{"title":"Ship Track Adaptive Control Using Error Estimator","authors":"Gui-Chen Zhang, Guang Ren","doi":"10.1109/FSKD.2008.286","DOIUrl":null,"url":null,"abstract":"The error estimator control scheme for ship track with unknown dynamics is proposed in this paper. The control scheme is based on a multilayer perceptrons neural network (MLPNN) of the ship. The MLPNN is adapted by an extended Kalman filter (EKF) to learn ship's dynamics changes. Therefore, the autopilot output is guaranteed to converge to the desired trajectory asymptotically, and the ship also tracks the desired trajectory due to error estimator. The proposed scheme is evaluated by applying it to a simulated continuous ship's movement process.","PeriodicalId":208332,"journal":{"name":"2008 Fifth International Conference on Fuzzy Systems and Knowledge Discovery","volume":"183 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2008-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2008 Fifth International Conference on Fuzzy Systems and Knowledge Discovery","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/FSKD.2008.286","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
The error estimator control scheme for ship track with unknown dynamics is proposed in this paper. The control scheme is based on a multilayer perceptrons neural network (MLPNN) of the ship. The MLPNN is adapted by an extended Kalman filter (EKF) to learn ship's dynamics changes. Therefore, the autopilot output is guaranteed to converge to the desired trajectory asymptotically, and the ship also tracks the desired trajectory due to error estimator. The proposed scheme is evaluated by applying it to a simulated continuous ship's movement process.