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Building tomography: Automatic floor plan generation for indoor localization.

机译:建筑断层扫描:用于室内定位的自动平面图生成。

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摘要

Indoor localization is of great importance for a range of pervasive applications, attracting many research eorts in the past decades. Most radio-based solutions require 1) priori knowledge of buildings, usually represented as a floor plan and 2) a process of site survey, in which radio signatures of an interested area are annotated with their real recorded locations. Floor plan plays an essential role in many indoor pervasive and mobile applications, but its collection and on-site calibration are inconvenient and usually prohibitively costly for map providers. Site survey involves intensive costs on manpower and time.;In this study, we investigate novel sensors integrated in modern mobile phones and leverage user motions to release the human efforts in constructing the floor map of a building. We propose Building Tomography, which automatically explores indoor architectural layouts and samples radio fingerprints. Building Tomography generates a floor plan illustrating a number of key spatial elements like rooms, corridors, walls, and other physical features at one level of a building, and constructs corresponding radio map towards it. Our idea is based on human-centric sensing and crowdsourcing. The popularity of smartphones, with rich built-in sensors, enables fine-grained sensory records on human mobility and activity. Although the records from one user might be less useful, a large amount of contributing users enrich the records to an applicable level so that the interior layout of a building emerges.;Our main contribution is to design and implement a building tomography system that is inexpensive and pervasive. No building knowledge is required and all sensor readings are collected by off-the-shelf smartphones. To validate this design, we deploy a prototype system and conduct experiments in an office building. Results show that the generated floor plan accurately reflects real layout and is able to facilitate many pervasive applications, including indoor localization and navigation.;To put the building tomography system into practice, we also address location privacy issues in wireless and mobile networks by proposing Adhoc Anonymity location privacy preservation scheme. Adhoc Anonymity works for self-centered users and in the absence of intermediary, and thus well fits the task of protecting user privacy in crowdsourcing. To demonstrate the importance of location and localization, we also conduct a case study of localization application in mobile networks. ReC is a VANET protocol that utilizes location information to enhance geocasting efficiency and reliability.
机译:室内本地化对于广泛的应用非常重要,在过去的几十年中吸引了许多研究。大多数基于无线电的解决方案需要1)建筑物的先验知识,通常表示为平面图,以及2)现场勘测的过程,在该过程中,对感兴趣区域的无线电签名及其实际记录的位置进行注释。平面图在许多室内普及和移动应用中起着至关重要的作用,但是平面图的收集和现场校准不方便,而且对于地图提供者而言通常成本高昂。现场调查涉及大量的人力和时间成本。在本研究中,我们调查了集成在现代手机中的新型传感器,并利用用户的动作释放了人类在构建建筑物平面图上的努力。我们建议使用“建筑断层扫描”技术,该技术可以自动探索室内建筑布局并采样无线电指纹。建筑断层扫描生成一个平面图,该平面图说明建筑物的一层上的许多关键空间元素,例如房间,走廊,墙壁和其他物理特征,并向其构造相应的无线电地图。我们的想法基于以人为本的感知和众包。具有丰富的内置传感器的智能手机的普及使得能够实现有关人类活动和活动的细粒度感官记录。尽管来自一个用户的记录可能没有多大用处,但大量的有贡献用户将记录充实到适用的水平,从而使建筑物的内部布局浮现出来。;我们的主要贡献是设计和实现了廉价的建筑物断层扫描系统并且无处不在。无需建筑知识,所有传感器读数均由现成的智能手机收集。为了验证该设计,我们部署了原型系统,并在办公大楼中进行了实验。结果表明,生成的平面图能够准确反映实际布局,并能够促进包括室内定位和导航在内的许多普遍应用。为了使建筑物断层扫描系统付诸实践,我们还通过提出Adhoc解决无线和移动网络中的位置隐私问题。匿名位置隐私保护方案。 Adhoc Anonymity适用于以自我为中心的用户,没有中介,因此非常适合在众包中保护用户隐私的任务。为了证明位置和本地化的重要性,我们还对移动网络中的本地化应用进行了案例研究。 ReC是一种VANET协议,它利用位置信息来提高地理广播的效率和可靠性。

著录项

  • 作者

    Liu, Junliang.;

  • 作者单位

    Hong Kong University of Science and Technology (Hong Kong).;

  • 授予单位 Hong Kong University of Science and Technology (Hong Kong).;
  • 学科 Computer science.
  • 学位 Ph.D.
  • 年度 2013
  • 页码 104 p.
  • 总页数 104
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:41:49

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