The invention relates to the technical field of intelligent mines, and discloses a geological guarantee
intelligent planning mining
system based on deep
reinforcement learning, which comprises a geological guarantee basic module, an
intelligent planning engine module and a closed-loop execution
system module, the geological guarantee basic module constructs a dynamic probabilistic digital twinning environment through a geological uncertainty implicit neural field, and realizes data real-time fusion updating in combination with a gradient flow; the
intelligent planning engine module realizes long-period risk
perception planning based on a geological
perception Markov
decision process and a causal world model; the closed-loop execution
system module deploys a lightweight model through strategy
distillation, establishes a twinborn reality bidirectional evolution
closed loop, and realizes planning and execution adaptive
collaboration; according to the method, the problems of static
fragility of geological guarantee, short view non-strategy planning and system splitting open loop of a traditional mining system are solved, full-life-cycle dynamic
cognition, deep planning and closed-loop self-evolution of a mine are achieved, and mining benefits and safety are remarkably improved.