The embodiment of the invention relates to the technical field of tunnel environment monitoring, and particularly discloses a tunnel environment monitoring method and
system based on multi-
source data fusion. According to the embodiment of the invention, multi-source monitoring is carried out on the target tunnel, and
data synchronization and preprocessing are carried out on the multi-source
monitoring data; performing spatial-temporal
feature extraction on the multi-source standard data, and performing unified
feature mapping; performing multi-source fusion on the multi-
modal feature sequence; performing environment classification identification on the fused
feature data; and constructing an
information visualization platform, and monitoring and displaying the abnormal
event data and the plurality of environment identification data. Multi-source monitoring,
data synchronization and pre-
processing, spatial-temporal
feature extraction, multi-source fusion and environment classification identification, construction of an
information visualization platform for monitoring display, data fusion
processing of multi-source monitoring and comprehensive
perception of multi-
source data can be performed, so that linkage
coupling analysis can be performed on various data, and multi-
source data can be acquired. The abnormity identification capability and the response capability are improved, and the
false alarm rate is effectively reduced.