{"title":"Health State Classification of a Spherical Tank Using a Hybrid Bag of Features and k-Nearest Neighbor","authors":"Md Junayed Hasan, Jaeyoung Kim, Jong-Myon Kim","doi":"10.3390/app10072525","DOIUrl":"https://doi.org/10.3390/app10072525","url":null,"abstract":"Feature analysis puts a great impact in determining the various health conditions of mechanical vessels. To achieve balance between traditional feature extraction and the automated feature selection process, a hybrid bag of features (HBoF) is designed for multiclass health state classification of spherical tanks in this paper. The proposed HBoF is composed of (a) the acoustic emission (AE) features and (b) the time and frequency based statistical features. A wrapper-based feature chooser algorithm, Boruta, is utilized to extract the most intrinsic feature set from HBoF. The selective feature matrix is passed to the multi-class k-nearest neighbor (k-NN) algorithm to differentiate among normal condition (NC) and two faulty conditions (FC1 and FC2). Experimental results demonstrate that the proposed methodology generates an average 99.7% accuracy for all working conditions. Moreover, it outperforms the existing state-of-art works by achieving at least 19.4%.","PeriodicalId":408000,"journal":{"name":"Advances in Computer Science and Ubiquitous Computing","volume":"65 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-04-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122590175","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":"Design of Image Generation System for DCGAN Based Picture Book Text","authors":"Jaehyeong Cho, Nammee Moon","doi":"10.1007/978-981-13-9341-9_46","DOIUrl":"https://doi.org/10.1007/978-981-13-9341-9_46","url":null,"abstract":"","PeriodicalId":408000,"journal":{"name":"Advances in Computer Science and Ubiquitous Computing","volume":"124 2-3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123571680","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":"Mid-Level Feature Extractor for Transfer Learning to Small-Scale Dataset of Medical Images","authors":"Dong-Ho Lee, Yeon Lee, B. Shin","doi":"10.1007/978-981-13-9341-9_2","DOIUrl":"https://doi.org/10.1007/978-981-13-9341-9_2","url":null,"abstract":"","PeriodicalId":408000,"journal":{"name":"Advances in Computer Science and Ubiquitous Computing","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122152196","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}
Shiming He, Zhuozhou Li, Jin Wang, Kun Xie, Dafang Zhang
{"title":"Tensor Decomposition Based Electrical Data Recovery","authors":"Shiming He, Zhuozhou Li, Jin Wang, Kun Xie, Dafang Zhang","doi":"10.1007/978-981-13-9341-9_106","DOIUrl":"https://doi.org/10.1007/978-981-13-9341-9_106","url":null,"abstract":"","PeriodicalId":408000,"journal":{"name":"Advances in Computer Science and Ubiquitous Computing","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132778581","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":"Software Test Effort Estimation Based on Source Code Change History and Defect Information","authors":"Jong-Se Won, Yeong-Seok Seo","doi":"10.1007/978-981-13-9341-9_38","DOIUrl":"https://doi.org/10.1007/978-981-13-9341-9_38","url":null,"abstract":"","PeriodicalId":408000,"journal":{"name":"Advances in Computer Science and Ubiquitous Computing","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127975281","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 Study on Integrated Maneuvering Performance Simulation System for a Vessel","authors":"Nam-Kyoo Yoo","doi":"10.1007/978-981-13-9341-9_40","DOIUrl":"https://doi.org/10.1007/978-981-13-9341-9_40","url":null,"abstract":"","PeriodicalId":408000,"journal":{"name":"Advances in Computer Science and Ubiquitous Computing","volume":"52 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127614957","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":"Personal Authentication Based on EEG Signal and Deep Learning","authors":"Gi-Chul Yang","doi":"10.1007/978-981-15-9343-7_45","DOIUrl":"https://doi.org/10.1007/978-981-15-9343-7_45","url":null,"abstract":"","PeriodicalId":408000,"journal":{"name":"Advances in Computer Science and Ubiquitous Computing","volume":"69 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115280288","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":"Induction Motor Bearing Fault Diagnosis Using Statistical Time Domain Features and Hypertuning of Classifiers","authors":"Rafia Nishat Toma, Jong-Myon Kim","doi":"10.1007/978-981-15-9343-7_35","DOIUrl":"https://doi.org/10.1007/978-981-15-9343-7_35","url":null,"abstract":"","PeriodicalId":408000,"journal":{"name":"Advances in Computer Science and Ubiquitous Computing","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128292771","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":"Advances in Computer Science and Ubiquitous Computing: CSA-CUTE 2019","authors":"","doi":"10.1007/978-981-15-9343-7","DOIUrl":"https://doi.org/10.1007/978-981-15-9343-7","url":null,"abstract":"","PeriodicalId":408000,"journal":{"name":"Advances in Computer Science and Ubiquitous Computing","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125204580","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":"DNN-Based Mutual Satisfaction Prediction Model for Matching Between Users","authors":"Hyun-Noh Yun, Jinah Kim, Nammee Moon","doi":"10.1007/978-981-15-9343-7_56","DOIUrl":"https://doi.org/10.1007/978-981-15-9343-7_56","url":null,"abstract":"","PeriodicalId":408000,"journal":{"name":"Advances in Computer Science and Ubiquitous Computing","volume":"23 3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134628563","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}