Skip to main content
Erschienen in: Environmental Earth Sciences 4/2021

01.02.2021 | Original Article

Source identification of mine water inrush based on principal component analysis and grey situation decision

verfasst von: Qiding Ju, Youbiao Hu

Erschienen in: Environmental Earth Sciences | Ausgabe 4/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Coal mining is bound to destroy the underground aquifer structure, which will lead to mine water inrush disaster. An accurate and rapid identification of water inrush sources is the crux of preventing the recurrence of water inrush incidents. In this regard, 37 training water samples and 14 verification water samples were extracted from three types of aquifers in the Xieqiao coal mine, China. Na+, K+, Ca2+, Mg2+, Cl, SO42− and HCO3 were used as the evaluation variables. The principal component analysis was used to eliminate the redundant ion variables in the training samples. The grey situation decision method combined with the entropy weight was used to establish the recognition model. The ion variables of the verification samples were substituted into the model calculations, and the comprehensive accuracy of the model was found to be 85.71%. The proposed method has the advantages of accuracy and speed compared to other contemporary recognition methods. The grey situation decision-making method overcomes the problem that single-factor evaluation cannot identify water inrush, and the entropy weight method can reflect the degree of difference between the variables. Based upon this recognition model, it provides a new method for recognizing water inrush sources, which would also be beneficial to prevention and control of mine water hazards.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Boumaiza L, Chesnaux R, Drias T, Walter J, Huneau F, Garel E, Stumpp C (2020) Identifying groundwater degradation sources in a Mediterranean coastal area experiencing significant multi-origin stresses. Sci Total Environ 746:141203–141203CrossRef Boumaiza L, Chesnaux R, Drias T, Walter J, Huneau F, Garel E, Stumpp C (2020) Identifying groundwater degradation sources in a Mediterranean coastal area experiencing significant multi-origin stresses. Sci Total Environ 746:141203–141203CrossRef
Zurück zum Zitat Cao T, Han D, Song X, Trolle D (2020) Subsurface hydrological processes and groundwater residence time in a coastal alluvium aquifer: evidence from environmental tracers combined with hydrochemistry. Sci Total Environ 743:140684CrossRef Cao T, Han D, Song X, Trolle D (2020) Subsurface hydrological processes and groundwater residence time in a coastal alluvium aquifer: evidence from environmental tracers combined with hydrochemistry. Sci Total Environ 743:140684CrossRef
Zurück zum Zitat Chafouq D, El Mandour A, Elgettafi M, Himi M, Chouikri I, Casas A (2018) Hydrochemical and isotopic characterization of groundwater in the Ghis-Nekor plain (northern Morocco). J Afr Earth Sc 139:1–13CrossRef Chafouq D, El Mandour A, Elgettafi M, Himi M, Chouikri I, Casas A (2018) Hydrochemical and isotopic characterization of groundwater in the Ghis-Nekor plain (northern Morocco). J Afr Earth Sc 139:1–13CrossRef
Zurück zum Zitat Chen JB, Wang YJ, Li FY, Liu ZC (2019) Aquatic ecosystem health assessment of a typical sub-basin of the Liao River based on entropy weights and a fuzzy comprehensive evaluation method. Sci Rep 9:14045 Chen JB, Wang YJ, Li FY, Liu ZC (2019) Aquatic ecosystem health assessment of a typical sub-basin of the Liao River based on entropy weights and a fuzzy comprehensive evaluation method. Sci Rep 9:14045
