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Performance evaluation of circulating fluidized bed incineration of municipal solid waste by multivariate outlier detection in China

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Abstract

This first nationwide survey was conducted to evaluate the overall performance of the circulating fluidized bed (CFB) incineration of municipal solid waste (MSW) in 2014-2015 in China. Total 23 CFB incineration power plants were evaluated. The data for monthly average flue gas emission of particles, CO, NO x , SO2 and HCl were collected over 12 consecutive months. The data were analyzed to assess the overall performance of CFB incineration by applying the Mahalanobis distance as a multivariate outlier detection method. Although the flue gas emission parameters had met the Chinese national emission standards, there were 11 total outliers (abnormal behavior) detected in 6 out of 23 CFB incineration power plants from the perspective of the MSWincineration performance. The results demonstrate that it is more important for a better performance of CFBs to reduce the frequencies of the MSW load changes, rather than the magnitudes of the MSW load changes, particularly reducing the frequencies in the range of 10% and more of the load changes, under the same and stable conditions. Furthermore, the overloading occurs more often than the underloading during the operation of the CFB incineration power plants in China. The frequent overloading is 0% to 30% of the designed capacity. To achieve the stable performance of CFBs in practice, an appropriately designed MSW storage capacity is suggested to build in a plant to buffer and reduce the frequency of the load changes.

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References

  1. Ministry of Housing and Urban-rural Development of China. China Urban Construction Statistical Yearbook 2014. Beijing: China Statistics Press, 2015

    Google Scholar 

  2. Rink K K, Kozinski J A, Lighty J S, Lu Q. Design and construction of a circulating fluidized bed combustion facility for use in studying the thermal remediation of wastes. Review of Scientific Instruments, 1994, 65(8): 2704–2713

    Article  CAS  Google Scholar 

  3. Van Caneghem J, Brems A, Lievens P, Block C, Billen P, Vermeulen I, Dewil R, Baeyens J, Vandecasteele C. Fluidized bed waste incinerators: Design, operational and environmental issues. Progress in Energy and Combustion Science, 2012, 38(4): 551–582

    Article  Google Scholar 

  4. Wen W, Wei D S, Zhuang Y M. Investigation on gasificiation of municipal waste garbage. Gas & Heating, 1992, 12(4): 4–10 (in Chinese)

    Google Scholar 

  5. Wang B Y, Sheng H Z, Qi L Q, Tian W D. Rotating fluidized bed combustor for municipal solid waste and numerical analysis on cold flow field. Mechanics and Practice, 1994, 16(4): 40–43 (in Chinese)

    Google Scholar 

  6. Cen K F, Li X D, Li Y X, Yan J H, Shen Y L, Liang S R, Ni M J. Experimental study of a finned tubes impact gas-solid separator for CFB boilers. Chemical Engineering Journal, 1997, 66(3): 159–169

    Article  CAS  Google Scholar 

  7. National People’s Congress of China (NPC). NPC Standing Committee Inspecting Enforcement Report on the Law of Environmental Pollution Prevention Caused by Solid Waste. 2003. Available online at http://www.npc.gov.cn/wxzl/gongbao/2003-08/ 12/content_5318892.htm-2016.05.10 (accessed May 4, 2016)

    Google Scholar 

  8. Lang G, Xu Y. Anti-incinerator campaigns and the evolution of protest politics in China. Environmental Politics, 2013, 22(5): 832–848

    Article  Google Scholar 

  9. Johnson T. The health factor in anti-waste incinerator campaigns in Beijing and Guangzhou. The China Quarterly, 2013, 214: 356–375

    Article  Google Scholar 

  10. Sun Y. Facilitating generation of local knowledge using a collaborative initiator: a NIMBY case in Guangzhou, China. Habitat International, 2015, 46: 130–137

    Article  CAS  Google Scholar 

  11. Tian W D, Wei X L, Li J, Sheng H Z. Internal circulating fluidized bed incineration system and design algorithm. Journal of Environmental Sciences, 2001, 13(2): 185–188

