Rock and Soil Mechanics ›› 2025, Vol. 46 ›› Issue (5): 1643-1656.doi: 10.16285/j.rsm.2024.0919

• Testing Technology • Previous Articles    

Acoustic emission location method of rock based on time precise picking and intelligent optimization algorithm

ZHANG Yan-bo1, 2, 3, ZHOU Hao1, LIANG Peng2, 3, YAO Xu-long2, 3, TAO Zhi-gang3, 4, LAI You-bang3, 5   

  1. 1. School of Artificial Intelligence, North China University of Science and Technology, Tangshan, Hebei 063210, China; 2. School of Mining Engineering, North China University of Science and Technology, Tangshan, Hebei 063210, China; 3. Hebei Mining Green Intelligent Mining Technology Innovation Center, North China University of Science and Technology, Tangshan, Hebei 063210, China; 4. School of Mechanics and Civil Engineering, China University of Mining and Technology (Beijing), Beijing 100083, China; 5. Sijiaying Yanshan Iron Mine Co., Ltd., Hebei Iron and Steel Group, Tangshan, Hebei 063701, China
  • Received:2024-07-23 Accepted:2024-10-18 Online:2025-05-06 Published:2025-05-07
  • Supported by:
    This work was supported by the National Natural Science Foundation of China (52074123), the Innovation Capacity Enhancement Program Project of Hebei Province (23564201D) and the Natural Science Foundation of Hebei Province (E2022209143).

Abstract: To address the challenges in rock acoustic emission localization, such as difficulty in picking up arrival times and unsolvable equation systems leading to low accuracy and even inability to locate, a novel localization algorithm was proposed. This algorithm is based on vector auto regressive -Akaike information criterion (VAR-AIC) time-of-arrival pickup and integrates an intelligent optimization algorithm. The improved VAR-AIC method enhances arrival time accuracy by utilizing instantaneous frequency to define the arrival time range and selecting a feature function for precise determination. The nonlinear positioning equations are transformed into an objective function using the Newton-Raphson method, enabling iterative solutions through optimization algorithms. Broken lead test results indicate that the VAR-AIC method significantly enhances acoustic emission arrival time pickup accuracy by determining the arrival time range through instantaneous frequency and selecting the feature function for precise determination. Comparing the performance of the atomic orbital search, gray wolf, and adaptive particle swarm algorithms reveals that the atomic orbital search algorithm not only ensures localization precision but also accelerates iteration speed. Consequently, a rock acoustic emission localization method of improve vector auto regression -Akaike information criterion-atomic orbital earth (IVA-AOS) combining VAR-AIC accurate time-to-time pickup and the atomic orbital search algorithm was proposed. Compared to traditional methods like the mutual correlation+Geiger algorithm, Newton iterative algorithm and PCI-Express8 machine self- contained algorithm, the IVA-AOS localization algorithm exhibits smaller localization errors and higher precision. This innovation effectively addresses the frequent unsolvable cases in traditional localization algorithms, offering new insights and methodologies for rock acoustic emission localization.

CLC Number: 

  • TU 452
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