The invention provides an anchorage open
caisson construction autonomous regulation and
control system and method based on multi-
modal space-time monitoring, and relates to the technical field of bridge anchorage open
caisson intelligent construction, and the
system comprises a multi-source sensing unit, a multi-
modal data fusion unit, a decision-making unit and an
execution control unit; the multi-source sensing unit is used for collecting multi-dimensional heterogeneous
monitoring data in the open
caisson construction process in real time, and a holographic sensing network is constructed. The multi-
modal data fusion unit adopts a spatial-temporal feature hierarchical extraction architecture to perform preprocessing,
feature extraction and cross-modal fusion on multi-dimensional heterogeneous
monitoring data; according to the method, multi-dimensional
monitoring data such as the well hole
water level, the mud surface form, the soil body reaction force and the
earth surface displacement are integrated, the dynamic evolution law and the
spatial distribution characteristics of the data are mined through the space-time neural network, cross-modal accurate fusion is achieved in combination with a risk
perception attention mechanism, the problems that in the prior art, the
data dimension is single, and characteristic mining is insufficient are solved, and the accuracy of
data mining is improved. And a comprehensive and accurate construction state
sensing system is constructed.