The invention provides a rock
mineral analysis test management method and
system, and the method comprises the steps: collecting rock mineral sample multi-
modal data, and constructing a digital twinborn model; constructing a geological knowledge map, and injecting and fusing the two knowledge to generate a
virtual test data set; performing self-supervision pre-training by using the
data set to obtain a self-adaptive mineral phase recognition model; deploying the model to a block chain-
Internet of Things double-chain
traceability system to obtain an identification result and an optimization instruction; and executing a
sample preparation process and removing unqualified samples. According to the method,
diffusion steps are adjusted through adaptive
noise scheduling and a space-
time alignment algorithm, data are integrated, a high-reality-sense
virtual test data set is generated, and a self-supervised pre-training and knowledge
distillation technology is combined, so that the model has space-time
feature extraction and dynamic optimization capabilities; and finally, full-process closed-
loop control is realized through a double-chain
traceability system and a modular
robot, and the recognition precision of a complex scene is improved.