Acta Optica Sinica, Volume. 43, Issue 22, 2230001(2023)
Terahertz Coal Ash Prediction Method Based on Dual-Channel Convolutional Neural Network
[1] Chen F, Wang S Y, Yu H C et al. Technological innovation paths of coal industry for achieving carbon neutralization[J]. Journal of China Coal Society, 47, 1452-1461(2022).
[2] Zhang S Y, Xu Z H, Huang D D et al. Effect of sodium chloride vapor on sodium capture performance and sintering temperature of high sodium coal ash[J]. Journal of China Coal Society, 48, 452-459(2023).
[3] Howaniec N, Smoliński A. Influence of fuel blend ash components on steam co-gasification of coal and biomass-chemometric study[J]. Energy, 78, 814-825(2014).
[4] Chakravarty S, Mohanty A, Banerjee A et al. Composition, mineral matter characteristics and ash fusion behavior of some Indian coals[J]. Fuel, 150, 96-101(2015).
[5] Zhao Z H. Development and application of coal quality on-line detection technology based on no radioactive source[J]. Coal Technology, 37, 312-315(2018).
[6] Cheng D, Wen H, Teng Z S et al. Study on soft-sensing of coal ash content based on dual-energy γ-ray[J]. Chinese Journal of Scientific Instrument, 35, 2263-2270(2014).
[7] Liang J, Lu X X, Chang T Y et al. Deep learning aided quantitative analysis of anti-tuberculosis fixed-dose combinatorial formulation by terahertz spectroscopy[J]. Spectrochimica Acta Part A, 269, 120746(2022).
[8] Tanno T, Oohashi T, Katsumata I et al. Estimation of water content in coal using terahertz spectroscopy[J]. Fuel, 105, 769-770(2013).
[9] Wang X, Zhao D, Hu K X et al. Terahertz spectrum characteristics of bituminous coal[J]. Journal of China Coal Society, 43, 1146-1154(2018).
[10] Jia C Y, Chang T Y, Fan W et al. Attenuation characteristics of terahertz wave penetrating coals[J]. Journal of China Coal Society, 40, 298-302(2015).
[11] Zhan H L, Zhao K, Xiao L Z. Spectral characterization of the key parameters and elements in coal using terahertz spectroscopy[J]. Energy, 93, 1140-1145(2015).
[12] Yu J, Wang X, Ding E J et al. A novel method of on-line coal-rock interface characterization using THz-TDs[J]. IEEE Access, 9, 25898-25910(2021).
[13] Gao Y S, Zhang B Q, Lang L Y. Coal and gangue recognition technology and implementation based on deep learning[J]. Coal Science and Technology, 49, 202-208(2021).
[14] Ma K, Tang C H, Zhang W J et al. DC-CNN: dual-channel convolutional neural networks with attention-pooling for fake news detection[J]. Applied Intelligence, 53, 8354-8369(2023).
[16] Yang W Y, Xiong Y R, Xu Z Z et al. Piecewise preprocessing of near-infrared spectra for improving prediction ability of a PLS model[J]. Infrared Physics & Technology, 126, 104359(2022).
[17] Wang G F, Zhang Y X, Xu W L et al. Estimation of phytoplankton pigment concentration in the South China Sea from hyperspectral absorption data[J]. Acta Optica Sinica, 41, 0601002(2021).
[18] Mao S C, Zhou J P, Hao M et al. BP neural network to predict shelf life of channel catfish fillets based on near infrared transmittance (NIT) spectroscopy[J]. Food Packaging and Shelf Life, 35, 101025(2023).
[19] Adnan R M, Liang Z M, Heddam S et al. Least square support vector machine and multivariate adaptive regression splines for streamflow prediction in mountainous basin using hydro-meteorological data as inputs[J]. Journal of Hydrology, 586, 124371(2020).
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Jiaojiao Ren, Tiexin Jiao, Jian Gu, Qi Chen, Lijuan Li, Jiyang Zhang. Terahertz Coal Ash Prediction Method Based on Dual-Channel Convolutional Neural Network[J]. Acta Optica Sinica, 2023, 43(22): 2230001
Category: Spectroscopy
Received: Jun. 2, 2023
Accepted: Aug. 3, 2023
Published Online: Nov. 20, 2023
The Author Email: Ren Jiaojiao (zimengrenjiao@163.com)