The invention relates to the technical field of
data processing, in particular to an on-
satellite remote sensing data task-oriented cross attention fusion compression
wireless transmission method, which comprises the following steps that: an
intelligent agent takes
metadata and
channel state information as a
state space and takes a parameter adjustment strategy of a cross attention mechanism as an action space; the output decision dynamically adjusts the interaction degree of different
modal original data stream features, and the adjusted features are compressed to generate a compressed
data stream; a compressed
data stream is input into a
wireless transmission digital twinborn model constructed on a
satellite, a carrier sensing multi-channel access protocol is adopted in an actual transmission stage, and the size of a protocol backoff window is dynamically adjusted by the digital twinborn model according to a rehearsal conflict probability and is optimized by combining a
channel capacity change
trend prediction result. And finally sending the
composite signal of the
physical layer network coding. According to the invention, through task-oriented
data processing, intelligent compression and digital twinborn rehearsal, the spectrum competition conflict of
satellite multi-
modal data concurrent transmission is solved.