Jinze Du, Andres Morales, Pragya Kosta, Jean-Marie C Bouteiller, Gema Martinez, David Warren, Eduardo Fernandez, Gianluca Lazzi
{"title":"Electrical Stimulation Induced Current Distribution in Peripheral Nerves Varies Significantly with the Extent of Nerve Damage: A Computational Study Utilizing Convolutional Neural Network and Realistic Nerve Models.","authors":"Jinze Du, Andres Morales, Pragya Kosta, Jean-Marie C Bouteiller, Gema Martinez, David Warren, Eduardo Fernandez, Gianluca Lazzi","doi":"10.1007/978-3-031-06242-1_52","DOIUrl":"10.1007/978-3-031-06242-1_52","url":null,"abstract":"<p><p>Although electrical stimulation is an established treatment option for multiple central nervous and peripheral nervous system diseases, its effects on the tissue and subsequent safety of the stimulation are not well understood. Therefore, it is crucial to design stimulation protocols that maximize therapeutic efficacy while avoiding any potential tissue damage. Further, the stimulation levels need to be adjusted regularly to ensure that they are safe even with the changes to the nerve due to long-term stimulation. Using the latest advances in computing capabilities and machine learning approaches, we developed computational models of peripheral nerve stimulation based on very high-resolution cross-sectional images of the nerves. We generated nerve models constructed from non-stimulated (healthy) and over-stimulated (damaged) rat sciatic nerves to examine how the current density distribution is affected by nerve damage. Using our in-house numerical solver, the Admittance Method (AM), we computed the induced current distribution inside the nerves and compared the current penetration for healthy and damaged nerves. Our computational results indicate that when the nerve is damaged, primarily evidenced by the decreased nerve fiber packing, the current penetrates deeper inside the nerve than in the healthy case. As safety limits for electrical stimulation of biological tissue are still debated, we ultimately aim to utilize our computational models to determine refined safety criteria and help design safer and more efficacious electrical stimulation protocols.</p>","PeriodicalId":73496,"journal":{"name":"International Work-Conference on the Interplay between Natural and Artificial Computation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10578432/pdf/nihms-1934877.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41241729","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}
Miguel Ángel González Santamarta, F. J. Lera, Francisco Martín, Camino Fernández, Vicente Matellán Olivera
{"title":"KANT: A tool for Grounding and Knowledge Management","authors":"Miguel Ángel González Santamarta, F. J. Lera, Francisco Martín, Camino Fernández, Vicente Matellán Olivera","doi":"10.1007/978-3-031-06527-9_45","DOIUrl":"https://doi.org/10.1007/978-3-031-06527-9_45","url":null,"abstract":"","PeriodicalId":73496,"journal":{"name":"International Work-Conference on the Interplay between Natural and Artificial Computation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90133317","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}
E. Palomo, J. M. Ortiz-de-Lazcano-Lobato, J. D. Fernández-Rodríguez, Ezequiel López-Rubio, Rosa Maza-Quiroga
{"title":"A Novel Continual Learning Approach for Competitive Neural Networks","authors":"E. Palomo, J. M. Ortiz-de-Lazcano-Lobato, J. D. Fernández-Rodríguez, Ezequiel López-Rubio, Rosa Maza-Quiroga","doi":"10.1007/978-3-031-06527-9_22","DOIUrl":"https://doi.org/10.1007/978-3-031-06527-9_22","url":null,"abstract":"","PeriodicalId":73496,"journal":{"name":"International Work-Conference on the Interplay between Natural and Artificial Computation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75550250","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}
Alba Gómez-Valadés Batanero, M. Rincón, R. Martínez-Tomás, Juan Guerrero Martín
{"title":"Evaluating Imputation Methods for Missing Data in a MCI Dataset","authors":"Alba Gómez-Valadés Batanero, M. Rincón, R. Martínez-Tomás, Juan Guerrero Martín","doi":"10.1007/978-3-031-06242-1_44","DOIUrl":"https://doi.org/10.1007/978-3-031-06242-1_44","url":null,"abstract":"","PeriodicalId":73496,"journal":{"name":"International Work-Conference on the Interplay between Natural and Artificial Computation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80142381","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":"Using Temporal Information in Deep Learning Architectures to Improve Lane Detection Under Adverse Situations","authors":"Diego Turrado, Ján Koloda, M. Rincón","doi":"10.1007/978-3-031-06527-9_36","DOIUrl":"https://doi.org/10.1007/978-3-031-06527-9_36","url":null,"abstract":"","PeriodicalId":73496,"journal":{"name":"International Work-Conference on the Interplay between Natural and Artificial Computation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85461550","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":"What Can Technology Do for Autistic Spectrum Disorder People?","authors":"M. Jodra, M. V. R. Biarge","doi":"10.1007/978-3-031-06242-1_30","DOIUrl":"https://doi.org/10.1007/978-3-031-06242-1_30","url":null,"abstract":"","PeriodicalId":73496,"journal":{"name":"International Work-Conference on the Interplay between Natural and Artificial Computation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85622006","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}
Luís Rosa, Hugo Faria, R. Tabrizi, Simão Gonçalves, Fábio Silva, Cesar Analide
{"title":"Sentiment Analysis Based on Smart Human Mobility: A Comparative Study of ML Models","authors":"Luís Rosa, Hugo Faria, R. Tabrizi, Simão Gonçalves, Fábio Silva, Cesar Analide","doi":"10.1007/978-3-031-06527-9_6","DOIUrl":"https://doi.org/10.1007/978-3-031-06527-9_6","url":null,"abstract":"","PeriodicalId":73496,"journal":{"name":"International Work-Conference on the Interplay between Natural and Artificial Computation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78271572","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}
Dominika Kunc, Joanna Komoszyńska, Bartosz Perz, Przemyslaw Kazienko, Stanisław Saganowski
{"title":"Real-Life Validation of Emotion Detection System with Wearables","authors":"Dominika Kunc, Joanna Komoszyńska, Bartosz Perz, Przemyslaw Kazienko, Stanisław Saganowski","doi":"10.1007/978-3-031-06527-9_5","DOIUrl":"https://doi.org/10.1007/978-3-031-06527-9_5","url":null,"abstract":"","PeriodicalId":73496,"journal":{"name":"International Work-Conference on the Interplay between Natural and Artificial Computation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72815584","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}
Byron Guerrero Rodríguez, J. G. Rodríguez, Jaime Salvador, Christian Mejía Escobar, Michelle B. Chen, Oswaldo Gallardo
{"title":"Defining High Risk Landslide Areas Using Machine Learning","authors":"Byron Guerrero Rodríguez, J. G. Rodríguez, Jaime Salvador, Christian Mejía Escobar, Michelle B. Chen, Oswaldo Gallardo","doi":"10.1007/978-3-031-06527-9_18","DOIUrl":"https://doi.org/10.1007/978-3-031-06527-9_18","url":null,"abstract":"","PeriodicalId":73496,"journal":{"name":"International Work-Conference on the Interplay between Natural and Artificial Computation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72913983","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}
C. Reyes-Daneri, Francisco J. Martínez-Murcia, A. Ortiz
{"title":"Capacity Estimation from Environmental Audio Signals Using Deep Learning","authors":"C. Reyes-Daneri, Francisco J. Martínez-Murcia, A. Ortiz","doi":"10.1007/978-3-031-06242-1_12","DOIUrl":"https://doi.org/10.1007/978-3-031-06242-1_12","url":null,"abstract":"","PeriodicalId":73496,"journal":{"name":"International Work-Conference on the Interplay between Natural and Artificial Computation","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79820535","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}