计算机应用研究
計算機應用研究
계산궤응용연구
APPLICATION RESEARCH OF COMPUTERS
2015年
2期
451-455
,共5页
单位分解%分变量模糊蕴涵关系%无规则模糊逻辑系统%自适应控制
單位分解%分變量模糊蘊涵關繫%無規則模糊邏輯繫統%自適應控製
단위분해%분변량모호온함관계%무규칙모호라집계통%자괄응공제
partition of unity%fuzzy implication relation of each variable%fuzzy logic system without any rules%adaptive con-trol
常用的基于模糊if-then规则的模糊逻辑系统在进行控制设计应用时常会遇到规则爆炸问题,为此,提出了一种新的无规则模糊逻辑系统。首先利用从属于系统各分变量论域上开覆盖的单位分解,将模糊知识库中的专家模糊语言值信息进行整合,得到相应的分变量模糊蕴涵关系,再由模糊推理及解模糊化得到系统输出;然后,针对一类非线性不确定系统,先利用伸缩器和饱和器构造出扩展的无规则模糊逻辑系统,再设计被控系统的自适应稳定控制器;最后通过仿真算例验证了该方法的有效性。这种方法的优越性在于新的模糊逻辑系统的构造与自适应律的设计是分离的,在线估计的参数数目明显减少,有效地解决了规则爆炸问题。
常用的基于模糊if-then規則的模糊邏輯繫統在進行控製設計應用時常會遇到規則爆炸問題,為此,提齣瞭一種新的無規則模糊邏輯繫統。首先利用從屬于繫統各分變量論域上開覆蓋的單位分解,將模糊知識庫中的專傢模糊語言值信息進行整閤,得到相應的分變量模糊蘊涵關繫,再由模糊推理及解模糊化得到繫統輸齣;然後,針對一類非線性不確定繫統,先利用伸縮器和飽和器構造齣擴展的無規則模糊邏輯繫統,再設計被控繫統的自適應穩定控製器;最後通過倣真算例驗證瞭該方法的有效性。這種方法的優越性在于新的模糊邏輯繫統的構造與自適應律的設計是分離的,在線估計的參數數目明顯減少,有效地解決瞭規則爆炸問題。
상용적기우모호if-then규칙적모호라집계통재진행공제설계응용시상회우도규칙폭작문제,위차,제출료일충신적무규칙모호라집계통。수선이용종속우계통각분변량론역상개복개적단위분해,장모호지식고중적전가모호어언치신식진행정합,득도상응적분변량모호온함관계,재유모호추리급해모호화득도계통수출;연후,침대일류비선성불학정계통,선이용신축기화포화기구조출확전적무규칙모호라집계통,재설계피공계통적자괄응은정공제기;최후통과방진산례험증료해방법적유효성。저충방법적우월성재우신적모호라집계통적구조여자괄응률적설계시분리적,재선고계적삼수수목명현감소,유효지해결료규칙폭작문제。
The commonly used fuzzy logic systems were mostly based on fuzzy rules in the form of if-then rules,which often encountered the rule explosion problems in control design applications.To deal with this problem,this paper proposed a new fuzzy logic system.Firstly by using the open covering partition of unity subordinated to each system variable domain,the expert fuzzy language knowledge in the fuzzy knowledge base was integrated into fuzzy implication relations,and then adopted the fuzzy reasoning and defuzzifying operators to get the output.Secondly,for a class of nonlinear uncertain system,the extended fuzzy logic system was constructed with scalers and saturators,then designed a stable adaptive controller for the controlled sys-tem.Finally,a simulation example illustrated the validity of the proposed method.The superiority of the suggested design scheme is that the process of constructing the new fuzzy logic system and designing the adaptive laws is separated,thus the number of on-line parameters is decreased significantly,which solves the rule explosion problem effectively.