Zurück zum Zitat Cloutier V, Lefebvre R, Therrien R, Savard MM (2008) Multivariate statistical analysis of geochemical data as indicative of the hydrogeochemical evolution of groundwater in a sedimentary rock aquifer system. J Hydrol 353(3–4):294–313CrossRef Cloutier V, Lefebvre R, Therrien R, Savard MM (2008) Multivariate statistical analysis of geochemical data as indicative of the hydrogeochemical evolution of groundwater in a sedimentary rock aquifer system. J Hydrol 353(3–4):294–313CrossRef
Zurück zum Zitat Dong D, Chen Z, Lin G, Li X, Zhang R, Ji Y (2019) Combining the fisher feature extraction and support vector machine methods to identify the water inrush source: a case study of the Wuhai Mining Area. Mine Water Environ 38(4):855–862CrossRef Dong D, Chen Z, Lin G, Li X, Zhang R, Ji Y (2019) Combining the fisher feature extraction and support vector machine methods to identify the water inrush source: a case study of the Wuhai Mining Area. Mine Water Environ 38(4):855–862CrossRef
Zurück zum Zitat Du PF, Huang DH, Ning DH, Xu JJ (2020) Application of Bayesian model and discriminant function analysis to the estimation of sediment source contributions. Int J Sediment Res 34(34):0–577 Du PF, Huang DH, Ning DH, Xu JJ (2020) Application of Bayesian model and discriminant function analysis to the estimation of sediment source contributions. Int J Sediment Res 34(34):0–577
Zurück zum Zitat Fang S, Zhang Z, Wang Z, Pan H, Du T (2020) Principal Slip Zone determination in the Wenchuan earthquake Fault Scientific Drilling project-hole 1: considering the Bayesian discriminant function. Acta Geophysica 68(6):1595–1607CrossRef Fang S, Zhang Z, Wang Z, Pan H, Du T (2020) Principal Slip Zone determination in the Wenchuan earthquake Fault Scientific Drilling project-hole 1: considering the Bayesian discriminant function. Acta Geophysica 68(6):1595–1607CrossRef
Zurück zum Zitat Fausto C, Edmundas KZ, Dalia S, Abbas M (2019) Assessment of concentrated solar power (CSP) technologies based on a modified intuitionistic fuzzy topsis and trigonometric entropy weights. Technol Forecast Soc Change 140:0–258CrossRef Fausto C, Edmundas KZ, Dalia S, Abbas M (2019) Assessment of concentrated solar power (CSP) technologies based on a modified intuitionistic fuzzy topsis and trigonometric entropy weights. Technol Forecast Soc Change 140:0–258CrossRef
Zurück zum Zitat Fu S (2016) Three-parameter interval grey number multi-attribute decision making method based on information entropy. Math Comput Appl 21:17 Fu S (2016) Three-parameter interval grey number multi-attribute decision making method based on information entropy. Math Comput Appl 21:17
Zurück zum Zitat Guan Z, Jia Z, Zhao Z, You Q (2019) Identification of inrush water recharge sources using hydrochemistry and stable isotopes: a case study of Mindong No. 1 coal mine in north-east Inner Mongolia, China. J Earth Syst Sci 128(7):200CrossRef Guan Z, Jia Z, Zhao Z, You Q (2019) Identification of inrush water recharge sources using hydrochemistry and stable isotopes: a case study of Mindong No. 1 coal mine in north-east Inner Mongolia, China. J Earth Syst Sci 128(7):200CrossRef
Zurück zum Zitat Guo X, Zuo R, Wang J, Meng L, Teng Y, Shi R, Ding F (2019) Hydrogeochemical evolution of interaction between surface water and groundwater affected by exploitation. Ground Water 57(3):430–442CrossRef Guo X, Zuo R, Wang J, Meng L, Teng Y, Shi R, Ding F (2019) Hydrogeochemical evolution of interaction between surface water and groundwater affected by exploitation. Ground Water 57(3):430–442CrossRef
