A comparative model combining carbon atomic and molecular emissions based on partial least squares and support vector regression correction for carbon analysis in coal using LIBS

This paper proposed an innovation model combining carbon atomic and molecular emissions based on support vector regression correction for quantitative analysis of carbon in coal using LIBS.

[1]  F. Doucet,et al.  LIBS core imaging at kHz speed: Paving the way for real-time geochemical applications , 2018, Spectrochimica Acta Part B: Atomic Spectroscopy.

[2]  D. Mayer,et al.  Dalangtan Saline Playa in a Hyperarid Region of Tibet Plateau: III. Correlated Multiscale Surface Mineralogy and Geochemistry Survey. , 2018, Astrobiology.

[3]  Wenbing Li,et al.  Estimation of the mechanical properties of steel via LIBS combined with canonical correlation analysis (CCA) and support vector regression (SVR) , 2018 .

[4]  Wenbing Li,et al.  Estimation of the aging grade of T91 steel by laser-induced breakdown spectroscopy coupled with support vector machines , 2018 .

[5]  Jianhua Yu,et al.  Quantitative Analysis of Calorific Value of Coal Based on Spectral Preprocessing by Laser-Induced Breakdown Spectroscopy (LIBS) , 2017 .

[6]  Jidong Lu,et al.  Spatially resolved laser-induced breakdown spectroscopy in laminar premixed methane–air flames , 2017 .

[7]  Chunhua Yan,et al.  Determination of carbon and sulfur content in coal by laser induced breakdown spectroscopy combined with kernel-based extreme learning machine , 2017 .

[8]  Jianhua Yu,et al.  Accuracy improvement of quantitative analysis of unburned carbon content in fly ash using laser induced breakdown spectroscopy , 2017 .

[9]  Jidong Lu,et al.  Rapid Determination of the Gross Calorific Value of Coal Using Laser-Induced Breakdown Spectroscopy Coupled with Artificial Neural Networks and Genetic Algorithm , 2017 .

[10]  V. Palma,et al.  Energetic Effects of Pre-hatch Albumen Removal on Embryonic Development and Early Ontogeny in Gallus gallus , 2017, Front. Physiol..

[11]  W. Ni,et al.  Quantitative carbon analysis in coal by combining data processing and spatial confinement in laser-induced breakdown spectroscopy , 2015 .

[12]  Xin Wang,et al.  Parameters Optimization of Laser-Induced Breakdown Spectroscopy Experimental Setup for the Case with Beam Expander ⁄ , 2015 .

[13]  Wang Zhe,et al.  Quantitative Analysis of Carbon Content in Bituminous Coal by Laser-Induced Breakdown Spectroscopy Using UV Laser Radiation , 2015 .

[14]  Jidong Lu,et al.  A Study on the Characteristics of Carbon-Related Spectral Lines from a Laser-Induced Fly Ash Plasma , 2015 .

[15]  Jidong Lu,et al.  Rapidly Measuring Unburned Carbon in Fly Ash Using Molecular CN by Laser-Induced Breakdown Spectroscopy , 2015 .

[16]  Jidong Lu,et al.  Elucidation of C 2 and CN formation mechanisms in laser-induced plasmas through correlation analysis of carbon isotopic ratio , 2014 .

[17]  Weidou Ni,et al.  Application of a Spectrum Standardization Method for Carbon Analysis in Coal Using Laser-Induced Breakdown Spectroscopy (LIBS) , 2014, Applied spectroscopy.

[18]  W. Ni,et al.  A model combining spectrum standardization and dominant factor based partial least square method for carbon analysis in coal using laser-induced breakdown spectroscopy ☆ , 2014, 1402.2062.

[19]  Yoshihiro Deguchi,et al.  Quantitative elemental detection of size-segregated particles using laser-induced breakdown spectroscopy , 2013 .

[20]  K. M. Abedin,et al.  Determination of the ash content of coal without ashing: A simple technique using laser-induced breakdown spectroscopy , 2013 .

[21]  Weidou Ni,et al.  Coal property analysis using laser-induced breakdown spectroscopy , 2013 .

[22]  W. Ni,et al.  A Nonlinearized Multivariate Dominant Factor–Based Partial Least Squares (PLS) Model for Coal Analysis by Using Laser-Induced Breakdown Spectroscopy , 2013, Applied spectroscopy.

