The invention relates to the technical field of communication testing, and provides a multi-mode communication equipment
test case generation method and device, equipment and a medium, and the method comprises the steps: obtaining a
radio frequency parameter, network flow data and equipment
log data of communication equipment, carrying out
feature extraction and vectorization
processing on the
radio frequency parameters, the network flow data and the equipment
log data to obtain a multi-
modal vector; constructing a communication equipment calling
relation graph according to the calling relation and the
interaction protocol; constructing a
test path evolution model based on a graph neural network, and transmitting the multi-
modal vector to the
test path evolution model, so as to search an
optimal test path in a communication equipment calling
relation graph through an attention mechanism; constructing a multi-target
reinforcement learning reward function and dynamically adjusting the
optimal test path through the multi-target
reinforcement learning reward function; and according to the
optimal test path, generating a target
test case, and according to a test result of the target
test case, adjusting
model parameters of the
test path evolution model, and carrying out multi-target
reinforcement learning on the reward function.