    CAS  Google Scholar 

  12. Dong C Q, Jin B S, Zhong Z P, Lan J X. Tests on co-firing of municipal solid waste and coal in a circulating fluidized bed. Energy Conversion and Management, 2002, 43(16): 2189–2199

    Article  CAS  Google Scholar 

  13. Jones F, Niklasson F, Lindberg D, Hupa M. Effects of reduced bed temperature in laboratory-and full-scale fluidized-bed foilers: particle, deposit, and ash chemistry. Energy & Fuels, 2013, 27(8): 4999–5007

    Article  CAS  Google Scholar 

  14. Lu L, Ismail T M, Jin Y Q, Abd El-Salam M, Yoshikawa K. Numerical and experimental investigation on co-combustion characteristics of hydrothermally treated municipal solid waste with coal in a fluidized bed. Fuel Processing Technology, 2016, 154: 52–65

    Article  CAS  Google Scholar 

  15. Deng W, Yan J, Li X, Wang F, Chi Y, Lu S. Emission characteristics of dioxins, furans and polycyclic aromatic hydrocarbons during fluidized-bed combustion of sewage sludge. Journal of Environmental Sciences, 2009, 21(12): 1747–1752

    Article  CAS  Google Scholar 

  16. Zhang Y G, Li Q H, Meng A H, Chen C H. Carbon monoxide formation and emissions during waste incineration in a gratecirculating fluidized bed incinerator. Waste Management & Research, 2011, 29(3): 294–308

    Article  Google Scholar 

  17. Zhang L, Su X W, Zhang Z X, Liu S M, Xiao Y X, Sun M M, Su J X. Characterization of fly ash from a circulating fluidized bed incinerator of municipal solid waste. Environmental Science and Pollution Research International, 2014, 21(22): 12767–12779

    Article  CAS  Google Scholar 

  18. Soria J, Gauthier D, Flamant G, Rodriguez R, Mazza G. Coupling scales for modelling heavy metal vaporization from municipal solid waste incineration in a fluid bed by CFD. Waste Management, 2015, 43: 176–187

    Article  CAS  Google Scholar 

  19. Li Y J, Wang H H, Jiang L, Zhang W, Li R D, Chi Y. HCl and PCDD/Fs emission characteristics from incineration of sourceclassified combustible solid waste in fluidized bed. RSC Advances, 2015, 5(83): 67866–67873

    Article  CAS  Google Scholar 

  20. Su X W, Zhang L, Xiao Y X, Sun M M, Gao X, Su J X. Evaluation of a flue gas cleaning system of a circulating fluidized bed incineration power plant by the analysis of pollutant emissions. Powder Technology, 2015, 286: 9–15

    Article  CAS  Google Scholar 

  21. Qiu Q L, Jiang X G, Lv G J, Lu S Y, Ni M J. Stabilization of heavy metals in municipal solid waste incineration fly ash in circulating fluidized bed by microwave-assisted hydrothermal treatment with additives. Energy & Fuels, 2016, 3(9): 7588–7595

    Article  Google Scholar 

  22. Shao Y, Hou H B, Wang G X, Wan S, Zhou M. Characteristics of the stabilized/solidified municipal solid wastes incineration fly ash and the leaching behavior of Cr and Pb. Frontiers of Environmental Science & Engineering, 2016, 10(1): 192–200

    Article  CAS  Google Scholar 

  23. Phoungthong K, Xia Y, Zhang H, Shao L M, He P J. Leaching toxicity characteristics of municipal solid waste incineration bottom ash. Frontiers of Environmental Science & Engineering, 2016, 10 (2): 399–411

    Article  CAS  Google Scholar 

  24. Wu B R, Wang D Y, Chai X L, Takahashi F, Shimaoka T. Characterization of chlorine and heavy metals for the potential recycling of bottom ash from municipal solid waste incinerators as cement additives. Frontiers of Environmental Science & Engineering, 2016, 10(4): 8

