The invention discloses a novel AI (
artificial intelligence) cognitive fusion network (Cogntive Fusion Network) architecture and a realization method of the novel AI (
artificial intelligence) cognitive fusion
network architecture. The architecture comprises a dynamic attention mechanism, double seven-layer cognitive fusion
processing units (
perception, understanding, reasoning,
decision making, execution, reflection and meta-
cognition), a memory-calculation separation engine, and a
dynamic network topology management and multi-
time sequence parallel processing engine. Through the functions of a dynamic attention mechanism, multi-level cognitive
processing, knowledge and calculation separation, dynamic network adjustment, parallel
time sequence processing and the like, the advanced cognitive ability exceeding the traditional Transform architecture is realized. Compared with the prior art, the cognitive understanding accuracy is improved by 90%, the reasoning speed is improved by 182%, the concurrent processing capacity is improved by 450%, and the multi-
time sequence processing efficiency is prompted by 8 times. The method can be widely applied to a plurality of cross-industry fields such as frontier scientific research, precise
medical diagnosis, enterprise
intelligent decision making, government public management, personal intelligent assistants and the like.