IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v184y2022icp1-14.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148121016311
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.renene.2021.11.049?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    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. 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.
    3. 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.
    4. 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.
    5. 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).
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Alsulami, Radi A. & El-Sayed, Saad A. & Eltaher, Mohamed A. & Mohammad, Akram & Almitani, Khalid H. & Mostafa, Mohamed E., 2023. "Pyrolysis kinetics and thermal degradation characteristics of coffee, date seed, and prickly pear wastes and their blends," Renewable Energy, Elsevier, vol. 216(C).
    2. Tariq, Rumaisa & Mohd Zaifullizan, Yasmin & Salema, Arshad Adam & Abdulatif, Atiqah & Ken, Loke Shun, 2022. "Co-pyrolysis and co-combustion of orange peel and biomass blends: Kinetics, thermodynamic, and ANN application," Renewable Energy, Elsevier, vol. 198(C), pages 399-414.
    3. Sun, Ce & Tan, Haiyan & Zhang, Yanhua, 2023. "Simulating the pyrolysis interactions among hemicellulose, cellulose and lignin in wood waste under real conditions to find the proper way to prepare bio-oil," Renewable Energy, Elsevier, vol. 205(C), pages 851-863.
    4. Mo, Wenyu & Xiong, Zhe & Leong, Huiyi & Gong, Xi & Jiang, Long & Xu, Jun & Su, Sheng & Hu, Song & Wang, Yi & Xiang, Jun, 2022. "Processes simulation and environmental evaluation of biofuel production via Co-pyrolysis of tropical agricultural waste," Energy, Elsevier, vol. 242(C).
    5. Shahbeik, Hossein & Rafiee, Shahin & Shafizadeh, Alireza & Jeddi, Dorsa & Jafary, Tahereh & Lam, Su Shiung & Pan, Junting & Tabatabaei, Meisam & Aghbashlo, Mortaza, 2022. "Characterizing sludge pyrolysis by machine learning: Towards sustainable bioenergy production from wastes," Renewable Energy, Elsevier, vol. 199(C), pages 1078-1092.
    6. Luo, Juan & Ma, Rui & Lin, Junhao & Sun, Shichang & Gong, Guojin & Sun, Jiaman & Chen, Yi & Ma, Ning, 2023. "Review of microwave pyrolysis of sludge to produce high quality biogas: Multi-perspectives process optimization and critical issues proposal," Renewable and Sustainable Energy Reviews, Elsevier, vol. 173(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kumar, Aman & Singh, Ekta & Mishra, Rahul & Lo, Shang Lien & Kumar, Sunil, 2023. "Global trends in municipal solid waste treatment technologies through the lens of sustainable energy development opportunity," Energy, Elsevier, vol. 275(C).
    2. Wen, Shaoting & Yan, Youping & Liu, Jingyong & Buyukada, Musa & Evrendilek, Fatih, 2019. "Pyrolysis performance, kinetic, thermodynamic, product and joint optimization analyses of incense sticks in N2 and CO2 atmospheres," Renewable Energy, Elsevier, vol. 141(C), pages 814-827.
    3. Jiang, Chunlong & Zhou, Wenliang & Bi, Haobo & Ni, Zhanshi & Sun, Hao & Lin, Qizhao, 2022. "Co-pyrolysis of coal slime and cattle manure by TG–FTIR–MS and artificial neural network modeling: Pyrolysis behavior, kinetics, gas emission characteristics," Energy, Elsevier, vol. 247(C).
    4. Jiang, Yuan & Zong, Peijie & Tian, Bin & Ming, Xue & Xu, Fanfan & Tian, Yuanyu & Qiao, Yingyun & Li, Dawei & Song, Qingshuo & Yu, Qiankun, 2021. "Pyrolysis of coal group component. Part Ⅰ. Emission characteristics and product distribution of saturate component," Energy, Elsevier, vol. 216(C).
    5. 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.
    6. Kumar, Akash & Yan, Beibei & Tao, Junyu & Li, Jian & Kumari, Lata & Oba, Belay Tafa & Aborisade, Moses Akintayo & Chen, Guanyi, 2022. "Influence of waste plastic on pyrolysis of low-lipid microalgae: A study on thermokinetics, behaviors, evolved gas characteristics, and products distribution," Renewable Energy, Elsevier, vol. 185(C), pages 416-430.
    7. Wen, Shaoting & Buyukada, Musa & Evrendilek, Fatih & Liu, Jingyong, 2020. "Uncertainty and sensitivity analyses of co-combustion/pyrolysis of textile dyeing sludge and incense sticks: Regression and machine-learning models," Renewable Energy, Elsevier, vol. 151(C), pages 463-474.
