Precise Shearer Positioning Technology Using Shearer Motion Constraint and Magnetometer Aided SINS
Open Access
- 6 March 2021
- journal article
- research article
- Published by Hindawi Limited in Mathematical Problems in Engineering
- Vol. 2021, 1-12
Abstract
The key technology to realize intelligent unmanned coal mining is the strapdown inertial navigation system (SINS); however, the gradual increase of cumulative error during the working process needs to be solved. On the basis of an SINS/odometer (OD)-integrated navigation system, this paper adds magnetometer (MAG)-aided positioning and proposes an SINS/OD/MAG-integrated shearer navigation system. The velocity observation equation is obtained from the speed constraints during shearer movement, and the yaw angle observation equation is obtained from the magnetometer output. The position information of the SINS output is calibrated using these two observations. In order to improve the fault tolerance of the integrated navigation system, an adaptive federated Kalman filter is established to complete the data fusion of the SINS. Experimental results show that the positioning accuracy of the SINS/OD/MAG-integrated navigation system is 75.64% and 74.01% higher in the east and north directions, respectively, than the SINS/OD-integrated navigation system.Keywords
This publication has 16 references indexed in Scilit:
- Positioning Accuracy of the Shearer Based on a Strapdown Inertial Navigation System in Underground Coal MiningApplied Sciences, 2020
- Improving the Shearer Positioning Accuracy Using the Shearer Motion Constraints in Longwall PanelsIEEE Access, 2020
- Adaptive Fault Isolation and System Reconfiguration Method for GNSS/INS IntegrationIEEE Access, 2020
- Dynamic Precise Positioning Method of Shearer Based on Closing Path Optimal Estimation ModelIEEE Transactions on Automation Science and Engineering, 2018
- Research on the Strategy of Motion Constraint-Aided ZUPT for the SINS Positioning System of a ShearerMicromachines, 2017
- Longwall automation: trends, challenges and opportunitiesInternational Journal of Mining Science and Technology, 2017
- MEMS Based SINS/OD Filter for Land Vehicles’ ApplicationsMathematical Problems in Engineering, 2017
- Research on Error Compensation Property of Strapdown Inertial Navigation System Using Dynamic Model of ShearerIEEE Access, 2016
- Integrated Positioning for Coal Mining Machinery in Enclosed Underground Mine Based on SINS/WSNThe Scientific World Journal, 2014
- Continuous Measurement-While-Drilling Utilizing Strap-Down Multi-Model Surveying SystemIEEE Transactions on Instrumentation and Measurement, 2013