| 光谱学与光谱分析 |
|
|
|
|
|
| Application of the Identification of Mine Water Inrush with LIF Spectrometry and KNN Algorithm Combined with PCA |
| HE Chen-yang, ZHOU Meng-ran*, YAN Peng-cheng |
| College of Electrical and Information Engineering, Anhui University of Science and Technology, Huainan 232001, China |
|
|
|
|
Abstract Rapid identification and classification of mine water inrush is important for flood prevention work underground. This paper proposed a method of KNN combined with PCA identification of water inrush in mine with the laser induced fluorescence spectrum with an immersion probe laser into water samples. The fluorescence spectra of 4 kinds of water samples were obtained. For each set of data preprocessing, the processed data in each sample from 15 sets of data as the training setwith a total of 60 groups. The other 20 groups were used as the prediction set. The data were processed by principal component analysis (PCA), and then the KNN algorithm was used to classify and identify the principal component analysis. During the experiment, the pretreatment method in the principal component number is 2 while the correct rate has reached 100% by KNN classification algorithm.
|
|
Received: 2015-08-30
Accepted: 2015-12-20
|
|
|
|
Corresponding Authors:
ZHOU Meng-ran
E-mail: mrzhou8521@163.com
|
|
[1] DONG Shu-ning(董书宁). Journal of China Coal Society(煤炭学报), 2010, 35(1): 66.
[2] WU Qiang, CUI Fang-peng, ZHAO Su-qi，et al(武 强, 崔芳鹏, 赵苏启，等). Journal of China Coal Society(煤炭学报), 2013, 38(4): 561.
[3] LING Biao-can(凌标灿). China Safety Science Journal(中国安全科学学报), 2004, 14(7): 64.
[4] FU Gui, YANG Chun, YIN Wen-tao(傅 贵, 杨 春, 殷文韬). China Safety Science Journal(中国安全科学学报), 2014, 24(5): 56.
[5] BAI Yu-jie(白玉杰). Coal Technology(煤炭技术), 2009, 28(11): 85.
[6] WANG Jun-cai, WU Rui-ye, XU Xing-hai(王均才, 吴瑞叶, 徐兴海). Coal Science and Technology(煤炭科学技术), 2012, 40(8): 65.
[7] ZHOU Jian, SHI Xiu-zhi, WANG Huai-yong(周 健, 史秀志, 王怀勇). Journal of China Coal Society(煤炭学报), 2010, (2): 278.
[8] YAO Jie, TONG Min-ming, LIU Tao，et al(姚 洁, 童敏明, 刘 涛，等). Safety in Coal Mines(煤矿安全), 2013, 44(2): 29.
[9] YANG Hai-jun, WANG Guang-cai(杨海军, 王广才). Coal Geology & Exploration(煤田地质与勘探), 2012, 40(3): 48.
[10] LIU Xiao-hua, CHEN Si-ying, ZHANG Yin-chao，et al(刘晓华, 陈思颖, 张寅超，等). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2014, 34(8): 2148.
[11] WANG Xin-yi, XU Tao, HUANG Dan(王心义, 徐 涛, 黄 丹). Journal of China Coal Society(煤炭学报), 2011, 36(8): 1354.
