Events
Qualifying ExamCyber-Physical Systems for Crowdsensing-based Indoor Mapping |
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Monday, April 21, 2025, 08:30am - 09:30am |
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Speaker: Haijun Wu
Bio
Location : CoRE 305
Committee:
Associate Professor Desheng Zhang
Assistant Professor Dong Deng
Associate Professor Yongfeng Zhang
Assistant Professor Xintong Wang
Event Type: Qualifying Exam
Abstract: Indoor mapping is a specialized field that focuses on creating detailed representations of interior spaces. Unlike outdoor mapping, which benefits from technologies like GPS and extensive satellite imagery, indoor mapping presents unique challenges due to indoor environments confined and complex nature. Traditional methods typically rely on costly specialized devices and labor-intensive manual collection. Recent research proposes various crowdsensing-based solutions that leverage low-cost mobile devices to explore indoor environments and generate maps more efficiently. Despite its advantages, these methods still require strictly regulated data collection and device calibration procedures that hinder low-cost frequent updates. In light of this, we propose a crowdsensing-based indoor POI positioning and mapping system that leverages the courier's operation logs and order records in logistics scenarios to generate indoor maps spontaneously, without any extra effort from couriers besides their normal daily routine. Specifically, we align couriers' physical activities and digital behaviors to identify the spatiotemporal arrival event whenever they approach a POI. We creatively model the indoor POI mapping task as a classic graph realization problem. By estimating the courier's travel distances between POIs using mobile IMU inputs, we form adjacent POIs into patches, then analyze the distance geometric relations between patches to pinpoint the absolute indoor locations for POIs and generate semantic indoor POI maps accordingly.Publication: Spontaneous Indoor POI Mapping with Uncertain Courier Mobility Data, under review.
Organization:
Contact Associate Professor Desheng Zhang
https://rutgers.zoom.us/j/5034279181?pwd=U2FFOGIwVkJJV1dHbzYxK2VTVDBiZz09