机电工程技术
機電工程技術
궤전공정기술
MACHANICAL & ELECTRICAL ENGINEERING TECHNOLOGY
2013年
10期
71-76
,共6页
侯超伟%马波%申大鹏%刘勇%陈明华
侯超偉%馬波%申大鵬%劉勇%陳明華
후초위%마파%신대붕%류용%진명화
粗糙集理论%往复压缩机%智能诊断%故障案例%知识获取
粗糙集理論%往複壓縮機%智能診斷%故障案例%知識穫取
조조집이론%왕복압축궤%지능진단%고장안례%지식획취
theory of rough set%reciprocating compressor%intelligent diagnosis%failure cases%knowledge acquisition
知识获取一直是困扰诊断机器智能发展的瓶颈问题。往复压缩机因其故障诊断知识尚没有达到深入的地步,使得往复压缩机智能诊断更多地依靠故障案例做指导,缺乏良好的解释能力。依据粗糙集理论能够解决模糊性和不确定性问题的能力,通过建立案例决策表、计算差别矩阵、属性约简和规则提取,将往复压缩机故障案例转化为有效的规则知识,为实现基于规则推理的智能诊断系统提供知识基础。
知識穫取一直是睏擾診斷機器智能髮展的瓶頸問題。往複壓縮機因其故障診斷知識尚沒有達到深入的地步,使得往複壓縮機智能診斷更多地依靠故障案例做指導,缺乏良好的解釋能力。依據粗糙集理論能夠解決模糊性和不確定性問題的能力,通過建立案例決策錶、計算差彆矩陣、屬性約簡和規則提取,將往複壓縮機故障案例轉化為有效的規則知識,為實現基于規則推理的智能診斷繫統提供知識基礎。
지식획취일직시곤우진단궤기지능발전적병경문제。왕복압축궤인기고장진단지식상몰유체도심입적지보,사득왕복압축궤지능진단경다지의고고장안례주지도,결핍량호적해석능력。의거조조집이론능구해결모호성화불학정성문제적능력,통과건입안례결책표、계산차별구진、속성약간화규칙제취,장왕복압축궤고장안례전화위유효적규칙지식,위실현기우규칙추리적지능진단계통제공지식기출。
Knowledge acquisition has always been a bottleneck problems that plagued the intelligent development of diagnostic machines. Because the knowledge of reciprocating compressor fault diagnosis has not yet reached the point of in-depth, the intelligent diagnosis of reciprocating compressor most rely on fault cases which make the guidance and have the shortcoming of lack of explanatory power. Based on rough set theory which has the ability of resolving the ambiguity and uncertainty problems, this article takes the steps of establishing case decision table, calculating discernibility matrix, attribute reduction and rule extraction, then transforms failure cases of reciprocating compressor into effective knowledge rules. This method provides the knowledge base for the realization of the rule-based intelligent diagnostic system.