Zurück zum Zitat He Y, Gong Z (2013) China’s regional rainstorm floods disaster evaluation based on grey incidence multiple-attribute decision model. Nat Hazards 71(2):1125–1144CrossRef He Y, Gong Z (2013) China’s regional rainstorm floods disaster evaluation based on grey incidence multiple-attribute decision model. Nat Hazards 71(2):1125–1144CrossRef
Zurück zum Zitat He CY, Zhou MR, Yan PC (2016) Application of the identification of mine water inrush with LIF spectrometry and KNN algorithm combined with PCA. Spectrosc Spect Anal 36(7):2234–2237 He CY, Zhou MR, Yan PC (2016) Application of the identification of mine water inrush with LIF spectrometry and KNN algorithm combined with PCA. Spectrosc Spect Anal 36(7):2234–2237
Zurück zum Zitat Huang P, Wang X (2018) Piper-PCA-fisher recognition model of water inrush source: a case study of the Jiaozuo mining area. Geofluids 2018:1–10 Huang P, Wang X (2018) Piper-PCA-fisher recognition model of water inrush source: a case study of the Jiaozuo mining area. Geofluids 2018:1–10
Zurück zum Zitat Li G, Meng Z, Wang X, Yang J (2016) Hydrochemical prediction of mine water inrush at the Xinli Mine, China. Mine Water Environ 36(1):78–86CrossRef Li G, Meng Z, Wang X, Yang J (2016) Hydrochemical prediction of mine water inrush at the Xinli Mine, China. Mine Water Environ 36(1):78–86CrossRef
Zurück zum Zitat Li Y, Zhang D, Liu B (2019) Multi-attribute decision-making method based on cosine similarity with three-parameter interval grey number. J Grey Syst 31(3):45–58 Li Y, Zhang D, Liu B (2019) Multi-attribute decision-making method based on cosine similarity with three-parameter interval grey number. J Grey Syst 31(3):45–58
Zurück zum Zitat Liang XB, Liang W, Zhang LB, Guo XY (2019) Risk assessment for long-distance gas pipelines in coal mine gobs based on structure entropy weight method and multi-step backward cloud transformation algorithm based on sampling with replacement. J Clean Prod 227:218–228CrossRef Liang XB, Liang W, Zhang LB, Guo XY (2019) Risk assessment for long-distance gas pipelines in coal mine gobs based on structure entropy weight method and multi-step backward cloud transformation algorithm based on sampling with replacement. J Clean Prod 227:218–228CrossRef
Zurück zum Zitat Liao F, Wang G, Yi L, Shi Z, Cheng G, Kong Q, Liu C (2020) Identifying locations and sources of groundwater discharge into Poyang Lake (eastern China) using radium and stable isotopes (deuterium and oxygen-18). Sci Total Environ 740:140163CrossRef Liao F, Wang G, Yi L, Shi Z, Cheng G, Kong Q, Liu C (2020) Identifying locations and sources of groundwater discharge into Poyang Lake (eastern China) using radium and stable isotopes (deuterium and oxygen-18). Sci Total Environ 740:140163CrossRef
Zurück zum Zitat Lin Y, Wu Y, Pan G, Qin Y, Chen G (2014) Determining and plugging the groundwater recharge channel with comprehensive approach in Siwan coal mine, North China coal basin. Arab J Geosci 8(9):6759–6770CrossRef Lin Y, Wu Y, Pan G, Qin Y, Chen G (2014) Determining and plugging the groundwater recharge channel with comprehensive approach in Siwan coal mine, North China coal basin. Arab J Geosci 8(9):6759–6770CrossRef
Zurück zum Zitat Liu G, Ma F, Liu G, Zhao H, Guo J, Cao J (2019) Application of multivariate statistical analysis to identify water sources in a coastal gold mine, Shandong, China. Sustainability 11(12):3345 Liu G, Ma F, Liu G, Zhao H, Guo J, Cao J (2019) Application of multivariate statistical analysis to identify water sources in a coastal gold mine, Shandong, China. Sustainability 11(12):3345
