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首页> 外文期刊>Intelligent Transportation Systems, IEEE Transactions on >An Integer Linear Programming Approach for Radio-Based Localization of Shipping Containers in the Presence of Incomplete Proximity Information
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An Integer Linear Programming Approach for Radio-Based Localization of Shipping Containers in the Presence of Incomplete Proximity Information

机译:存在不完整邻近信息的整数线性规划方法,用于基于无线电的集装箱运输本地化

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摘要

The most advanced solutions that are currently adopted in ports and terminals use technologies based on radio frequency identification (RFID) and the Global Positioning System (GPS) to identify and localize shipping containers in the yard. Nevertheless, because of the limitations of these solutions, the position of containers is still affected by errors, and it cannot be determined in real time. In this paper, a nonconventional approach is presented: Each container is equipped with nodes that use wireless communication to detect neighbor containers and to send proximity information to a base station. At the base station, geometrical constraints and proximity data are combined to determine the positions of containers. Missing information due to faulty nodes is tolerated by modeling geometrical constraints as an integer linear programming problem. Numerical simulations show that most of the containers can be localized, even when the number of nodes that are affected by faults is on the order of 30%.
机译:当前在港口和码头中采用的最先进的解决方案使用基于射频识别(RFID)和全球定位系统(GPS)的技术来识别和定位船坞中的运输集装箱。然而,由于这些解决方案的局限性,容器的位置仍然受到误差的影响,并且不能实时确定。在本文中,提出了一种非常规方法:每个容器都配备有节点,这些节点使用无线通信来检测邻居容器并将邻近性信息发送到基站。在基站,将几何约束和邻近数据组合在一起,以确定容器的位置。通过将几何约束建模为整数线性规划问题,可以容忍由于故障节点而导致的信息丢失。数值模拟表明,即使受故障影响的节点数量约为30%,大多数容器也可以定位。

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