Robust Indoor Pedestrian Localization in Non-Line-ofSight Conditions using Ultra-Wideband Active Communication
- Abstract
- Indoor location-based services (ILBSs) to assist daily life tasks in the area of healthcare,
shopping malls, and sports are becoming a trending topic. The key issue for ILBSs is to
accurately locate pedestrians indoors. For this purpose, ultra-wideband (UWB) technology
with appealing characteristics such as high bandwidth, low cost, and low power consumption
is preferable for indoor pedestrian localization at centimeter-level accuracy. However, the
channel blocking of UWB active communication, commonly known as non-line-of-sight
(NLOS), can drastically impact the localization accuracy with meter-level error. Therefore,
many methods of improving UWB-based indoor pedestrian localization accuracy under NLOS
using extra perceptions, like signal quality and walking direction, have been proposed. This
thesis proposes novel methods to leverage the need for extra perception and address the UWBNLOS issue. Focusing on the ILBS to facilitate daily life tasks, we enhanced the UWB location
accuracy in contextual wearable placements of UWB sensors such as smartphone and
smartshoe. First, we proposed a robust indoor localization approach for UWB-enabled
smartphone which does not require the extra perceptions to mitigate the human body
shadowing (UWB-NLOS due to the human own body). Second, we proposed a low-cost footplaced UWB and inertial measurement unit (IMU) fusion technique to address the UWBNLOS due to indoor surroundings as well as the IMU drift issue. For validation of the proposed
methods, we conducted real-time walking experiments in a multipath indoor environment and
deployed the state-of-the-art Hokuyo Lidar to provide ground truth data. The proposed indoor
pedestrian localization approaches can contribute to the adoption of personal devices’
embedded UWB chips and low-cost IoT wearables for pervasive and ubiquitous indoor daily
life use cases with centimeter-level accuracy.
- Author(s)
- Khawar Naheem
- Issued Date
- 2023
- Type
- Thesis
- URI
- https://scholar.gist.ac.kr/handle/local/19648
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