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Facing the global ecological crisis, a feasible solution is the technical solution, that is, to replace the large-scale and centralized technical model under the capital logic with a small-scale, decentralized and diversified technical model in the horizon of Ecological Marxism. In reality, it is a decentralized wind power generation mode based on clean energy to replace the centralized large-scale traditional energy. In order to reduce computational complexity of massive DFIGs group in large power grid simulation, decentralized algorithm and architecture used in High-Performance Computing (HPC) are proposed and verified in this paper, which can batch automatic allocation of models to different computing units for parallel computing, and the fine-grained decoupling distributed parallel calculation method can effectively solve the exponential explosion of computing dimensions. The result waveforms under steady-state and three-phase fault transient conditions are basically consistent, which can meet the requirements of calculation accuracy, and also verified the efficiency of paper’s work.