10.1049/cim2.70014","url":null,"abstract":"<p><b>RETRACTION</b>: X. Wang, X. Zhang, H. Gong, J. Jiang, H. M. Rai: A flight control method for unmanned aerial vehicles based on vibration suppression. <i>IET Collaborative Intelligent Manufacturing</i> 3, no. 3, 252–261 (2021). https://doi.org/10.1049/cim2.12027.</p><p>The above article, published online on 26 March 2021 in Wiley Online Library (wileyonlinelibrary.com) has been retracted by agreement between the journal's Editors-in-Chief; Liang Gao and Weiming Shen; the Institution of Engineering and Technology; and John Wiley &amp; Sons Ltd.</p><p>This article was published as part of a guest-edited special issue. Following an investigation, the IET, John Wiley &amp; Sons Ltd and the journal have determined that the article was not reviewed in line with the journal's peer review standards and there is evidence that the peer review process of the corresponding special issue underwent systematic manipulation. In addition, the manuscript contains flaws and inconsistencies. Accordingly, we cannot vouch for the integrity or reliability of the content and have taken the decision to retract the article. The authors have been informed of the decision to retract.</p>","PeriodicalId":33286,"journal":{"name":"IET Collaborative Intelligent Manufacturing","volume":"6 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cim2.70014","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142749221","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
RETRACTION: Research on dispersion compensation using avalanche photodiode and pin photodiode 摘要:利用雪崩光电二极管和引脚光电二极管进行色散补偿的研究
IF 2.5
IET Collaborative Intelligent Manufacturing Pub Date : 2024-11-28 DOI: 10.1049/cim2.70010
{"title":"RETRACTION: Research on dispersion compensation using avalanche photodiode and pin photodiode","authors":"","doi":"10.1049/cim2.70010","DOIUrl":"https://doi.org/10.1049/cim2.70010","url":null,"abstract":"<p><b>RETRACTION</b>: Y. Ma, Q. Chen, S. Wang, S. Sharma, S. Khanna: Research on dispersion compensation using avalanche photodiode and pin photodiode. <i>IET Collaborative Intelligent Manufacturing</i> 3, no. 3, 205–214 (2021). https://doi.org/10.1049/cim2.12000.</p><p>The above article, published online on 17 December 2020 in Wiley Online Library (wileyonlinelibrary.com) has been retracted by agreement between the journal's Editors-in-Chief; Liang Gao and Weiming Shen; the Institution of Engineering and Technology; and John Wiley &amp; Sons Ltd.</p><p>This article was published as part of a guest-edited special issue. Following an investigation, the IET, John Wiley &amp; Sons Ltd and the journal have determined that the article was not reviewed in line with the journal's peer review standards and there is evidence that the peer review process of the special issue underwent systematic manipulation. Furthermore, mistakes and inconsistencies were found in different figures of this manuscript. Accordingly, we cannot vouch for the integrity or reliability of the content and have taken the decision to retract the article. The authors have been informed of the decision to retract.</p>","PeriodicalId":33286,"journal":{"name":"IET Collaborative Intelligent Manufacturing","volume":"6 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cim2.70010","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142749222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
RETRACTION: A novel method of material demand forecasting for power supply chains in industrial applications 摘要:工业应用中电力供应链材料需求预测的新方法
IF 2.5
IET Collaborative Intelligent Manufacturing Pub Date : 2024-11-28 DOI: 10.1049/cim2.70012
{"title":"RETRACTION: A novel method of material demand forecasting for power supply chains in industrial applications","authors":"","doi":"10.1049/cim2.70012","DOIUrl":"https://doi.org/10.1049/cim2.70012","url":null,"abstract":"<p><b>RETRACTION</b>: Y. Xiao, Z. Jun, H. Lei, A. Sharma, A. Sharma: A novel method of material demand forecasting for power supply chains in industrial applications. <i>IET Collaborative Intelligent Manufacturing</i> 3, no. 3, 273–280 (2021). https://doi.org/10.1049/cim2.12007.</p><p>The above article, published online on 21 February 2021 in Wiley Online Library (wileyonlinelibrary.com) has been retracted by agreement between the journal's Editors-in-Chief; Liang Gao and Weiming Shen; the Institution of Engineering and Technology; and John Wiley &amp; Sons Ltd.</p><p>This article was published as part of a guest-edited special issue. Following an investigation, the IET, John Wiley &amp; Sons Ltd and the journal have determined that the article was not reviewed in line with the journal's peer review standards and there is evidence that the peer review process of the special issue underwent systematic manipulation. In addition, most graphs are missing relevant units and descriptors so that the results are not comprehensible. Accordingly, we cannot vouch for the integrity or reliability of the content and have taken the decision to retract the article. The authors have been informed and they disagree with the retraction.</p>","PeriodicalId":33286,"journal":{"name":"IET Collaborative Intelligent Manufacturing","volume":"6 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cim2.70012","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142749142","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
