TY - GEN A1 - Barthel, Mareike A1 - Süß, Franz A1 - Dendorfer, Sebastian T1 - Predicting intra-abdominal pressure during walking and running T2 - ISB 2025 - The XXX Congress of the International Society of Biomechanics, 27-31. July 2025, Stockholm N2 - Intra-abdominal pressure (IAP) is an important physiological parameter, which is difficult to measure during physical activity. In this study, motion capture, musculoskeletal modeling and a transformer encoder model are used to predict IAP during walking and running. The model showed promising results with an overall mean percentage error of 13.5% and a Pearson correlation coefficient of 0.85. Minor challenges included the lower accuracy for fast walking and running and the limited amount of data. All in all, the prediction of IAP was successful, which opens up prospects for further applications. KW - Intra-abdominal pressure; machine learning; motion capture; musculoskeletal modeling; transformer encoder Y1 - 2025 ER -