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Published on: May 2, 2018
BLE-Based Indoor Localization: Analysis of Some Solutions for Performance Improvement.
Filippo Milano1, Helbert da Rocha2,3, Marco Laracca4
1Department of Electrical and Information Engineering, University of Cassino and Southern Lazio, 03043 Cassino, Italy.
This study enhances indoor localization using Bluetooth Low Energy (BLE) 5.0 by comparing RSSI signal conditioning and positioning techniques. Multichannel transmission with RSSI aggregation significantly reduced positioning errors, improving BLE localization accuracy.
Area of Science:
- Engineering
- Computer Science
- Signal Processing
Background:
- Indoor localization systems are crucial for various applications.
- Bluetooth Low Energy (BLE) 5.0 offers a promising technology for indoor positioning.
- Existing BLE localization methods require further optimization and comparative analysis.
Purpose of the Study:
- To experimentally analyze and compare different solutions for improving BLE-based indoor localization performance.
- To identify the most effective techniques for enhancing the accuracy of BLE 5.0 localization systems.
- To evaluate the impact of RSSI signal conditioning and positioning algorithms on localization error.
Main Methods:
- Utilized an anchor-based system with Bluetooth Low Energy (BLE) 5.0 technology.
- Employed Received Signal Strength Indicator (RSSI) for distance estimation.
- Investigated various RSSI signal conditioning methods, distance estimation techniques, and position estimation approaches.
- Conducted an experimental campaign in a complex, dynamic indoor environment with obstacles.
Main Results:
- Multichannel transmission combined with RSSI signal aggregation demonstrated the most significant performance improvement.
- The localization system's positioning error was reduced from 1.5 meters to approximately 1 meter.
- Other examined solutions had a less pronounced impact, with varying effects on positioning errors based on their combination.
Conclusions:
- Multichannel transmission and RSSI aggregation are highly effective for enhancing BLE indoor localization accuracy.
- The study provides valuable insights into optimizing BLE 5.0 localization systems for complex environments.
- Further research can build upon these findings to develop even more robust indoor positioning solutions.
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