RETRACTION: Analysis of a building collaborative platform for Industry 4.0 based on Building Information Modelling technology 基于建筑信息建模技术的工业4.0建筑协同平台分析
IF 2.5
IET Collaborative Intelligent Manufacturing Pub Date : 2024-11-28 DOI: 10.1049/cim2.70011
{"title":"RETRACTION: Analysis of a building collaborative platform for Industry 4.0 based on Building Information Modelling technology","authors":"","doi":"10.1049/cim2.70011","DOIUrl":"https://doi.org/10.1049/cim2.70011","url":null,"abstract":"<p><b>RETRACTION</b>: C. Ding, R. Kohli: Analysis of a building collaborative platform for Industry 4.0 based on Building Information Modelling technology. <i>IET Collaborative Intelligent Manufacturing</i> 3, no. 3, 233–242 (2021). https://doi.org/10.1049/cim2.12036.</p><p>The above article, published online on 21 August 2021 in Wiley Online Library (wileyonlinelibrary.com) has been retracted by agreement between the journal's Editors-in-Chief; Liang Gao and Weiming Shen; the Institution of Engineering and Technology; and John Wiley &amp; Sons Ltd.</p><p>This article was published as part of a guest-edited special issue. Following an investigation, the IET, John Wiley &amp; Sons Ltd and the journal have determined that the article was not reviewed in line with the journal's peer review standards and there is evidence that the peer review process of the special issue underwent systematic manipulation. Furthermore, the manuscript contains multiple inconsistencies and several scientific statements are not supported by relevant references. Accordingly, we cannot vouch for the integrity or reliability of the content and have taken the decision to retract the article. The authors have been informed of the decision to retract.</p>","PeriodicalId":33286,"journal":{"name":"IET Collaborative Intelligent Manufacturing","volume":"6 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cim2.70011","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142749218","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
RETRACTION: A viability study using conceptual models for last mile drone logistics operations in populated urban cities of India 撤回:一项可行性研究使用概念模型的最后一英里无人机物流业务在人口稠密的印度城市
IF 2.5
IET Collaborative Intelligent Manufacturing Pub Date : 2024-11-28 DOI: 10.1049/cim2.70013
{"title":"RETRACTION: A viability study using conceptual models for last mile drone logistics operations in populated urban cities of India","authors":"","doi":"10.1049/cim2.70013","DOIUrl":"https://doi.org/10.1049/cim2.70013","url":null,"abstract":"<p><b>RETRACTION</b>: P. R. Gabani, U. B. Gala, V. S. Narwane, R. D. Raut, U. H. Govindarajan, B. E. Narkhede: A viability study using conceptual models for last mile drone logistics operations in populated urban cities of India. <i>IET Collaborative Intelligent Manufacturing</i> 3, no. 3, 262–272 (2021). https://doi.org/10.1049/cim2.12006.</p><p>The above article, published online on 16 February 2021 in Wiley Online Library (wileyonlinelibrary.com) has been retracted by agreement between the journal's Editors-in-Chief; Liang Gao and Weiming Shen; the Institution of Engineering and Technology; and John Wiley &amp; Sons Ltd.</p><p>This article was published as part of a guest-edited special issue. Following an investigation, the IET, John Wiley &amp; Sons Ltd and the journal have determined that the article was not reviewed in line with the journal's peer review standards and there is evidence that the peer review process of the special issue underwent systematic manipulation. Furthermore, the conclusions of this manuscript are unsupported by any relevant experiments or calculations. Accordingly, we cannot vouch for the integrity or reliability of the content and have taken the decision to retract the article. The authors have been informed of the decision and disagree with the retraction.</p>","PeriodicalId":33286,"journal":{"name":"IET Collaborative Intelligent Manufacturing","volume":"6 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cim2.70013","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142749219","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
RETRACTION: Prediction of energy consumption of numerical control machine tools and analysis of key energy-saving technologies 摘要:数控机床能耗预测及关键节能技术分析