[23]  Jidong Lu,et al.  Carbon isotope separation and molecular formation in laser-induced plasmas by laser ablation molecular isotopic spectrometry. , 2013, Analytical chemistry.

[24]  Lei Zhang,et al.  Recent progress on laser-induced breakdown spectroscopy for the monitoring of coal quality and unburned carbon in fly ash , 2012 .

[25]  Jidong Lu,et al.  Time-resolved LIBS of atomic and molecular carbon from coal in air, argon and helium , 2012 .

[26]  Weidou Ni,et al.  Major elements analysis in bituminous coals under different ambient gases by laser-induced breakdown spectroscopy with PLS modeling , 2012 .

[27]  K. M. Abedin,et al.  Detection of multiple elements in coal samples from Bangladesh by laser-induced breakdown spectroscopy , 2011 .

[28]  Jidong Lu,et al.  Application of LIBS for direct determination of volatile matter content in coal , 2011 .

[29]  Jun Li,et al.  Extracting Coal Ash Content from Laser-Induced Breakdown Spectroscopy (LIBS) Spectra by Multivariate Analysis , 2011, Applied spectroscopy.

[30]  Jun Li,et al.  Experimental study on the characteristics of molecular emission spectroscopy for the analysis of solid materials containing C and N. , 2011, Optics express.

[31]  Xianglei Mao,et al.  Laser plasma spectrochemistry , 2011 .

[32]  Lei Zhang,et al.  Development of an Apparatus for On-Line Analysis of Unburned Carbon in Fly Ash Using Laser-Induced Breakdown Spectroscopy (LIBS) , 2011, Applied spectroscopy.

[33]  Vincent Detalle,et al.  Laser-induced breakdown spectroscopy for polymer identification , 2011, Analytical and bioanalytical chemistry.

[34]  A. Yáñez,et al.  Application of LIBS and TMA for the determination of combustion predictive indices of coals and coal blends , 2011 .

[35]  Weidou Ni,et al.  A PLS model based on dominant factor for coal analysis using laser-induced breakdown spectroscopy , 2011, Analytical and bioanalytical chemistry.

[36]  Manoj Khandelwal,et al.  Prediction of macerals contents of Indian coals from proximate and ultimate analyses using artificial neural networks , 2010 .

[37]  Jidong Lu,et al.  Effects of experimental parameters on elemental analysis of coal by laser-induced breakdown spectroscopy , 2009 .

[38]  Lei Zhang,et al.  Design of a Laser-Induced Breakdown Spectroscopy System for On-Line Quality Analysis of Pulverized Coal in Power Plants , 2009, Applied spectroscopy.

[39]  S. Chehreh Chelgani,et al.  Estimation of gross calorific value based on coal analysis using regression and artificial neural networks , 2009 .

[40]  Valeri I. Babushok,et al.  Kinetic modeling study of the laser-induced plasma plume of cyclotrimethylenetrinitramine (RDX) ☆ , 2007 .

[41]  Israel Schechter,et al.  Laser-induced breakdown spectroscopy (LIBS) : fundamentals and applications , 2006 .

[42]  Shen Kai,et al.  Analysis of Pulverized Coal by Laser-Induced Breakdown Spectroscopy , 2005 .

[43]  D. T. Liang,et al.  Case studies––Problem solving in fluidized bed waste fuel incineration , 2005 .

[44]  S. Acquaviva.  Simulation of emission molecular spectra by a semi-automatic programme package: the case of C2 and CN diatomic molecules emitting during laser ablation of a graphite target in nitrogen environment. , 2004, Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy.

[45]  J. Charbuciński,et al.  Application of spectrometric nuclear borehole logging for reserves estimation and mine planning at Callide coalfields open-cut mine , 2003 .

[46]  R. Noll,et al.  Laser-induced breakdown spectrometry — applications for production control and quality assurance in the steel industry , 2001 .

[47]  J. Heitz,et al.  Rapid in-situ analysis of liquid steel by laser-induced breakdown spectroscopy , 2001 .

[48]  David W. Hahn,et al.  On-line analysis of ambient air aerosols using laser-induced breakdown spectroscopy , 2001 .

[49]  K. R. Hencken,et al.  Implementation of laser-induced breakdown spectroscopy as a continuous emissions monitor for toxic metals , 2000 .

[50]  Bernhard Schölkopf,et al.  New Support Vector Algorithms , 2000, Neural Computation.

[51]  J. H. Muntz.  Plasma-Arc Studies for Alloy Analysis , 1967 .