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Experimental study of the co-pyrolysis of sewage sludge and wet waste via TG-FTIR-GC and artificial neural network model: Synergistic effect, pyrolysis kinetics and gas products

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  • Sun, Hao
  • Bi, Haobo
  • Jiang, Chunlong
  • Ni, Zhanshi
  • Tian, Junjian
  • Zhou, Wenliang
  • Qiu, Zhicong
  • Lin, Qizhao

Abstract

This study investigated the co-pyrolysis characteristics and kinetics of sewage sludge (SS) and wet waste (WW) using thermogravimetric-Fourier transform infrared spectrometry-gas chromatography/mass spectrometry (TG-FTIR-GC/MS) and artificial neural network (ANN). The proportion of WW is 0, 10, 30, 50, 70, and 100%, respectively. These mixtures were heated from 30 to 900 °C at three heating rates (10, 20, and 40 °C/min). The change of gas functional groups with different blends (-OH, –CH, CO2, CC, phenol, CO, and NH3) was detected by FTIR. S3W7 has a synergistic effect on the pyrolysis in all temperature ranges and can also greatly suppress CO2 emission (−35.25%), which is of practical significance to carbon neutrality. S3W7 was recommended as the best ratio. The gas products of S3W7 were obtained by GC/MS, which were mainly nitrides (C5H5N, C4H11N, etc.), hydrocarbons containing CO (C3H6O2, C7H8O2, etc.), and furans (C5H6O2, C6H8O, etc.). The apparent activation energy (E) was measured using Flynne-Walle-Ozawa (FWO) and Kissinger-Akahira-Sunose (KAS) methods. Machine learning methods were used to analyze the pyrolysis. ANN19 was found the best prediction model of 21 models. The equation to predict TG data was established.

Suggested Citation

  • Sun, Hao & Bi, Haobo & Jiang, Chunlong & Ni, Zhanshi & Tian, Junjian & Zhou, Wenliang & Qiu, Zhicong & Lin, Qizhao, 2022. "Experimental study of the co-pyrolysis of sewage sludge and wet waste via TG-FTIR-GC and artificial neural network model: Synergistic effect, pyrolysis kinetics and gas products," Renewable Energy, Elsevier, vol. 184(C), pages 1-14.
  • Handle: RePEc:eee:renene:v:184:y:2022:i:c:p:1-14
    DOI: 10.1016/j.renene.2021.11.049
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    1. Tokmurzin, Diyar & Kuspangaliyeva, Botagoz & Aimbetov, Berik & Abylkhani, Bexultan & Inglezakis, Vassilis & Anthony, Edward J. & Sarbassov, Yerbol, 2020. "Characterization of solid char produced from pyrolysis of the organic fraction of municipal solid waste, high volatile coal and their blends," Energy, Elsevier, vol. 191(C).
    2. Xie, Candie & Liu, Jingyong & Zhang, Xiaochun & Xie, Wuming & Sun, Jian & Chang, Kenlin & Kuo, Jiahong & Xie, Wenhao & Liu, Chao & Sun, Shuiyu & Buyukada, Musa & Evrendilek, Fatih, 2018. "Co-combustion thermal conversion characteristics of textile dyeing sludge and pomelo peel using TGA and artificial neural networks," Applied Energy, Elsevier, vol. 212(C), pages 786-795.
    3. Tian, Linghui & Shen, Boxiong & Xu, Huan & Li, Fukuan & Wang, Yinyin & Singh, Surjit, 2016. "Thermal behavior of waste tea pyrolysis by TG-FTIR analysis," Energy, Elsevier, vol. 103(C), pages 533-542.
    4. Wang, Chengxin & Bi, Haobo & Lin, Qizhao & Jiang, Xuedan & Jiang, Chunlong, 2020. "Co-pyrolysis of sewage sludge and rice husk by TG–FTIR–MS: Pyrolysis behavior, kinetics, and condensable/non-condensable gases characteristics," Renewable Energy, Elsevier, vol. 160(C), pages 1048-1066.
    5. Fang, Shiwen & Yu, Zhaosheng & Ma, Xiaoqian & Lin, Yan & Chen, Lin & Liao, Yanfen, 2018. "Analysis of catalytic pyrolysis of municipal solid waste and paper sludge using TG-FTIR, Py-GC/MS and DAEM (distributed activation energy model)," Energy, Elsevier, vol. 143(C), pages 517-532.
    6. Adar, Elanur & Karatop, Buket & İnce, Mahir & Bilgili, Mehmet Sinan, 2016. "Comparison of methods for sustainable energy management with sewage sludge in Turkey based on SWOT-FAHP analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 429-440.
    7. Tian, Junjian & Liu, Yu & Bi, Haobo & Li, Fengyu & Bao, Lin & Han, Kai & Zhou, Wenliang & Ni, Zhanshi & Lin, Qizhao, 2022. "Experimental study on the spray characteristics of octanol diesel and prediction of spray tip penetration by ANN model," Energy, Elsevier, vol. 239(PA).
    8. Naqvi, Salman Raza & Tariq, Rumaisa & Hameed, Zeeshan & Ali, Imtiaz & Naqvi, Muhammad & Chen, Wei-Hsin & Ceylan, Selim & Rashid, Harith & Ahmad, Junaid & Taqvi, Syed A. & Shahbaz, Muhammad, 2019. "Pyrolysis of high ash sewage sludge: Kinetics and thermodynamic analysis using Coats-Redfern method," Renewable Energy, Elsevier, vol. 131(C), pages 854-860.
    9. Chen, Zhiyun & Chen, Huashan & Wu, Xieyuan & Zhang, Junhui & Evrendilek, Deniz Eren & Liu, Jingyong & Liang, Guanjie & Li, Weixin, 2021. "Temperature- and heating rate-dependent pyrolysis mechanisms and emissions of Chinese medicine residues and numerical reconstruction and optimization of their non-linear dynamics," Renewable Energy, Elsevier, vol. 164(C), pages 1408-1423.
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