This invention relates to the field of
business forecasting and management, specifically to a complex business
planning method based on a
data platform and multi-agent
collaboration. First, it acquires logical sequence deviations and physical environment
jitter in parallel, and constructs a multi-dimensional evaluation benchmark using
modular arithmetic and a sliding window
algorithm, effectively solving the problems of sequence number flipping misjudgment and single-
delay fluctuation interference. Second, it introduces a thermodynamic dissipation model to calculate the residual
potential energy of
missing data, causing it to decay non-linearly with
waiting time, and combines business priority and network stability to calculate the real-time utility value of new data. Finally, it constructs a
dynamic energy barrier by comprehensively considering buffer backlog depth, and determines whether to break the sequence rules by calculating a jump decision factor. This invention can effectively eliminate head-of-line blocking, ensure the real-time performance of high-priority control commands, and improve the robustness and consistency of industrial distributed
collaborative computing.