The application discloses a medical special
disease data federal isolation acceleration method and
system based on a trusted execution environment and a hardware dynamic key, acquires original medical special
disease data, calculates the optimal data block volume flowing into a security enclave based on the underlying resource state of the trusted execution environment, screens the medical special
disease data blocks flowing into the security enclave and caches the medical special disease data blocks to a ring buffer, aggregates
machine learning gradients of the medical special disease data blocks in the security enclave, preloads the next medical special disease data block, calculates a hardware-level root key and a sub-key of each medical special disease data block of the security enclave to construct a
key tree, encrypts and encapsulates the gradient
tensor obtained by aggregating the data blocks and transmits the gradient
ciphertext to a target calling end, and physically erases the gradient
ciphertext related key based on a hardware-level underlying zero clearing
instruction set when the gradient
ciphertext transmission exceeds the enclave boundary. The application has the effect of improving the medical special disease
data processing efficiency.