IF 2.5
IET Collaborative Intelligent Manufacturing Pub Date : 2024-11-28 DOI: 10.1049/cim2.70009
{"title":"RETRACTION: Prediction of energy consumption of numerical control machine tools and analysis of key energy-saving technologies","authors":"","doi":"10.1049/cim2.70009","DOIUrl":"https://doi.org/10.1049/cim2.70009","url":null,"abstract":"<p><b>RETRACTION</b>: H. Qiang, M.A. Ikbal, S. Khanna: Prediction of energy consumption of numerical control machine tools and analysis of key energy-saving technologies. <i>IET Collaborative Intelligent Manufacturing</i> 3, no. 3, 215–223 (2021). https://doi.org/10.1049/cim2.12001.</p><p>The above article, published online on 1 February 2021 in Wiley Online Library (wileyonlinelibrary.com) has been retracted by agreement between the journal's Editors-in-Chief; Liang Gao and Weiming Shen; the Institution of Engineering and Technology; and John Wiley &amp; Sons Ltd.</p><p>This article was published as part of a guest-edited special issue. Following an investigation, the IET, John Wiley &amp; Sons Ltd and the journal have determined that the article was not reviewed in line with the journal's peer review standards and there is evidence that the peer review process of the corresponding special issue underwent systematic manipulation. Furthermore, the manuscript contains various logical flaws as well as unrelated references that do not support the scientific statements made. Accordingly, we cannot vouch for the integrity or reliability of the content and have taken the decision to retract the article. The authors have been informed of the decision to retract.</p>","PeriodicalId":33286,"journal":{"name":"IET Collaborative Intelligent Manufacturing","volume":"6 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cim2.70009","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142749220","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A multimodal expert system for the intelligent monitoring and maintenance of transformers enhanced by multimodal language large model fine-tuning and digital twins 基于多模态语言、大模型微调和数字孪生技术的变压器智能监测与维护专家系统
IF 2.5
IET Collaborative Intelligent Manufacturing Pub Date : 2024-11-28 DOI: 10.1049/cim2.70007
Xuedong Zhang, Wenlei Sun, Ke Chen, Renben Jiang
{"title":"A multimodal expert system for the intelligent monitoring and maintenance of transformers enhanced by multimodal language large model fine-tuning and digital twins","authors":"Xuedong Zhang,&nbsp;Wenlei Sun,&nbsp;Ke Chen,&nbsp;Renben Jiang","doi":"10.1049/cim2.70007","DOIUrl":"https://doi.org/10.1049/cim2.70007","url":null,"abstract":"<p>The development of multimodal large models and digital twin technology is set to revolutionise the methods of intelligent monitoring and maintenance for transformers. To address the issues of low intelligence level, single application mode, and poor human–machine collaboration in traditional transformer monitoring and maintenance methods, an intelligent monitoring and maintenance digital twin multimodal expert reasoning system, fine-tuned on visual language-based large models, is proposed. The paper explores the modes and methods for implementing intelligent monitoring and maintenance of transformers based on multimodal data, large models, and digital twin technology. A multimodal language large model (MLLM) framework for intelligent transformer maintenance, grounded on the Large Language and Vision Assistant model, has been designed. To enable large models to understand and reason about image annotation areas, an adaptive grid-based positional information processor has been designed. To facilitate the compatibility and learning of large models with transformer Dissolved Gas Analysis data, a heterogeneous modality converter based on the Gram–Schmidt angular field has been developed. For the unified modelling and management of multimodal reasoning and comprehensive resource integration in human–machine dialogue, a central linker based on an identity resolution asset management shell has been designed. Subsequently, a visual-language multimodal dataset for transformer monitoring and maintenance was constructed. Finally, by fine-tuning parameters, a multimodal expert reasoning system for intelligent transformer monitoring and maintenance was developed. This system not only achieves real-time monitoring of the transformer's operational status but also generates maintenance strategies intelligently based on operational conditions. The expert system possesses robust human–machine dialogue capabilities and reasoning generation abilities. This research provides a reference for the deep integration of MLLM and digital twin in industrial scenarios, particularly in the application modes of intelligent operation and maintenance for transformers.</p>","PeriodicalId":33286,"journal":{"name":"IET Collaborative Intelligent Manufacturing","volume":"6 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cim2.70007","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142749144","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
