Parametric FEM Analysis and Data-Driven Modeling for Predicting Nc* of Bored Piles in Undrained Soils
摘要
This study investigates the influence of pile length, pile diameter, and undrained cohesion of end-bearing soil on the bearing capacity factor Nc* for bored piles under undrained conditions. A validated finite element model was developed and employed in a comprehensive parametric study to assess the effects of the key variables on Nc*. The findings demonstrate that increasing pile diameter significantly reduces Nc*, attributed to diminished failure zone development and reduced shear strength mobilization beneath the pile tip. It has also been noted that the Nc* increases with higher undrained cohesion due to enhanced shear resistance efficiency beneath the pile tip, while longer pile lengths lead to a reduction in mobilized Nc*. The results also showed that the existing equations yield poor predictions of Nc* because these equations do not consider the influence of pile diameter or pile length. The obtained results are used to propose a novel and accurate equation to estimate Nc* utilizing an evolutionary polynomial regression algorithm. The equation incorporates all critical influencing factors, offering a reliable tool for accurate estimation of Nc*.