The application discloses a cost-controlled phased resolution generation and cache reuse
system and method applied to the field of
computer technology, which firstly performs rapid preliminary screening at a
low resolution level, and removes candidate configurations which are obviously unreasonable in
physical structure or whose energy significantly deviates from a threshold; then gradually improves the resolution of the configurations, introduces a physical constraint and an energy calculation model, and gradually approaches a high-fidelity
simulation result; meanwhile, a structure feature cache mechanism is arranged at each resolution level, intermediate states and
energy gradient information of the calculated configurations are standardized stored and indexed, and are called at a higher resolution level for subsequent same or similar configurations, so that repeated calculation is avoided; finally, through a resolution transition determination module, whether to enter a next resolution level or terminate calculation is dynamically decided according to an energy convergence trend of the current configuration, a structure
stability index and a calculation resource budget, so that an optimal balance between physical rationality and calculation efficiency is realized in a global range.