In this study. an artificial neural network (ANN) is developed to predict the performance of a spark-ignition engine using waste pomegranate ethanol blends. A series of experiments on a single-cylinder. four-stroke spark-ignition engine yielded the data needed for neural network training and validation. https://foldlyers.shop/product-category/10m-coaxial/