journal article·2024-02-14Open access

Modeling and Optimization of Wireless Signal Transmission Characteristics of Mine Roadway Based on 3D Ray-Tracing Method

Boyu Li, Tao Ding, Yanhui Wu, Zhen Nie, Qian Wu, Yannan Shi, Mianping Zheng

Applied Sciences· Volume 14· Issue 4

Abstract

The mine roadway is a special restricted space where wireless signals cannot freely propagate. The research on the transmission characteristics of wireless signals in mine roadways is of great significance for establishing a safe and reliable underground communication system. In this context, the transmission characteristics of wireless signals with a frequency of 700 MHz in the roadway are studied using the three-dimensional (3D) ray-tracing method. The calculation of the vertical dimension of the roadway is increased, and a roadway model is established to more comprehensively reflect the transmission characteristics of the signal in the roadway. The results show that the field strength in the near-source region is high, the attenuation is fast, and the fluctuation is strong, while the waveform in the far-source region gradually stabilizes and decays. The signal strength is related to the number of reflections; the more reflections, the weaker the signal strength. When the transmitting end is close to the edge of the roadway wall, the signal attenuation is faster and the fluctuation amplitude is stronger. The signal strength in the roadway is affected by the cross-sectional size of the rectangular roadway, and the larger the length and width dimensions, the better the waveguide can be formed in the roadway. The simulation results of wireless signal transmission in the roadway are compared with the measured results from a coal mine in Ganhe, Huozhou, and the results show that the model established by the 3D ray-tracing method can predict the field strength distribution of wireless signal. This study provides a theoretical foundation and practical guidance for improving the reliability and quality of wireless signal transmission in mine tunnels. Future research directions can further optimize algorithms, enhance transmission rates, and improve interference resistance to meet the needs of wireless communication in mine tunnels.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Millimeter-Wave Propagation and Modeling · Microwave Imaging and Scattering Analysis · Indoor and Outdoor Localization Technologies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

School of Mechanical and Equipment Engineering, Hebei University of Engineering, Handan 056038, China

Key Laboratory of Saline Lake Resources and Environment (Ministry of Natural Resources), Institute of Mineral Resources, Chinese Academy of Geological Sciences, Beijing 100037, China

School of Mining and Geomatics Engineering, Hebei University of Engineering, Handan 056038, China

Collaborative Innovation Center for Modern Equipment Manufacturing of Jinan New Area (Hebei), Handan 056038, China

Funding

National Key Research and Development Program of China · National Natural Science Foundation of China · Science and Technology Major Project of the Tibet Autonomous Region’s Science and Technology Plan

References (29)

Show source-provided references
1. A review of element partitioning in coal preparation10.1016/j.coal.2023.104296 ↗
2. Role of coal deformation energy in coal and gas outburst: A review10.1016/j.fuel.2022.126019 ↗
3. Challenges and Viability of Use of PLC for Personal Communication in Underground Coal Mines10.1080/02564602.2020.1757519 ↗
4. Wu, X., Li, H., Wang, B., and Zhu, M. (2022). Review on Improvements to the Safety Level of Coal Mines by Applying Intelligent Coal Mining. Sustainability, 14.10.3390/su142416400 ↗
5. Multidimensional Analysis of Coal Mine Safety Accidents in China—70 Years Review
6. Design and Realization of the Safety Production Scheduling System10.19026/rjaset.5.5001 ↗
7. An integrated environment monitoring system for underground coal mines—Wireless sensor network subsystem with multi-parameter monitoring10.3390/s140713149 ↗
8. Wireless communication and environment monitoring in underground coal mines—Review10.1080/02564602.2014.995142 ↗
9. IoT Based information and communication system for enhancing underground mines safety and productivity: Genesis, taxonomy and open issues10.1016/j.adhoc.2018.06.008 ↗
10. A review of mine rescue ensembles for underground coal mining in the United States
11. A methodology for evaluation and monitoring of recurring hazards in underground coal mining10.1016/j.ssci.2011.03.009 ↗
12. Underground coal mine monitoring with wireless sensor networks10.1145/1498915.1498916 ↗
13. Modeling and measurements for wireless communication networks in underground mine environments10.1016/j.measurement.2019.106980 ↗
14. An emergency rescue communication system and environmental monitoring subsystem for underground coal mine based on wireless mesh network10.1177/1550147718805935 ↗
15. Development of underground mine monitoring and communication system integrated ZigBee and GIS10.1016/j.ijmst.2015.07.017 ↗
16. Simulation of wireless channel in tunnel environment based on improved ray tracing method
17. Prediction of electromagnetic wave propagation field strength in semi-circular arch mine roadway based on mirror image principle
18. Multipath channel model of electromagnetic wave in mine tunnel based on mirror method
19. SBR image approach for radio wave propagation in tunnels with and without traffic10.1109/25.533772 ↗
20. Wang, A., and Ren, C. (2021, January 14–16). Prediction of receiving field strength based on SVM-LSTM hybrid model in the coal mine. Proceedings of the 2021 International Conference on Communications, Information System and Computer Engineering (CISCE), Beijing, China.10.1109/CISCE52179.2021.9445892 ↗
21. Research on modeling of underground path loss prediction based on SA-SVM10.1088/1742-6596/2245/1/012016 ↗
22. Channel modeling and analysis for wireless networks in underground mines and road tunnels10.1109/TCOMM.2010.06.080353 ↗
23. Advancing accuracy of shooting and bouncing rays method for ray-tracing propagation modeling based on novel approaches to ray cone angle calculation10.1109/TAP.2021.3060051 ↗
24. Wu, M., Ma, Y., and Zhu, Z. (April, January 29). Ray Tracing-Based Wireless Channel Modeling in Room-and-Pillar Mines. Proceedings of the 2021 IEEE Wireless Communications and Networking Conference (WCNC), Nanjing, China.10.1109/WCNC49053.2021.9417506 ↗
25. Propagation characteristics of electromagnetic waves in mine roadways10.1016/j.jappgeo.2019.103922 ↗
26. Geometrical optical approach for electromagnetic wave propagation in rectangular mine tunnels10.1029/RS009i012p01147 ↗
27. Problem formulations and solvers in linear SVM: A review10.1007/s10462-018-9614-6 ↗
28. A wireless sensor data-based coal mine gas monitoring algorithm with least squares support vector machines optimized by swarm intelligence techniques10.1177/1550147718777440 ↗
29. Research on 5G frequency band selection and antenna optimization setting for mine