The application relates to the technical field of intelligent mines, and discloses a geological guarantee
intelligent planning and 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 twin environment through a geological uncertainty implicit neural field, and realizes real-
time data fusion and update in combination with 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 twin reality bidirectional evolution
closed loop, realizes adaptive cooperation of planning and execution, and solves the problems of static
vulnerability of a conventional mining system, short-sighted non-strategy planning and system fragmentation and open loop, realizes dynamic
cognition, far-reaching planning and closed-loop self-evolution of the whole life cycle of a mine, and significantly improves mining efficiency and safety.