Ubiquitous Indoor Mapping Using Mobile Radio Tomography

IF 7.7 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Amartya Basu;Ayon Chakraborty;Kush Jajal
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引用次数: 0

Abstract

The demand for real-time and accurate mapping is ubiquitous, particularly in complex indoor settings. While SLAM-based methods are popular, Radio Tomographic Imaging (RTI) offers an essential set of advantages, including mapping inaccessible or enclosed spaces, shorter scanning trajectories, or even identifying material properties of structures on the map. However, existing RTI systems typically depend on pre-deployed, precisely calibrated infrastructure with ample computing power, making it challenging to deploy in a ubiquitous setting. We design UbiqMap , a lightweight RTI-based end-to-end system capable of mapping indoor spaces in real-time, with minimal to zero reliance over pre-deployed infrastructure. We evaluate the performance of UbiqMap in various scenarios, including two real deployments - a moderately complex residential apartment (800 sq. ft) and a large building foyer area (3000 sq. ft) and a few simulated scenarios. We demonstrate how UbiqMap can benefit over traditional SLAM-based techniques in specific contexts and advocate the fusion of RTI methods with SLAM to improve future mapping technologies. Overall, UbiqMap improves the quality of the estimated map by 30%–40% over the state-of-the-art with equivalent resource availability.
利用移动无线电层析成像技术进行无所不在的室内测绘
对实时和精确测绘的需求无处不在,尤其是在复杂的室内环境中。虽然基于 SLAM 的方法很受欢迎,但无线电断层成像(RTI)具有一系列重要优势,包括绘制无法进入或封闭空间的地图、缩短扫描轨迹,甚至可以识别地图上结构的材料属性。然而,现有的 RTI 系统通常依赖于预先部署的、精确校准的基础设施和充足的计算能力,这使其在无处不在的环境中部署具有挑战性。我们设计了 UbiqMap,这是一种基于 RTI 的轻量级端到端系统,能够实时绘制室内空间地图,对预先部署的基础设施的依赖程度极低,甚至为零。我们评估了 UbiqMap 在各种场景中的性能,包括两个实际部署--一个中等复杂的住宅公寓(800 平方英尺)和一个大型建筑门厅区域(3000 平方英尺),以及一些模拟场景。我们展示了UbiqMap如何在特定情况下优于传统的基于SLAM的技术,并提倡将RTI方法与SLAM融合,以改进未来的测绘技术。总体而言,在资源可用性相同的情况下,UbiqMap 比最先进的技术提高了 30%-40% 的估计地图质量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Mobile Computing
IEEE Transactions on Mobile Computing 工程技术-电信学
CiteScore
12.90
自引率
2.50%
发文量
403
审稿时长
6.6 months
期刊介绍: IEEE Transactions on Mobile Computing addresses key technical issues related to various aspects of mobile computing. This includes (a) architectures, (b) support services, (c) algorithm/protocol design and analysis, (d) mobile environments, (e) mobile communication systems, (f) applications, and (g) emerging technologies. Topics of interest span a wide range, covering aspects like mobile networks and hosts, mobility management, multimedia, operating system support, power management, online and mobile environments, security, scalability, reliability, and emerging technologies such as wearable computers, body area networks, and wireless sensor networks. The journal serves as a comprehensive platform for advancements in mobile computing research.
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