用蝙蝠算法（DE）对极限学习机（ELM）的输入权值和偏执进行进行优化，其诊断精度有明显提升。-With bat algorithm (DE) on Extreme Learning Machine (ELM) input weights and paranoia were optimized diagnostic accuracy has improved significantly.