Simultaneous Localization&Grid Mapping Using mmWave Radar Sensor
作者单位:上海交通大学
学位级别:硕士
导师姓名:Dongying LI
授予年度:2020年
学科分类:080904[工学-电磁场与微波技术] 0810[工学-信息与通信工程] 0809[工学-电子科学与技术(可授工学、理学学位)] 08[工学] 081105[工学-导航、制导与控制] 081001[工学-通信与信息系统] 081002[工学-信号与信息处理] 0825[工学-航空宇航科学与技术] 0811[工学-控制科学与工程]
主 题:mm-Wave Radar Radar-SLAM algorithm radar grid-mapping
摘 要:This master s thesis presents an overview of how a millimeter-wave radar can be applied for the purpose of simultaneous localization and mapping(SLAM).The main objective is to investigate the main steps necessary to perform a complete *** work discusses two of the main grid mapping approaches,with fixed and adaptive grid sizes;besides this,the localization step is also discussed,based on the target feature extraction algorithm and the use of Particle Filter for target pose *** results using radar and a visual localization approach for indoor mapping are shown,as well as a simulation for the particle filter localization *** whole loop for SLAM using only the mm-wave radar as the sensor has not been developed,however,this work could contribute to a better understanding of the ideas related to the topic.