Haohao Cui

PGA-LLM: A Probability-Guided Alignment Large Language Model Framework for Fault Diagnosis

PGA-LLM, a novel fault diagnosis framework for industrial equipment that leverages large language models via probability-guided alignment and a progressive three-stage training scheme, encompassing encoder pre-training, interface optimization, and low-rank adaptation of Qwen2.