This invention discloses a construction control method for large-
diameter bored piles in hillside soil-rock mixture strata, including the construction of a
data monitoring module, the deployment of an initial parameter module, the deployment of a real-
time control module, preliminary control of the construction process,
dynamic prediction of the construction process,
dynamic control of the construction process, and continuous model optimization. The method involves real-time acquisition of drilling parameters, mud properties, vibration signals, and
slurry return parameters; deployment of an initial parameter module to generate initial construction parameters based on geological feature vectors; deployment of a real-
time control module employing a two-stage
hybrid intelligent
model architecture to sequentially perform real-
time condition diagnosis and intelligent
parameter control; implementation of a construction process encompassing preliminary control,
dynamic prediction, and
dynamic control; and finally,
system self-learning through continuous model optimization. This method transforms the construction process from static experience-based dependence to dynamic
intelligent control, effectively preventing problems such as borehole collapse and deviation, and significantly improving borehole quality, construction efficiency, and safety.