    Article  Google Scholar 

  25. Han Y, Xie H T, Liu W B, Li H F, Wang M J, Chen X B, Liao X, Yan N. Assessment of pollution of potentially harmful elements in soils surrounding a municipal solid waste incinerator, China. Frontiers of Environmental Science & Engineering, 2016, 10(6): 7

    Article  Google Scholar 

  26. Nixon J D, Dey P K, Ghosh S K, Davies P A. Evaluation of options for energy recovery from municipal solid waste in India using the hierarchical analytical network process. Energy, 2013, 59: 215–223

    Article  Google Scholar 

  27. Zhang L X, Li P W, Mao J, Ma F, Ding X X, Zhang Q. An enhanced Monte Carlo outlier detection method. Journal of Computational Chemistry, 2015, 36(25): 1902–1906

    Article  CAS  Google Scholar 

  28. Ngan H Y T, Yung N H C, Yeh A G O. Outlier detection in traffic data based on the Dirichlet process mixture model. IET Intelligent Transport Systems, 2015, 9(7): 773–781

    Article  Google Scholar 

  29. Ben-Gal I. Outlier detection. In: Maimon O, Rockach L, eds. Data mining and knowledge discovery handbook: a complete guide for practitioners and researchers. Kluwer Academic Publishers, 2005, 1–16

    Google Scholar 

  30. Torres J M, Garcia Nieto P J, Alejano L, Reyes A N. Detection of outliers in gas emissions from urban areas using functional data analysis. Journal of Hazardous Materials, 2011, 186(1): 144–149

    Article  CAS  Google Scholar 

  31. Martínez J, Saavedra A, Garcia-Nieto P J, Pineiro J I, Iglesias C, Taboada J, Sancho J, Pastor J. Air quality parameters outliers detection using functional data analysis in the Langreo urban area (Northern Spain). Applied Mathematics and Computation, 2014, 241: 1–10

    Article  Google Scholar 

  32. Lehmann R. A new approach for assessing the state of environment using isometric log-ratio transformation and outlier detection for computation of mean PCDD/F patterns in biota. Environmental Monitoring and Assessment, 2015, 187(1): 4149

    Article  Google Scholar 

  33. R Core Team. R: A language and environment for statistical computing R-3.2.4. 2016. Available online at https://cran.r-project.org/bin/windows/base/old/3.2.4/ (accessed April 2, 2016)

    Google Scholar 

  34. Desroches-Ducarne E, Marty E, Martin G, Delfosse L. Cocombustion of coal and municipal solid waste in a circulating fluidized bed. Fuel, 1998, 77(12): 1311–1315

    Article  CAS  Google Scholar 

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Acknowledgements

The authors thank the Chinese colleagues, members of China Association of Urban Environmental Sanitation (CAUES), and Tian Yu to offer the data and assistance for this study.

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Authors and Affiliations

  1. Department of Civil and Environmental Engineering, Southern Methodist University, PO Box 750340, Dallas, TX, 75205, USA

    Hua Tao & Wenjie Sun

  2. China Association of Urban Environmental Sanitation, Beijing, 100044, China

    Hua Tao

  3. College of Environmental Science and Engineering, Tongji University, Shanghai, 200092, China

    Pinjing He

  4. Shanghai Institute for Design & Research on Environmental Engineering, Shanghai, 200232, China

    Yi Zhang

Authors
  1. Hua Tao
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  2. Pinjing He
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  3. Yi Zhang
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  4. Wenjie Sun
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Correspondence to Wenjie Sun.

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Tao, H., He, P., Zhang, Y. et al. Performance evaluation of circulating fluidized bed incineration of municipal solid waste by multivariate outlier detection in China. Front. Environ. Sci. Eng. 11, 4 (2017). https://doi.org/10.1007/s11783-017-0945-3

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  • DOI: https://doi.org/10.1007/s11783-017-0945-3

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