RETRACTION: Design and implementation of construction prediction and management platform based on building information modelling and three-dimensional simulation technology in Industry 4.0 摘要:基于工业4.0建筑信息建模和三维仿真技术的施工预测与管理平台的设计与实现
IF 2.5
IET Collaborative Intelligent Manufacturing Pub Date : 2024-11-28 DOI: 10.1049/cim2.70008
{"title":"RETRACTION: Design and implementation of construction prediction and management platform based on building information modelling and three-dimensional simulation technology in Industry 4.0","authors":"","doi":"10.1049/cim2.70008","DOIUrl":"https://doi.org/10.1049/cim2.70008","url":null,"abstract":"<p><b>RETRACTION</b>: H. Sun, M. Fan, A. Sharma: Design and implementation of construction prediction and management platform based on building information modelling and three-dimensional simulation technology in Industry 4.0. <i>IET Collaborative Intelligent Manufacturing</i> 3, no. 3, 224–232 (2021). https://doi.org/10.1049/cim2.12019.</p><p>The above article, published online on 21st March 2021 in Wiley Online Library (wileyonlinelibrary.com) has been retracted by agreement between the journal's Editors-in-Chief; Liang Gao and Weiming Shen; the Institution of Engineering and Technology; and John Wiley and Sons Ltd.</p><p>This article was published as part of a guest-edited special issue. Following an investigation, the IET, John Wiley and Sons Ltd and the journal have determined that the article was not reviewed in line with the journal's peer review standards and there is evidence that the peer review process of the special issue underwent systematic manipulation. In addition, multiple inconsistencies and textual disconnections were found. As such, the research described is not comprehensible for readers. Accordingly, we cannot vouch for the integrity or reliability of the content and have taken the decision to retract the article. The authors have been informed and they disagree with the retraction.</p>","PeriodicalId":33286,"journal":{"name":"IET Collaborative Intelligent Manufacturing","volume":"6 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cim2.70008","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142749223","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Domain-adaptation-based named entity recognition with information enrichment for equipment fault knowledge graph 基于领域适应的命名实体识别与设备故障知识图谱的信息浓缩
IF 2.5
IET Collaborative Intelligent Manufacturing Pub Date : 2024-11-25 DOI: 10.1049/cim2.70003
Dengrui Xiong, Xinyu Li, Liang Gao, Yiping Gao
{"title":"Domain-adaptation-based named entity recognition with information enrichment for equipment fault knowledge graph","authors":"Dengrui Xiong,&nbsp;Xinyu Li,&nbsp;Liang Gao,&nbsp;Yiping Gao","doi":"10.1049/cim2.70003","DOIUrl":"https://doi.org/10.1049/cim2.70003","url":null,"abstract":"<p>Numerous files, such as records and logs, are generated in the process of equipment diagnosis and maintenance (D&amp;M). These files contain lots of unstructured plain text. Knowledge in these files could be reused for similar equipment faults. In practice, knowledge presented in plain text is hard to acquire. Thus, automated named entity recognition (NER) and relation extraction (RE) methods based on pretrained encoders could be used to extract entities and relations and develop a structured knowledge graph (KG), thus facilitating intelligent manufacturing. However, equipment fault NER exhibits suboptimal performance with existing encoders pretrained on general-domain corpus. In this paper, domain-adaptation-based NER with information enrichment is proposed for developing an equipment fault KG. A domain-adapted encoder is tailored for equipment fault NER through domain-adaptive pretraining (DAPT). Update of word segmentation dictionary and adjustment of masking approach are implemented during DAPT for information enrichment, which helps make the most of the limited domain-specific pretraining corpus. Experimental results show that the F1 score of NER is improved by 1.22% using the domain-adapted encoder compared to its counterpart using the encoder pretrained on general-domain corpus. Furthermore, a reliable and robust question answering (QA) application of the developed equipment fault KG is also shown.</p>","PeriodicalId":33286,"journal":{"name":"IET Collaborative Intelligent Manufacturing","volume":"6 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cim2.70003","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142708196","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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