Zurück zum Zitat Price AL, Patterson NJ, Plenge RM, Weinblatt ME, Shadick NA, Reich D (2006) Principal components analysis corrects for stratification in genome-wide association studies. Nat Genet 38:904–909CrossRef Price AL, Patterson NJ, Plenge RM, Weinblatt ME, Shadick NA, Reich D (2006) Principal components analysis corrects for stratification in genome-wide association studies. Nat Genet 38:904–909CrossRef
Zurück zum Zitat Qian J, Tong Y, Ma L, Zhao W, Zhang R, He X (2017) Hydrochemical characteristics and groundwater source identification of a multiple aquifer system in a coal mine. Mine Water Environ 37(3):528–540CrossRef Qian J, Tong Y, Ma L, Zhao W, Zhang R, He X (2017) Hydrochemical characteristics and groundwater source identification of a multiple aquifer system in a coal mine. Mine Water Environ 37(3):528–540CrossRef
Zurück zum Zitat Sui W, Liu J, Yang S, Chen Z, Hu Y (2010) Hydrogeological analysis and salvage of a deep coalmine after a groundwater inrush. Environ Earth Sci 62(4):735–749CrossRef Sui W, Liu J, Yang S, Chen Z, Hu Y (2010) Hydrogeological analysis and salvage of a deep coalmine after a groundwater inrush. Environ Earth Sci 62(4):735–749CrossRef
Zurück zum Zitat Sun W, Zhou W, Jiao J (2015) Hydrogeological classification and water inrush accidents in China’s coal mines. Mine Water Environ 35(2):214–220CrossRef Sun W, Zhou W, Jiao J (2015) Hydrogeological classification and water inrush accidents in China’s coal mines. Mine Water Environ 35(2):214–220CrossRef
Zurück zum Zitat Wang D, Shi L (2019) Source identification of mine water inrush: a discussion on the application of hydrochemical method. Arab J Geosci 12(2):58 Wang D, Shi L (2019) Source identification of mine water inrush: a discussion on the application of hydrochemical method. Arab J Geosci 12(2):58
Zurück zum Zitat Wang Y, Shi L, Wang M, Liu T (2020) Hydrochemical analysis and discrimination of mine water source of the Jiaojia gold mine area, China. Environ Earth Sci 79(6):123 Wang Y, Shi L, Wang M, Liu T (2020) Hydrochemical analysis and discrimination of mine water source of the Jiaojia gold mine area, China. Environ Earth Sci 79(6):123
Zurück zum Zitat Wu Q, Mu W, Xing Y, Qian C, Shen J, Wang Y, Zhao D (2017) Source discrimination of mine water inrush using multiple methods: a case study from the Beiyangzhuang Mine, Northern China. Bull Eng Geol Env 78(1):469–482CrossRef Wu Q, Mu W, Xing Y, Qian C, Shen J, Wang Y, Zhao D (2017) Source discrimination of mine water inrush using multiple methods: a case study from the Beiyangzhuang Mine, Northern China. Bull Eng Geol Env 78(1):469–482CrossRef
Zurück zum Zitat Xu Y, Chang Q, Yan X, Han W, Chang B, Bai J (2020) Analysis and lessons of a mine water inrush accident resulted from the closed mines. Arab J Geosci 13(14):665 Xu Y, Chang Q, Yan X, Han W, Chang B, Bai J (2020) Analysis and lessons of a mine water inrush accident resulted from the closed mines. Arab J Geosci 13(14):665
Zurück zum Zitat Yan BQ, Ren FH, Cai MF, Qiao C (2019) Bayesian model based on Markov chain Monte Carlo for identifying mine water sources in Submarine Gold Mining. J Clean Prod 253:0–120008CrossRef Yan BQ, Ren FH, Cai MF, Qiao C (2019) Bayesian model based on Markov chain Monte Carlo for identifying mine water sources in Submarine Gold Mining. J Clean Prod 253:0–120008CrossRef
Zurück zum Zitat Yang Y, Yue JH, Li XH, Wang DM (2019) Online discrimination system for mine water inrush source based on PCA and BP neural network. Acta Microscopica 28(3):444–454 Yang Y, Yue JH, Li XH, Wang DM (2019) Online discrimination system for mine water inrush source based on PCA and BP neural network. Acta Microscopica 28(3):444–454
