| 光谱学与光谱分析 |
|
|
|
|
|
| Genetic Programming Used for the Measurement of CO Concentration Based on Nondispersive Infrared Absorption Spectroscopy |
| CHEN Jin1, 2, DUAN Fa-jie1, TONG Ying2, GAO Qiang3 |
1. State Key Lab of Precision Measuring Technology and Instruments, Tianjin University, Tianjin 300072, China
2. College of Physics & Electronic Information，Tianjin Normal University, Tianjin 300387, China
3. Tianjin Lancer Science & Technology Development Company, Tianjin 300382, China |
|
|
|
|
Abstract Nondispersive infrared absorption spectroscopy(NDIR) is an important method to measure CO concentration in the air. In the present study, an open-path measurement system and continuous measuring device was developed, and genetic programming was used to establish the calibration model of subjects’ light intensity sampling values. Continuous measurements were carried out in 10 different concentration of CO, and 40 sampled data were acquired and analyzed. For validation set, the correlation coefficient was 0.999 7. The biggest relative error of validation was 4.00%, and the average relative error was 1.11%. Results show that genetic programming can be a good method for the modeling of gas concentration measurements equipped with NDIR systems.
|
|
Received: 2010-10-26
Accepted: 2011-02-25
|
|
|
|
Corresponding Authors:
CHEN Jin
E-mail: cjwoods@163.com
|
|
[1] Platt U, Perner D, Patz H W. Journal of Geophysical Research, 1979, 84(10): 6329.
[2] Platt U, Perner D. Journal of Geophysical Research, 1980, 85(12): 7453.
[3] Lee J S, Kim Y J, Kuk B J, et al. Environmental Monitoring and Assessment, 2005, 104: 281.
[4] Namjou K, Roller C B, Reich T E, et al. Applied Physics B, 2006, 85: 427.
[5] Gardiner T, Mead M I, Garcelon S, et al. Review of Scientific Instruments, 2010, 81: 083102.
[6] Frish M B, Wainner R T, Laderer M C, et al. IEEE Sensors Journal, 2010, 10(3): 639.
[7] SI Fu-qi, LIU Jian-guo, LIU Wen-qing, et al(司福棋, 刘建国, 刘文清, 等). Chinese Journal of Quantum Electronics(量子电子学报), 2004, 21(4): 425.
[8] Chaloulakou A，Mavroidis I. Atmospheric Environment, 2002, 36: 1769.
[9] LI Meng-lin, DUAN Fa-jie, OUYANG Tao, et al(李孟麟, 段发阶, 欧阳涛, 等). Process Automation Instrumentation(自动化仪表), 2008, 28(10): 2214.
[10] CHEN Xiao-ning, LIU Jian-guo, SI Fu-qi, et al(陈晓宁, 刘建国, 司福祺, 等). Opto-Electronic Engineering(光电工程), 2008, 35(4): 49.
[11] ZHOU Ai-min, CAO Hong-qing, KANG Li-shan, et al(周爱民, 曹宏庆, 康立山 等). Journal of System Simulation(系统仿真学报), 2003, 15(6): 797.
[12] LI Kang-shun, LI Yuan-xiang, TANG Ming-duan, et al(李康顺, 李元香, 汤铭端, 等). Journal of System Simulation(系统仿真学报), 2005, 17(7): 1597.
[13] ZHANG Yong-qiang, CHEN Hua-shan(张永强，陈华珊). Computer Engineering(计算机工程), 2007, 33(7): 75.
