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Indoor microlocation with BLE beacons and incremental rule learning

机译:室内微锁与BLE信标和增量规则学习

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Location is one of the most valuable and extensively used information in mobile context-aware systems. Its understanding may vary from geolocation that uses GPS infrastructure to locate objects on Earth, up to microlocation, which aims at locating users and objects inside closed areas. Although geolocation can be considered as a mature field, there is an ongoing research in the area of microlocation. Despite that, microlocation techniques do not offer satisfactory level of accuracy and implementation flexibility to be practically incorporated into commercial solutions. This is mainly because of high workload that needs to be done in terms of maps preparation and algorithms tuning. In this paper we present a method that can overcome this issue by providing incremental rule learning algorithm for automated discovery of user location on a room-level accuracy. We also show a method of augmenting semantic annotations on physical objects with a use of Bluetooth Low Energy beacons.
机译:位置是移动环境感知系统中最有价值和最有价值的和广泛使用的信息之一。其理解可能因地理位置而异,这些地理位置使用GPS基础设施将物体定位在地球上,达到微放大,这旨在定位用户和物体内部封闭区域内。虽然地理位置可以被视为成熟的领域,但在微锁定区域存在持续的研究。尽管如此,微锁定技术不提供实际上纳入商业解决方案的令人满意的准确性和实现灵活性。这主要是因为需要在地图准备和算法调整方面进行的高工作量。在本文中,我们提出了一种方法,可以通过提供用于在房间准确度的用户位置自动发现的增量规则学习算法来克服这个问题。我们还显示了一种在具有蓝牙低位能信标上使用模糊物体上增强语义注释的方法。

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