煤矿安全2024,Vol.55Issue(5):204-212,9.DOI:10.13347/j.cnki.mkaq.20230497
基于锶同位素的潘二煤矿相邻灰岩含水层突水水源判识模型研究
Study on identification model of water inrush source from adjacent limestone aquifer in Paner Coal Mine based on strontium isotope
摘要
Abstract
Mine sudden water is one of the most threatening geological hazards during mining production,so rapid and effective identification of sudden water sources is the key to prevent mine water damage.In this study,we analyzed the water chemistry of Panji Coal Mine aquifer and carried out the testing and analysis of strontium isotopes of water in the adjacent water rock,selected seven discriminatory indexes:87Sr/86Sr,Ca2+,Na++K+,Mg2+,HCO3-,SO42-,Cl-,combined with principal component analysis and Fisher's theory,principal component analysis and distance discriminatory theory,principal component analysis and BP Neural net-work,to establish the discriminatory models of mixed water sources based on strontium isotopes(Sr-F model,Sr-D model,Sr-B model),and use the models to discriminate unknown water samples.The results show that the Sr-B model based on strontium iso-topes has the best discriminative effect,and its accuracy reaches 95%.Therefore,the identification model of water inrush sources based on principal component analysis and BP neural network can effectively improve the identification accuracy of water inrush sources,accurately identify water inrush sources in adjacent limestone aquifers,and provide guarantee for mine safety production.关键词
锶同位素/相邻含水层/水源判别/多模型/矿井突水Key words
strontium isotope/adjacent aquifers/water source discrimination/multiple models/mine water inrush分类
矿业与冶金引用本文复制引用
吴盾,李波,魏超,吴坚,陆建伟..基于锶同位素的潘二煤矿相邻灰岩含水层突水水源判识模型研究[J].煤矿安全,2024,55(5):204-212,9.基金项目
陕西省煤矿水害防治技术重点实验室开放基金资助项目(2021SKMS06) (2021SKMS06)
安徽省深地钻探工程研究中心开放基金资助项目(2022AHSD03) (2022AHSD03)