The invention discloses an intelligent dynamic regulation and control method for compaction quality of a high-liquid-limit
fly ash roadbed, which comprises the following steps of: establishing a mapping relation among high-spectral characteristics of high-liquid-limit
fly ash, a specific surface area index, a total hydroxyl content and a
water content through a first neural
network model, and establishing an optimal
water content prediction model through a second neural
network model; the third to fifth neural network models construct the correlation of the compactness, the
dielectric constant, the rigidity and the
water content; two-stage water content regulation and control of a storage
yard and a paving layer are realized through
hyperspectral imaging of an
optical fiber probe and an unmanned aerial vehicle, and pre-humidification and secondary precise regulation and control are performed in combination with an intelligent spraying
system; in the compaction stage, data are collected in real time through a multi-frequency
ground penetrating radar and a
vibration sensor, compaction
degree distribution is inverted, layered evaluation is conducted, and rolling parameters are dynamically adjusted. According to the invention, a hyperspectral technology, multi-source sensing and
deep learning are fused,
intelligent management of compaction quality is realized, and construction uniformity and quality stability of the
fly ash roadbed are significantly improved.