Periodic Monitoring and Filtering Suppression of Signal Interference in Mine 5G Communication
Source abstract
Abstract
Diverse IoT applications, such as unmanned driving, intelligent video, unmanned working face, industrial control, and intelligent robot inspection, are the key technologies in the field of intelligent mines. In order to fully meet the requirements of underground IoT systems of high bandwidth, low latency, and massive connections, it is necessary to study 5G technologies suitable for underground environments to achieve effective deployment in mines. In key areas, such as main transport roadways, fully mechanized mining faces, and underground substations, both spurs and crosstalk in the frequency domain are the dominant factors affecting the stability and reliability of 5G signals. For the purpose of improving the performance of mine 5G, a fusion anti-interference scheme is designed here. Based on a deep complex network and blind source separation, periodic monitoring and filtering suppression of signal interference can be achieved. The test results show that the frequency domain spurs’ suppression capability of the proposed method is 20% higher than that of the traditional equalization method. For frequency domain crosstalk, 90% interference elimination could be achieved by the proposed method without additional delays when compared with the conventional blind source separation. The high-bandwidth and low-latency characteristics of 5G communication can be guaranteed by this method.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Advanced MIMO Systems Optimization · Wireless Signal Modulation Classification · Blind Source Separation Techniques
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing 100044, China
Science and Technology on Micro-System Laboratory, Shanghai Institute of Micro-System and Information Technology, Chinese Academy of Sciences, Shanghai 200051, China
China Coal Research Institute, Beijing 100013, China
Funding
the National Natural Science Foundation of China · the Special Project of Science and Technology Innovation and Entrepreneurship Fund of Tiandi Technology Co., Ltd.
References (24)
Show source-provided references
1. Next Generation 5G Wireless Networks: A Comprehensive Survey10.1109/COMST.2016.2532458 ↗
2. A Comprehensive Survey on Internet of Things (IoT) Toward 5G Wireless Systems10.1109/JIOT.2019.2948888 ↗
3. Internet of Things (IoT) for Next-Generation Smart Systems: A Review of Current Challenges, Future Trends and Prospects for Emerging 5G-IoT Scenarios10.1109/ACCESS.2020.2970118 ↗
4. A Trust-Based Security System for Data Collection in Smart City10.1109/TII.2020.3006137 ↗
5. Trust-Based Attack and Defense in Wireless Sensor Networks: A Survey10.1155/2020/2643546 ↗
6. Mine visual intelligent monitoring technology based on 5G communication
7. Energy-Efficient Resource Allocation for NOMA-Based Heterogeneous 5G Mine Internet of Things10.1109/ACCESS.2022.3184798 ↗
8. Research on safety application technology of coal mine 5G communication system
9. Optimal Deployment of Antenna for Field Coverage in Coal Mine Tunnels10.1109/ACCESS.2020.2979504 ↗
10. Very Low Frequency Propagation Characteristics Analysis in Coal Mines10.1109/ACCESS.2020.2995678 ↗
11. Theoretical Channel Model and Characteristics Analysis of EM-MWD in the Underground Coal Mine10.1109/ACCESS.2021.3121448 ↗
12. A Survey of 5G Channel Measurements and Models10.1109/COMST.2018.2862141 ↗
13. Capacity limits of MIMO channels10.1109/JSAC.2003.810294 ↗
14. Wideband 5G MIMO Antenna With Integrated Orthogonal-Mode Dual-Antenna Pairs for Metal-Rimmed Smartphones10.1109/TAP.2019.2948707 ↗
15. Performance comparison of a novel hybrid smart antenna system versus the fully adaptive and switched beam antenna arrays10.1109/LAWP.2005.854003 ↗
16. A Compact and Straightforward Self-Decoupled MIMO Antenna System for 5G Applications10.1109/ACCESS.2020.3008966 ↗
17. Wideband and High-Gain Uniform Circular Array With Calibration Element for Smart Antenna Application10.1109/LAWP.2015.2438868 ↗
18. Bandpass Filter With Tunable/Switchable In-Band Interference Rejection10.1109/LMWC.2021.3107304 ↗
19. Adaptive Blind Source Separation and Equalization for Multiple-Input/Multiple-Output Systems10.1109/18.737518 ↗
20. A Comprehensive Survey on Blind Source Separation for Wireless Adaptive Processing: Principles, Perspectives, Challenges and New Research Directions10.1109/ACCESS.2018.2879380 ↗
21. Applications of Independent Component Analysis in Wireless Communication Systems10.1007/s11277-015-2565-1 ↗
22. Machine Learning for 5G/B5G Mobile and Wireless Communications: Potential, Limitations, and Future Directions10.1109/ACCESS.2019.2942390 ↗
23. Thirty Years of Machine Learning: The Road to Pareto-Optimal Wireless Networks10.1109/COMST.2020.2965856 ↗
24. Complex network classification with convolutional neural network10.26599/TST.2019.9010055 ↗