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Published on: February 8, 2019
A Map/INS/Wi-Fi Integrated System for Indoor Location-Based Service Applications.
Chunyang Yu1,2, Haiyu Lan3, Fuqiang Gu4
1College of Automation, Harbin Engineering University, Harbin 150001, China. chunyang.yu@ucalgary.ca.
This study introduces an integrated system combining maps, inertial navigation (INS), and Wi-Fi for accurate indoor location services. The novel cascaded filter approach enhances positioning accuracy and reliability while minimizing computational load.
Area of Science:
- Robotics
- Geomatics
- Computer Science
Background:
- Indoor location-based services (LBS) face challenges with accuracy and continuity.
- Inertial Measurement Units (IMUs) suffer from cumulative drift errors.
- Integrating diverse sensor data is crucial for robust positioning.
Purpose of the Study:
- To develop an accurate, continuous, and low-cost indoor positioning system.
- To effectively fuse data from maps, INS, and Wi-Fi signals.
- To overcome the limitations of standalone indoor positioning methods.
Main Methods:
- A cascaded Extended Kalman Filter (EKF) and Auxiliary Value Particle Filter (AVPF) framework was employed.
- Wi-Fi signals and non-holonomic constraints corrected IMU drift via EKF.
- Map-aiding and map-matching methods constrained Wi-Fi/IMU positions using AVPF.
Main Results:
- The integrated system significantly reduced positioning errors compared to standalone INS.
- The proposed method demonstrated stable, continuous, and reliable indoor location estimation.
- Effective fusion of multi-source information was achieved through the cascaded filter structure.
Conclusions:
- The Map/INS/Wi-Fi integrated system offers a viable solution for accurate indoor LBS applications.
- The cascaded EKF/AVPF filter effectively mitigates sensor drift and enhances positioning performance.
- This approach provides a robust and computationally efficient method for indoor navigation.
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