4.7 Article

Non-isothermal pyrolysis of xylan, cellulose and lignin: A hybrid simulated annealing algorithm and pattern search method to regulate distributed activation energies

Journal

INDUSTRIAL CROPS AND PRODUCTS
Volume 187, Issue -, Pages -

Publisher

ELSEVIER
DOI: 10.1016/j.indcrop.2022.115501

Keywords

Biomass pyrolysis; Reaction order; Distributed activation energy model; Pattern search method; Simulated annealing algorithm; Hybrid optimization

Funding

  1. Guangdong Provincial Key Laboratory of Distributed Energy Systems [2020B1212060075]
  2. Sino-German Center for Research Promotion [M-0183]

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Biomass pyrolysis is an important method for converting biomass into fuels and chemicals for sustainability and carbon neutralization. This study proposed a hybrid optimization method to accurately determine the parameters of the distributed activation energy model and successfully reproduced experimental data.
Biomass transformation into fuels, platform chemicals and materials contributes to developing sustainability and carbon neutralization. Pyrolysis is one of the most important approaches to valorize biomass. The distributed activation energy model (DAEM) is a comprehensive kinetic model for describing biomass pyrolysis kinetics. The estimation of the DAEM parameters is difficult because of the complex structure of the DAEM equation. This work formulated the numerical calculation approach of the DAEM and proposed a hybrid simulated annealing (SA) algorithm and pattern search (PS) method for optimizing the DAEM parameters. The DAEM kinetic parameters were evaluated by simultaneously fitting the experimental kinetic data of cellulose, xylan and lignin pyrolysis at various heating rates with the DAEM using the proposed hybrid optimization method. The results showed that the proposed hybrid optimization method could effectively and accurately determine the DAEM parameters and the DAEM with the optimal parameters could reproduce the experimental kinetic data of xylan, cellulose and lignin pyrolysis very well. The distributed activation energies of xylan, cellulose and lignin predicted by hybrid optimization were centered at 162.8, 222.8 and 236.7 kJ mol(-1), respectively, with standard deviations of 4.6, 0.8 and 25.9 kJ mol(-1), respectively. The reaction orders of xylan, cellulose and lignin pyrolysis are 1.7, 1.1, and 2.5, respectively.

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