|
| [1] |
ZHANG Le-wen1, 2, WANG Qian-jin1, 3, SUN Peng-shuai1, PANG Tao1, WU Bian1, XIA Hua1, ZHANG Zhi-rong1, 3, 4, 5*. Analysis of Interference Factors and Study of Temperature Correction Method in Gas Detection by Laser Absorption Spectroscopy[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(03): 767-773. |
| [2] |
LOU Deng-cheng, RAO Wei*, SONG Jun-ling, WANG Kai, JIANG Ya-jing, GUO Jian-yu. Research of Carbon Monoxide Concentration Measurement in Combustion Field by Off-Axis Integrated Cavity Output Spectroscopy[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(12): 3678-3684. |
| [3] |
XU Xing-wei1, 2, WANG Wei1*, LIU Cheng3, SHAN Chang-gong4, SUN You-wen1, HU Qi-hou1, TIAN Yuan1, HAN Xue-bing1, YANG Wei1. Observations of Total Columns of CO Based on Solar Absorption Spectra[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2018, 38(05): 1329-1334. |
| [4] |
LI Chun-guang1, DANG Jing-min1, CHEN Chen2*, WANG Yi-ding1*. Multi-Pass Absorption Spectroscopy for CO Detection Using a Quantum Cascaded Laser[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36(05): 1308-1312. |
| [5] |
CHEN Bing1, ZHOU Ze-yi2, KANG Peng1, LIU An-wen1, HU Shui-ming1* . Trace Carbon Monoxide Detection with a Cavity Ring-Down Spectrometer [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2015, 35(04): 971-974. |
| [6] |
CHEN Chen1, WANG Biao4, LI Chun-guang2, LI Jian2, 3*, WANG Yi-ding2* . A Trace Gas Sensor Using Mid-Infrared Quantum Cascaded Laser at 4.8 μm to Detect Carbon Monoxide[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34(03): 838-842. |
| [7] |
WU Bin1, 2, SHI Xue-shun1, 2, SUN Qing3, DENG Yu-qiang3, WANG Heng-fei2, CHEN Kun-feng2 . Frequency Correction in Terahertz Absorption Spectroscopy [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2013, 33(09): 2343-2347. |
| [8] |
CHEN Xiao, SUI Qing-mei, MIAO Fei, JIA Lei, WANG Jing, JIANG Ming-shun . Research on Carbon Monoxide Multi-Parameter Detection Based on Ultra-Narrow-Linewidth Laser[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2011, 31(10): 2829-2833. |
| [9] |
Qiherima1, 3，YUAN Hui2，ZHANG Yun-hong1，LI Hui-feng2，XU Guang-tong2* . In Situ FTIR and XPS Study on Selective Hydrodesulfurization Catalyst of FCC Gasoline [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2011, 31(07): 1752-1757. |
| [10] |
ZOU Han-bo, CHEN Sheng-zhou, WANG Qi-ying, LIU Zi-li, LIN Wei-ming . DRIFTS Study of Cu1Zr1Ce9Oδ Catalysts for Selective CO Oxidation [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2010, 30(08): 2103-2106. |
| [11] |
ZOU Han-bo, CHEN Sheng-zhou, WANG Qi-ying, LIU Zi-li, LIN Wei-ming . Study on CuO-CeO2 Catalysts Doped with Alkali and Alkaline Earth Metal Oxides by In-Situ DRIFTS [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2010, 30(03): 672-676. |
| [12] |
LIU Qian-qian1, JI Sheng-fu1*, WU Ping-yi1, HU Lin-hua2, HUANG Xiao-fan1, ZHU Ji-qin1, LI Cheng-yue1 . In Situ Diffuse Reflectance FTIR Spectroscopy Study of CO Adsorption on Ni2P/Mesoporous Molecule Sieve Catalysts [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2009, 29(05): 1227-1231. |
| [13] |
SUN Yue1, 2,YI Peng-fei1,CHEN Xian-meng1, 2,LIU Fu-sheng2, 3,ZHANG Ming-jian3,ZHENG Xue-ping3, XUE Xue-dong3. Emission Spectrum of Liquid CO-N2 Mixture at Shock Compression [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2009, 29(04): 865-868. |
| [14] |
HU Ying, WANG Xiao-hong, GUO Lan-tao, ZHANG Cun-lin. Terahertz Time-Domain Spectroscopic Study of Carbon Monoxide[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2006, 26(06): 1008-1011. |
| [15] |
WU De-yin, ZHENG Jian-zhou, REN Bin, XU Xin, TIAN Zhong-qun* . A Theoretical Study of the Influence of Interaction between Transition Metal Atoms and Carbon Monoxide on Infrared and Raman Intensities of the C—O Stretching Vibration [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2005, 25(03): 365-368. |
|
|
|
|