Zurück zum Zitat Yi P, Yang J, Wang Y, Mugwanezal VP, Chen L, Aldahan A (2018) Detecting the leakage source of a reservoir using isotopes. J Environ Radioact 187:106–114CrossRef Yi P, Yang J, Wang Y, Mugwanezal VP, Chen L, Aldahan A (2018) Detecting the leakage source of a reservoir using isotopes. J Environ Radioact 187:106–114CrossRef
Zurück zum Zitat Yin L, Ma K, Chen J, Xue Y, Wang Z, Cui B (2019) Mechanical model on water inrush assessment related to deep mining above multiple aquifers. Mine Water Environ 38(4):827–836CrossRef Yin L, Ma K, Chen J, Xue Y, Wang Z, Cui B (2019) Mechanical model on water inrush assessment related to deep mining above multiple aquifers. Mine Water Environ 38(4):827–836CrossRef
Zurück zum Zitat Zhang N, Fang ZG, Liu XQ (2014) Grey situation group decision-making method based on prospect theory. Sci World J:703597 Zhang N, Fang ZG, Liu XQ (2014) Grey situation group decision-making method based on prospect theory. Sci World J:703597
Zurück zum Zitat Zhang XB, Li X, Gao X (2016) Hydrochemistry and coal mining activity induced karst water quality degradation in the Niangziguan karst water system, China. Environ Sci Pollut Res Int 23(7):6286–6299CrossRef Zhang XB, Li X, Gao X (2016) Hydrochemistry and coal mining activity induced karst water quality degradation in the Niangziguan karst water system, China. Environ Sci Pollut Res Int 23(7):6286–6299CrossRef
Zurück zum Zitat Zhang H, Xing H, Yao D, Liu L, Xue D, Guo F (2019a) The multiple logistic regression recognition model for mine water inrush source based on cluster analysis. Environ Earth Sci 78(20):612 Zhang H, Xing H, Yao D, Liu L, Xue D, Guo F (2019a) The multiple logistic regression recognition model for mine water inrush source based on cluster analysis. Environ Earth Sci 78(20):612
Zurück zum Zitat Zhang HT, Xu GQ, Chen XQ, Wei J, Yu ST, Yang TT (2019b) Hydrogeochemical characteristics and groundwater inrush source identification for a multi-aquifer system in a coal mine. Acta Geologica Sinica - English Edition 93(6):1922–1932CrossRef Zhang HT, Xu GQ, Chen XQ, Wei J, Yu ST, Yang TT (2019b) Hydrogeochemical characteristics and groundwater inrush source identification for a multi-aquifer system in a coal mine. Acta Geologica Sinica - English Edition 93(6):1922–1932CrossRef
Zurück zum Zitat Zhang J, Xu K, Reniers G, You G (2020) Statistical analysis the characteristics of extraordinarily severe coal mine accidents (ESCMAs) in China from 1950 to 2018. Process Saf Environ Prot 133:332–340CrossRef Zhang J, Xu K, Reniers G, You G (2020) Statistical analysis the characteristics of extraordinarily severe coal mine accidents (ESCMAs) in China from 1950 to 2018. Process Saf Environ Prot 133:332–340CrossRef
Zurück zum Zitat Zu XH, Yang, CL, Wang HC, Wang, YY (2018) An EGR performance evaluation and decision making approach based on grey theory and grey entropy analysis. Plos One 13(1):e0191626 Zu XH, Yang, CL, Wang HC, Wang, YY (2018) An EGR performance evaluation and decision making approach based on grey theory and grey entropy analysis. Plos One 13(1):e0191626
Metadaten
Titel
Source identification of mine water inrush based on principal component analysis and grey situation decision
verfasst von
Qiding Ju
Youbiao Hu
Publikationsdatum
01.02.2021
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 4/2021
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-021-09459-z

Weitere Artikel der Ausgabe 4/2021

Environmental Earth Sciences 4/2021 Zur Ausgabe