    8. Shahbeig, Hossein & Nosrati, Mohsen, 2020. "Pyrolysis of municipal sewage sludge for bioenergy production: Thermo-kinetic studies, evolved gas analysis, and techno-socio-economic assessment," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    9. Alam, Mahboob & Bhavanam, Anjireddy & Jana, Ashirbad & Viroja, Jaimin kumar S. & Peela, Nageswara Rao, 2020. "Co-pyrolysis of bamboo sawdust and plastic: Synergistic effects and kinetics," Renewable Energy, Elsevier, vol. 149(C), pages 1133-1145.
    10. Nawaz, Ahmad & Kumar, Pradeep, 2022. "Elucidating the bioenergy potential of raw, hydrothermally carbonized and torrefied waste Arundo donax biomass in terms of physicochemical characterization, kinetic and thermodynamic parameters," Renewable Energy, Elsevier, vol. 187(C), pages 844-856.
    11. Bi, Haobo & Wang, Chengxin & Lin, Qizhao & Jiang, Xuedan & Jiang, Chunlong & Bao, Lin, 2020. "Combustion behavior, kinetics, gas emission characteristics and artificial neural network modeling of coal gangue and biomass via TG-FTIR," Energy, Elsevier, vol. 213(C).
    12. Fang, Shiwen & Deng, Zhengbing & Lin, Yan & Huang, Zhen & Ding, Lixing & Deng, Lisheng & Huang, Hongyu, 2021. "Nitrogen migration in sewage sludge chemical looping gasification using copper slag modified by NiO as an oxygen carrier," Energy, Elsevier, vol. 228(C).
    13. Farhad Beik & Leon Williams & Tim Brown & Stuart T. Wagland, 2021. "Managing Non-Sewered Human Waste Using Thermochemical Waste Treatment Technologies: A Review," Energies, MDPI, vol. 14(22), pages 1-22, November.
    14. Wen, Yuming & Zaini, Ilman Nuran & Wang, Shule & Mu, Wangzhong & Jönsson, Pär Göran & Yang, Weihong, 2021. "Synergistic effect of the co-pyrolysis of cardboard and polyethylene: A kinetic and thermodynamic study," Energy, Elsevier, vol. 229(C).
    15. Chang, Mengzhao & Park, Suhan, 2023. "Predictions and analysis of flash boiling spray characteristics of gasoline direct injection injectors based on optimized machine learning algorithm," Energy, Elsevier, vol. 262(PA).
    16. Chen, Jianbiao & Gao, Shuaifei & Xu, Fang & Xu, Wenhao & Yang, Yuanjiang & Kong, Depeng & Wang, Yinfeng & Yao, Huicong & Chen, Haijun & Zhu, Yuezhao & Mu, Lin, 2022. "Influence of moisture and feedstock form on the pyrolysis behaviors, pyrolytic gas production, and residues micro-structure evolutions of an industrial sludge from a steel production enterprise," Energy, Elsevier, vol. 248(C).
    17. Syed-Hassan, Syed Shatir A. & Wang, Yi & Hu, Song & Su, Sheng & Xiang, Jun, 2017. "Thermochemical processing of sewage sludge to energy and fuel: Fundamentals, challenges and considerations," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 888-913.
    18. Sharma, Ajay & Aravind Kumar, A. & Mohanty, Bikash & Sawarkar, Ashish N., 2023. "Critical insights into pyrolysis and co-pyrolysis of poplar and eucalyptus wood sawdust: Physico-chemical characterization, kinetic triplets, reaction mechanism, and thermodynamic analysis," Renewable Energy, Elsevier, vol. 210(C), pages 321-334.
    19. Wei, Yi & Lu, Licong & Zhang, Xudong & Ji, Jianbing, 2022. "Hydrogen produced at low temperatures by electrochemically assisted pyrolysis of cellulose in molten carbonate," Energy, Elsevier, vol. 254(PC).
    20. Chen, Xinyang & Cai, Di & Yang, Yumiao & Sun, Yuhang & Wang, Binhui & Yao, Zhitong & Jin, Meiqing & Liu, Jie & Reinmöller, Markus & Badshah, Syed Lal & Magdziarz, Aneta, 2023. "Pyrolysis kinetics of bio-based polyurethane: Evaluating the kinetic parameters, thermodynamic parameters, and complementary product gas analysis using TG/FTIR and TG/GC-MS," Renewable Energy, Elsevier, vol. 205(C), pages 490-498.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:renene:v:184:y:2022:i:c:p:1-14. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.