The invention discloses a mine self-adaptive multimode
signal detection method based on dual-drive cooperation, and belongs to the technical field of
radio transmission. Comprising the following steps: step 1, environment sensing and
signal preprocessing in a mine are carried out; 2, performing
parallel processing on the data by utilizing a physical driving
branch and a data driving
branch; step 3, carrying out adaptive weighted fusion on features output by the physical driving
branch and the data driving branch; and step 4, a detection output module is utilized to complete
signal detection judgment on the fused features, and a decoded bit
stream is output. According to the method, a unified
parallel processing and fusion framework is adopted, so that
system redundancy is greatly reduced, and meanwhile, the problem of communication interruption caused by module switching is eliminated; and the optimal balance of the efficiency is realized in a resource-limited edge scene. The problems that in a traditional method, a static
physical model and a pure data driving model are limited in a split mode, and physical rule modeling, data learning generalization and dynamic environment response are deeply mismatched are solved.