In the process of fuel pyrolysis, direct pyrolysis using high-temperature gas is currently the most economical method. For larger fuel particles, shape exerts a significant influence on the rate of temperature increase and the completion time of decomposition. In this study, an experimental apparatus for single-particle pyrolysis was designed, and a back propagation (BP) neural network model was constructed. Based on experimental and prediction results, the influences of the sphericity, characteristic length, and windward area ratio of the particles on the intra-particle temperature during the pyrolysis process were analysed. The rates of temperature increase and weight loss of near-spherical particles were higher than those of nonspherical particles; the weight loss ratios (mass loss per unit time divided by initial mass) of the cylinder and the quadrangular prism were 54.62 % and 44.67 % of those of the sphere. Additionally, the windward area ratio had the greatest impact on the intra-particle temperature and weight loss ratio.
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