[12] LU Jin-tao, LI Xi-bing, GONG Feng-qiang，et al(鲁金涛, 李夕兵, 宫凤强，等). China Safety Science Journal(中国安全科学学报), 2012, 22(7): 109. |
| [1] |
QI Guo-min1, TONG Shi-qian1, LIN Xu-cong1, 2*. Specific Identification of Microcystin-LR by Aptamer-Functionalized Magnetic Nanoprobe With Laser-Induced Fluorescence[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(12): 3813-3819. |
| [2] |
XUE Fang-jia, YU Jie*, YIN Hang, XIA Qi-yu, SHI Jie-gen, HOU Di-bo, HUANG Ping-jie, ZHANG Guang-xin. A Time Series Double Threshold Method for Pollution Events Detection in Drinking Water Using Three-Dimensional Fluorescence Spectroscopy[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(10): 3081-3088. |
| [3] |
KONG De-ming1, LIU Ya-ru1, DU Ya-xin2, CUI Yao-yao2. Oil Film Thickness Detection Based on IRF-IVSO Wavelength Optimization Combined With LIF Technology[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(09): 2811-2817. |
| [4] |
ZHANG Zi-hao1, GUO Fei3, 4, WU Kun-ze1, YANG Xin-yu2, XU Zhen1*. Performance Evaluation of the Deep Forest 2021 (DF21) Model in
Retrieving Soil Cadmium Concentration Using Hyperspectral Data[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(08): 2638-2643. |
| [5] |
WANG Shu-ying*, YOU De-chang, MA Wen-jia, YANG Ruo-fan, ZHANG Yang-zhi, YU Zi-lei, ZHAO Xiao-fang, SHEN Yi-fan. Experimental Collisional Energy Transfer Distributions for Collisions of CO2 With Highly Vibrationally Excited Na2[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(06): 1760-1764. |
| [6] |
YUAN Li1, KONG De-ming2*, CHEN Ji-liang3, ZHONG Mei-yu3, ZHANG Xiao-dan3, XIE Bei-bei3, KONG Ling-fu3. Study on an Equivalent Estimation Method of Oil Spill of Water in Oil
Emulsion[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(02): 342-347. |
| [7] |
KONG De-ming1, CUI Yao-yao2, 3, ZHONG Mei-yu2, MA Qin-yong2, KONG Ling-fu2. Study on Identification Seawater Submersible Oil Based on Total
Synchronous Fluorescence Spectroscopy Combined With
High-Order Tensor Feature Extraction Algorithm[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(01): 62-69. |
| [8] |
ZHANG Xiao-dan1, KONG De-ming2*, ZHONG Mei-yu1, MA Qin-yong1, KONG Ling-fu1. Research on an Equivalent Evaluation Algorithm for the Oil Spill Volume of Oil-in-Water Emulsion on the Sea Surface[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(12): 3665-3671. |
| [9] |
FU Hong-bo1, WU Bian1, WANG Hua-dong1, ZHANG Meng-yang1, 2, ZHANG Zhi-rong1, 2*. Quantitative Analysis of Li in Lithium Ores Based on Laser-Induced Breakdown Spectroscopy[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(11): 3489-3493. |
| [10] |
YAN Peng-cheng1, 2, ZHANG Xiao-fei2*, SHANG Song-hang2, ZHANG Chao-yin2. Research on Mine Water Inrush Identification Based on LIF and
LSTM Neural Network[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(10): 3091-3096. |
| [11] |
CHEN Si-ying1, JIA Yi-wen1, JIANG Yu-rong1*, CHEN He1, YANG Wen-hui2, LUO Yu-peng1, LI Zhong-shi1, ZHANG Yin-chao1, GUO Pan1. Classification and Recognition of Adulterated Manuka Honey by
Multi-Wavelength Laser-Induced Fluorescence[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(09): 2807-2812. |
| [12] |
JIANG Wan-li1, 2, SHI Jun-sheng1, 2*, JI Ming-jiang1, 2. Establishment of Visible and NIR Spectral Reflectance Database of Plant Leaves and Principal Component Analysis[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(08): 2366-2373. |
| [13] |
YUAN Li1, XIE Bei-bei2, CUI Yong-qiang2, ZHANG Xiao-dan2, JIAO Hui-hui2. Research on Oil Spill Status Recognition Based on LIF[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(07): 2018-2024. |
| [14] |
YAN Peng-cheng1, 2, ZHANG Chao-yin2*, SUN Quan-sheng2, SHANG Song-hang2, YIN Ni-ni1, ZHANG Xiao-fei2. LIF Technology and ELM Algorithm Power Transformer Fault Diagnosis Research[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(05): 1459-1464. |
| [15] |
WU Jie1, LI Chuang-kai1, CHEN Wen-jun1, HUANG Yan-xin1, ZHAO Nan1, LI Jia-ming1, 2*, YANG Huan3, LI Xiang-you4, LÜ Qi-tao3,5, ZHANG Qing-mao1,2,5. Multiple Liner Regression for Improving the Accuracy of Laser-Induced Breakdown Spectroscopy Assisted With Laser-Induced Fluorescence (LIBS-LIF)[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(03): 795-801. |
|
|
|
|
