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There is a large amount of this waste that is currently not treated and ends up in landfills aggravating the global problem of marine and land pollution. A pyrolysis process was performed on this plastic waste to obtain a liquid fuel. For this, an experimental design was carried out, varying the operating conditions. The physical and chemical characteristics of the fuel, such as liquid fraction yield and higher calorific value, were determined and a statistical analysis has been carried out using polynomial and neural fuzzy models. In all the adjustments an r(2) greater than 0.95 was obtained and the neural fuzzy model fit the experimental data better than the polynomial model. 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