农机化研究
農機化研究
농궤화연구
JOURNAL OF AGRICULTURAL MECHANIZATION RESEARCH
2013年
6期
230-232
,共3页
柴油机%神经网络%专家系统%故障诊断
柴油機%神經網絡%專傢繫統%故障診斷
시유궤%신경망락%전가계통%고장진단
diesel engine%neural network%expert system%fault diagnosis
柴油机在农业机械中被广泛应用,由于运行状况复杂,故障类型和部位种类繁多。为此,提出了将神经网络技术与专家系统融合的集成式故障诊断专家系统,对柴油机进行不解体故障诊断。以燃油系统故障为例,介绍了神经网络专家系统特点、结构及诊断方法,并对295D柴油机在不同的工况下采集气缸盖的振动信号进行测试,用RBF 神经网络对测试数据进行训练。训练测试结果表明,用此系统诊断295D 柴油机常出现故障有良好的效果。
柴油機在農業機械中被廣汎應用,由于運行狀況複雜,故障類型和部位種類繁多。為此,提齣瞭將神經網絡技術與專傢繫統融閤的集成式故障診斷專傢繫統,對柴油機進行不解體故障診斷。以燃油繫統故障為例,介紹瞭神經網絡專傢繫統特點、結構及診斷方法,併對295D柴油機在不同的工況下採集氣缸蓋的振動信號進行測試,用RBF 神經網絡對測試數據進行訓練。訓練測試結果錶明,用此繫統診斷295D 柴油機常齣現故障有良好的效果。
시유궤재농업궤계중피엄범응용,유우운행상황복잡,고장류형화부위충류번다。위차,제출료장신경망락기술여전가계통융합적집성식고장진단전가계통,대시유궤진행불해체고장진단。이연유계통고장위례,개소료신경망락전가계통특점、결구급진단방법,병대295D시유궤재불동적공황하채집기항개적진동신호진행측시,용RBF 신경망락대측시수거진행훈련。훈련측시결과표명,용차계통진단295D 시유궤상출현고장유량호적효과。
Diesel Engine is widely used in agricultural machinery .Because the operation condition is complex , the fault type and the position are also numerous .This paper puts forward a fault diagnosis system which integrated the neural net-work and the expert system .And it was applied in the non-disintegration of fault diagnosis to the diesel engine .So this paper takes the fuel oil system failure for example .A neural network expert system characteristics , structure and diagnos-tic methods were proposed ,and the vibration signal of 295D engine was tested in different working conditions ,and the tes-ting data s are trained using RBF neural network .The test results show that the diagnosis system can obtain good diagno-sis effect for the faults of the 295D diesel engine.