Vectorized Lossless Compression for High-Rate Data Streams

The patent segments the compression process into distinct stages: prediction residual calculation, run-length encoding, and variable-bit encoding. Each stage operates independently and can be optimized separately, with the residual calculation stage processing data in parallel blocks that feed into the encoding stages, thereby achieving both high compression ratios and fast compression speeds

The patent replaces traditional mechanical compression mechanisms with morphological wavelet transforms and adaptive prediction algorithms. These mathematical transforms efficiently capture data correlations and redundancies without requiring complex mechanical processing, enabling rapid compression of high-rate data streams while maintaining lossless compression ratios

The patent changes key parameters of the compression algorithm to optimize for speed: using fixed prediction windows instead of adaptive ones, employing simple run-length encoding rather than complex dictionary methods, and using variable-bit encoding with predetermined bit allocations. These parameter changes reduce computational complexity while maintaining effective compression for high-rate data streams

The patent performs preliminary prediction and residual calculation on data blocks before the main encoding process. By pre-processing the data to extract prediction residuals and organize them into run-length sequences, the algorithm reduces the complexity of the subsequent encoding stages, enabling faster real-time compression of high-rate streams