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Anchor-free localization method for mobile targets in coal mine wireless sensor networks
Zhongmin Pei1, Zhidong Deng, Shuo Xu
1State Key Laboratory of Intelligent Technology and Systems, Tsinghua National Laboratory for Information Science and Technology, Department of Computer Science and Technology, Tsinghua University, Beijing 100084, P.R. China; E-Mail: x-xu07@mails.tsinghua.edu.cn (X.X.).
This study introduces an anchor-free localization method for underground mines. The novel approach improves precise mobile target tracking accuracy and robustness in challenging subterranean environments.
Area of Science:
- Engineering
- Computer Science
- Geophysics
Background:
- Underground mines present severe natural conditions and complex terrain, hindering precise localization.
- Existing localization methods struggle with the unique challenges of subterranean environments.
Purpose of the Study:
- To propose an anchor-free localization method for mobile targets in underground mines.
- To enhance localization accuracy and robustness in challenging mining environments.
Main Methods:
- Constructed a coal mine wireless sensor network using ZigBee technology.
- Employed non-metric multi-dimensional scaling (MDS) to estimate reference node locations.
- Developed an improved sequence-based localization algorithm for mobile target tracking.
Main Results:
- Simulations with 100 nodes, outdoor experiments with 15 nodes, and laboratory tests with 12 nodes were conducted.
- The proposed method demonstrated superior localization accuracy compared to existing approaches.
- The method proved to be robust in the harsh conditions of underground mines.
Conclusions:
- The developed anchor-free localization method effectively addresses the challenges of precise positioning in underground mines.
- The integration of non-metric MDS and sequence-based algorithms offers a robust solution for mobile target localization.
- This research contributes to improved safety and operational efficiency in mining through enhanced tracking capabilities.
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