Z. V. Ilyichenkova, S. M. Ivanova, A. I. Volkov, A. Y. Ermakova
{"title":"The Usage of Neural Networks for Motion Prediction of Autonomous Objects","authors":"Z. V. Ilyichenkova, S. M. Ivanova, A. I. Volkov, A. Y. Ermakova","doi":"10.1109/SOSG.2019.8706752","DOIUrl":null,"url":null,"abstract":"The problem of using neural networks to select the trajectory of an autonomous transport object as part of its control system is considered in this article. Environmental data from global and local sensors are used. A neural network is proposed to predict the movement of other road users to ensure the safety of the maneuver. A method for minimizing the functional characterizing the costs of movement is proposed. This allows the control system to work in true time.","PeriodicalId":418978,"journal":{"name":"2019 Systems of Signals Generating and Processing in the Field of on Board Communications","volume":"68 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 Systems of Signals Generating and Processing in the Field of on Board Communications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SOSG.2019.8706752","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6
Abstract
The problem of using neural networks to select the trajectory of an autonomous transport object as part of its control system is considered in this article. Environmental data from global and local sensors are used. A neural network is proposed to predict the movement of other road users to ensure the safety of the maneuver. A method for minimizing the functional characterizing the costs of movement is proposed. This allows the control system to work in true time.