Fuzzy rule based classification method of surrounding rock stability of coal roadway using artificial intelligence algorithm

Author:

Deng Guangzhe12,Fu Yingkai12

Affiliation:

1. School of Energy, Xi’an University of Science and Technology, Xi’an, China

2. Key Laboratory of Western Mines and Hazard Prevention, Ministry of Education of China, Xi’an, China

Abstract

As the stability of surrounding rock of coal roadway is affected by many factors, which makes the classification result hard to be consistent with the field practice. To solve the above problems, this paper proposes a method for the classification of stability of rock which is present in roadway of coal using the artificial intelligence algorithm. In this paper, the influencing factors of stability of rock which is present in roadway are analyzed, and seven influential factors are selected as classification indexes. To solve the problem of slow convergence speed and easy to fall into the local minimum of the back propagation artificial neural network (BP-ANN), an improved BP-ANN algorithm based on additional momentum and Levenberg-Marquardt optimization is proposed based on the analysis of the existing improved methods, which improves the convergence speed and avoids the local minimum effectively. Based on the learning model available, classification system based on fuzzy rule have been implemented and yielded better behavior in the situation of uncertain data sets. Finally, the stability classification model of surrounding rocks of coal roadway using BP-ANN was established in MATLAB environment, and the model was applied to 13 data samples of coal roadway for testing, with the identification rate of 92.3%. The experimental results verify that the method proposed based on fuzzy rule classification system in this paper has a high accuracy of type identification and is applicable to the stability classification of surrounding rock in the coal roadway.

Publisher

IOS Press

Subject

Artificial Intelligence,General Engineering,Statistics and Probability

Reference29 articles.

1. Determining objective weights with intuitionistic fuzzy entropy measures: a comparative analysis;Chen;Information Sciences,2010

2. Numerical Investigation on Factors Affecting Stability of Roadway Surrounding Rock with Fractured Roof;Ding;Geotechnical and Geological Engineering,2019

3. Impacts of bench blasting vibration on the stability of the surrounding rock masses of roadways;Duan;Tunnelling and Underground Space Technology,2018

4. Fang X. and Shen H. , Multi-attribute multi-scheme large group decision-making method about the option of slope treatment. Resource. Environ. Eng, 2011(4) (2011).

5. Automated tunnel rock classification using rock engineering systems;Huang;Engineering Geology,2013

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Intelligent photoelectric identification of coal and gangue − A review;Measurement;2024-06

2. Bulanık Mantık Algoritmaları ile Kaya Sınıflandırması;Kırklareli Üniversitesi Mühendislik ve Fen Bilimleri Dergisi;2023-12-31

3. Data Mining Algorithm Based on Fusion Computer Artificial Intelligence Technology;ICST Transactions on Scalable Information Systems;2023-10-06

4. Wireless Mobile Power Communication System Based on Artificial Intelligence Algorithm;International Transactions on Electrical Energy Systems;2022-09-20

5. Model and Simulation of Engineering Safety Risk Control Based on Artificial Intelligence Algorithm;International Transactions on Electrical Energy Systems;2022-08-29

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3