S. Vettori, Emilio DiLorenzo, B. Peeters, E. Chatzi
{"title":"Virtual Sensing for Wind Turbine Blade Full Field Response Estimation in Operational Modal Analysis","authors":"S. Vettori, Emilio DiLorenzo, B. Peeters, E. Chatzi","doi":"10.1007/978-3-030-77348-9_7","DOIUrl":"https://doi.org/10.1007/978-3-030-77348-9_7","url":null,"abstract":"","PeriodicalId":278140,"journal":{"name":"Model Validation and Uncertainty Quantification, Volume 3","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122494993","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A Forward Model Driven Structural Health Monitoring Paradigm: Damage Detection","authors":"R. Barthorpe, A. Hughes, P. Gardner","doi":"10.1007/978-3-030-77348-9_16","DOIUrl":"https://doi.org/10.1007/978-3-030-77348-9_16","url":null,"abstract":"","PeriodicalId":278140,"journal":{"name":"Model Validation and Uncertainty Quantification, Volume 3","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130820687","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Application of Speaker Recognition x-Vectors to Structural Health Monitoring","authors":"Kyle L. Hom, H. Beigi, R. Betti","doi":"10.1007/978-3-030-77348-9_18","DOIUrl":"https://doi.org/10.1007/978-3-030-77348-9_18","url":null,"abstract":"","PeriodicalId":278140,"journal":{"name":"Model Validation and Uncertainty Quantification, Volume 3","volume":"65 1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132473968","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Error Localization Examples: Looking for a Needle in a Haystack","authors":"L. Horta, M. Reaves, Clay W. Fulcher","doi":"10.1007/978-3-030-77348-9_5","DOIUrl":"https://doi.org/10.1007/978-3-030-77348-9_5","url":null,"abstract":"","PeriodicalId":278140,"journal":{"name":"Model Validation and Uncertainty Quantification, Volume 3","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133289232","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Equation Discovery Using an Efficient Variational Bayesian Approach with Spike-and-Slab Priors","authors":"R. Nayek, K. Worden, E. Cross","doi":"10.1007/978-3-030-77348-9_19","DOIUrl":"https://doi.org/10.1007/978-3-030-77348-9_19","url":null,"abstract":"","PeriodicalId":278140,"journal":{"name":"Model Validation and Uncertainty Quantification, Volume 3","volume":"103 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115750279","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Lara J. Edington, N. Dervilis, P. Gardner, D. Wagg
{"title":"An Initial Concept for an Error-Based Digital Twin Framework for Dynamics Applications","authors":"Lara J. Edington, N. Dervilis, P. Gardner, D. Wagg","doi":"10.1007/978-3-030-77348-9_13","DOIUrl":"https://doi.org/10.1007/978-3-030-77348-9_13","url":null,"abstract":"","PeriodicalId":278140,"journal":{"name":"Model Validation and Uncertainty Quantification, Volume 3","volume":"17 2","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120874845","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
R. Viala, V. Placet, S. L. Conte, S. Vaiedelich, S. Cogan
{"title":"Model-Based Decision Support Methods Applied to the Conservation of Musical Instruments: Application to an Antique Cello","authors":"R. Viala, V. Placet, S. L. Conte, S. Vaiedelich, S. Cogan","doi":"10.1007/978-3-030-12075-7_25","DOIUrl":"https://doi.org/10.1007/978-3-030-12075-7_25","url":null,"abstract":"","PeriodicalId":278140,"journal":{"name":"Model Validation and Uncertainty Quantification, Volume 3","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114944411","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Deep Unsupervised Learning for Condition Monitoring and Prediction of High Dimensional Data with Application on Windfarm SCADA Data","authors":"Charilaos Mylonas, I. Abdallah, E. Chatzi","doi":"10.3929/ETHZ-B-000315814","DOIUrl":"https://doi.org/10.3929/ETHZ-B-000315814","url":null,"abstract":"In this work we are addressing the problem of statistical modeling of the joint distribution of data collected from wind turbines interacting due to collective effect of their placement in a wind-farm, the wind characteristics (speed/orientation) and the turbine control. Operating wind turbines extract energy from the wind and at the same time produce wakes on the down-wind turbines in a park, causing reduced power production and increased vibrations, potentially contributing in a detrimental manner to fatigue life. This work presents a Variational Auto-Encoder (VAE) Neural Network architecture capable of mapping the high dimensional correlated stochastic variables over the wind-farm, such as power production and wind speed, to a parametric probability distribution of much lower dimensionality. We demonstrate how a trained VAE can be used in order to quantify levels of statistical deviation on condition monitoring data. Moreover, we demonstrate how the VAE can be used for pre-training an inference model, capable of predicting the power production of the farm together with bounds on the uncertainty of the predictions.","PeriodicalId":278140,"journal":{"name":"Model Validation and Uncertainty Quantification, Volume 3","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131263213","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
K. Worden, E. Cross, P. Gardner, R. Barthorpe, D. Wagg
{"title":"On Digital Twins, Mirrors and Virtualisations","authors":"K. Worden, E. Cross, P. Gardner, R. Barthorpe, D. Wagg","doi":"10.1007/978-3-030-12075-7_34","DOIUrl":"https://doi.org/10.1007/978-3-030-12075-7_34","url":null,"abstract":"","PeriodicalId":278140,"journal":{"name":"Model Validation and Uncertainty Quantification, Volume 3","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132733540","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"On Key Technologies for Realising Digital Twins for Structural Dynamics Applications","authors":"D. Wagg, P. Gardner, R. Barthorpe, K. Worden","doi":"10.1007/978-3-030-12075-7_30","DOIUrl":"https://doi.org/10.1007/978-3-030-12075-7_30","url":null,"abstract":"","PeriodicalId":278140,"journal":{"name":"Model Validation and Uncertainty Quantification, Volume 3","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117185617","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}