Journal of Atmospheric and Environmental Optics, Volume. 19, Issue 1, 73(2024)
Research on CNN-GRU industrial wastewater classification model based on UV-Vis spectroscopy
[1] Koppanen M, Kesti T, Kokko M et al. An online flow-imaging particle counter and conventional water quality sensors detect drinking water contamination in the presence of normal water quality fluctuations[J]. Water Research, 213, 118149-118161(2022).
[2] Sun Y, Chen Z, Wu G X et al. Characteristics of water quality of municipal wastewater treatment plants in China: Implications for resources utilization and management[J]. Journal of Cleaner Production, 131, 1-9(2016).
[3] Hu H Z, Sun S L[M]. China Statistical Yearbook on Environment, 20-23(2021).
[4] Tang B, Wei B, Wu D C et al. Experimental research of turbidity influence on water quality monitoring of COD in UV-visible spectroscopy[J]. Spectroscopy and Spectral Analysis, 34, 3020-3024(2014).
[5] Nezamzadeh-Ejhieh A, Shirzadi A. Enhancement of the photocatalytic activity of ferrous oxide by doping onto the nano-clinoptilolite particles towards photodegradation of tetracycline[J]. Chemosphere, 107, 136-144(2014).
[6] Li J W, Tong Y F, Guan L et al. A turbidity compensation method for COD measurements by UV-vis spectroscopy[J]. Optik, 186, 129-136(2019).
[7] Li J W, Pan S S, Bian J et al. An improved-bagging model for water chemical oxygen demand measurements using UV-vis spectroscopy[J]. IEEE Access, 9, 161834-161845(2021).
[8] Chen X W, Yin G F, Zhao N J et al. Simultaneous determination of nitrate, chemical oxygen demand and turbidity in water based on UV-Vis absorption spectrometry combined with interval analysis[J]. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 244, 118827-118833(2021).
[9] Qin L, Zhang C T, Guo Y et al. Research on visible light indoor location algorithm based on Elman neural network[J]. Acta Optica Sinica, 42, 16-23(2022).
[10] Cai J N, Meng L, Liu H L et al. Estimating chemical oxygen demand in estuarine urban rivers using unmanned aerial vehicle hyperspectral images[J]. Ecological Indicators, 139, 108936(2022).
[11] Jia W S, Zhang H Z, Ma J et al. Study on the predication modeling of COD for water based on UV-VIS spectroscopy and CNN algorithm of deep learning[J]. Spectroscopy and Spectral Analysis, 40, 2981-2988(2020).
[12] Zhao M F, Tang P, Tang B et al. Application of principal component analysis combined fisher discrimination in water quality detection by UV-vis spectroscopy[J]. Journal of Atmospheric and Environmental Optics, 13, 436-446(2018).
[15] Hochreiter S, Schmidhuber J. Long short-term memory[J]. Neural Computation, 9, 1735-1780(1997).
[16] Cho K, van Merriënboer B, Gulcehre C et al. Learning phrase representations using RNN encoder-decoder for statistical machine translation[C], 1724-1734(2014).
[17] Miao S, Zhou C L, AlQahtani S A et al. Applying machine learning in intelligent sewage treatment: A case study of chemical plant in sustainable cities[J]. Sustainable Cities and Society, 72, 103009-103017(2021).
[18] Zhou F Y, Jin L P, Dong J. Review of convolutional neural network[J]. Chinese Journal of Computers, 40, 1229-1251(2017).
[19] Jiang Y Q, Li C L, Sun L et al. A deep learning algorithm for multi-source data fusion to predict water quality of urban sewer networks[J]. Journal of Cleaner Production, 318, 128533-128543(2021).
[20] Hu C S, Cheng F J, Ma L et al. State of charge estimation for lithium-ion batteries based on TCN-LSTM neural networks[J]. Journal of the Electrochemical Society, 169, 030544(2022).
[21] Sagheer A, Kotb M. Time series forecasting of petroleum production using deep LSTM recurrent networks[J]. Neurocomputing, 323, 203-213(2019).
[22] Ma Y, Li H G. A GRU network-based approach for steam drum water level predictions[J]. Journal of Chemical Engineering of Japan, 53, 198-205(2020).
[23] Jourabloo A, Liu X M. Pose-invariant face alignment via CNN-based dense 3D model fitting[J]. International Journal of Computer Vision, 124, 187-203(2017).
[24] Kortli Y, Gabsi S, Voon L F C L Y et al. Deep embedded hybrid CNN-LSTM network for lane detection on NVIDIA Jetson Xavier NX[J]. Knowledge-Based Systems, 240, 107941(2022).
[25] Vidal A, Kristjanpoller W. Gold volatility prediction using a CNN-LSTM approach[J]. Expert Systems with Applications, 157, 113481-113490(2020).
[26] Wang Z F, Man Y, Hu Y S et al. A deep learning based dynamic COD prediction model for urban sewage[J]. Environmental Science: Water Research & Technology, 5, 2210-2218(2019).
[27] Zhou X H, Wang J P, Cao X K et al. Simulation of future dissolved oxygen distribution in pond culture based on sliding window-temporal convolutional network and trend surface analysis[J]. Aquacultural Engineering, 95, 102200(2021).
Get Citation
Copy Citation Text
Junfeng MIAO, Bin TANG, Qing CHEN, Zourong LONG, Binqiang YE, Yan ZHOU, Jinfu ZHANG, Mingfu ZHAO, Mi ZHOU. Research on CNN-GRU industrial wastewater classification model based on UV-Vis spectroscopy[J]. Journal of Atmospheric and Environmental Optics, 2024, 19(1): 73
Category:
Received: Jun. 22, 2022
Accepted: --
Published Online: Mar. 19, 2024
The Author Email: Bin TANG (tangbin@cqut.edu.cn), Mi ZHOU (lilyzm@cqut.edu.cn)