首页> 外文会议>Joint international symposium on robotics;ISR 2010;German conference on robotics;ROBOTIK 2010 >Particle Filter Based Sensor Fusion of Range Measurements from Wireless Sensor Network and Laser Range Finder
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Particle Filter Based Sensor Fusion of Range Measurements from Wireless Sensor Network and Laser Range Finder

机译:基于粒子滤波的无线传感器网络和激光测距仪测距传感器融合

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Automated Guided Vehicles (AGVs) are used in warehouses, distribution centers and manufacturing plants in order to automate the internal material flow. Usually AGVs are designed to transport large and heavy transport units such as Euro-pallets or mesh pallets. Just-in-time inventory management and lean production requires small transportation units. Furthermore short production cycles requires a flexible material flow which can not be fulfilled by continuous material handling devices like belt or roll conveyors. A solution to meet these demands are small mobile robots for material transport which can replace conventional conveyor systems or large AGVs. The paper presents localization and tracking of an omnidirectional mobile robot which is designed to transport Euro-bins in a distribution center or warehouse. Localization is realized by sensor fusion of range measurements obtained from an IEEE 802.15.4a network and a laser range finder. The laser range finder is used to detect landmarks and to provide accurate positioning for docking maneuvers. The range measurements are fused in a Monte Carlo Particlefilter. The paper presents the structure of the Particlefilter as well as experimental results.
机译:自动导引车(AGV)用于仓库,配送中心和制造工厂,以使内部物料流自动化。通常,AGV设计用于运输大型和重型运输单元,例如欧洲托盘或网状托盘。即时库存管理和精益生产需要小型运输单位。此外,短的生产周期需要灵活的物料流,而连续物料处理设备(如皮带或辊式输送机)无法实现这种灵活的物料流。满足这些需求的解决方案是用于物料运输的小型移动机器人,可以代替传统的输送机系统或大型AGV。本文介绍了一种全向移动机器人的定位和跟踪,该机器人旨在在配送中心或仓库中运输欧洲垃圾箱。定位是通过对从IEEE 802.15.4a网络和激光测距仪获得的距离测量值进行传感器融合来实现的。激光测距仪用于检测路标并为对接操作提供准确的定位。范围测量值融合在Monte Carlo粒子滤波器中。本文介绍了粒子过滤器的结构以及实验结果。

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