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MineBL: A Battery-Free Localization Scheme with Binocular Camera for Coal Mine.

Song Qu1, Zhongxu Bao1, Yuqing Yin1

  • 1School of Computer Science and Technology, China University of Mining and Technology, Xuzhou 221000, China.

Sensors (Basel, Switzerland)
|September 9, 2022
PubMed
Summary

This study introduces MineBL, a low-cost, battery-free localization system for underground coal mines. MineBL uses depth images and reflective balls to achieve precise target localization with minimal error, enhancing mine safety.

Keywords:
battery-freecoal minelocalization

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Area of Science:

  • Mining Engineering
  • Robotics
  • Computer Vision

Background:

  • Accurate localization in underground coal mines is critical for safety and operational efficiency.
  • Existing localization technologies often face challenges related to cost, power, and environmental complexity.

Purpose of the Study:

  • To propose a novel, low-cost, battery-free localization scheme for underground coal mines.
  • To enhance the accuracy and reliability of target localization in complex subterranean environments.

Main Methods:

  • Development of MineBL (Mine Battery-free Localization) system utilizing depth images.
  • Implementation of a data enhancement strategy for small-target reorganization to improve position node identification.
  • Design of a multi-filter cooperative denoising ranging algorithm and an optimized weighted centroid location algorithm.

Main Results:

  • Experimental validation in laboratory and underground coal mine settings.
  • Achieved localization errors of less than 30 cm in 95% of cases.
  • Demonstrated effective identification of tiny position nodes and minimized localization errors.

Conclusions:

  • MineBL offers a promising low-cost and effective solution for precise target localization in underground coal mines.
  • The system has significant potential to improve safety and operational management in mining environments.
  • The proposed algorithms contribute to advancing localization technologies in challenging subterranean conditions.