The invention discloses a low-
delay streaming voice wake-up method and device for an embedded terminal, is applied to the technical field of
data processing, and adopts a GRU as a backbone architecture for the requirements of low
power consumption and high real-time performance of voice wake-up of the embedded terminal. The original audio is segmented and reconstructed through
time domain lightweight preprocessing, and the FFT overhead is eliminated through
linear layer mapping; building a multi-layer GRU full-causal streaming coding network, wherein no sliding window cache exists, and the
memory bandwidth occupies O (1); outputting Token probability distribution containing Blank through a CTCLoss training module, and directionally extracting a target Token probability; constructing a target index sequence based on the target wake-up word and a CTC protocol, and setting three types of state transition rules to generate anti-interference decoding information; and a non-Top-K
pruning decoding mechanism is adopted, an
attenuation factor and threshold judgment is combined, a judgment result with constant calculation complexity and low false and missing wakeup is generated, and subsequent interaction is triggered if the judgment result succeeds.