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基于FRI-FCM的工业过程模糊监控 被引量:2
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作者 王蕊 李宏光 《自动化仪表》 CAS 2016年第7期21-26,共6页
模糊监控是对传统的工业过程图表监控方式的一类改进策略。通过对复杂工业过程监控方法的研究,针对复杂工业过程非线性、关联度强的数据特性,给出了一种基于FRI-FCM算法的工业过程模糊监控方法,建立了简化的分类产生式规则的模糊知识表... 模糊监控是对传统的工业过程图表监控方式的一类改进策略。通过对复杂工业过程监控方法的研究,针对复杂工业过程非线性、关联度强的数据特性,给出了一种基于FRI-FCM算法的工业过程模糊监控方法,建立了简化的分类产生式规则的模糊知识表达方法。采用基于模糊匹配度的监控推理,实现了对工业过程异常状态的预测。试验结果验证了所提方法的有效性。 展开更多
关键词 模糊监控器 FRI-FCM 分类产生式规则 过程监控 模糊推理 模糊匹配 DMF回收过程 智能化
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Movability of the tracked pipeline-robot based on hierarchical fuzzy control 被引量:3
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作者 王永雄 Su Jianbo 《High Technology Letters》 EI CAS 2011年第2期166-172,共7页
The turning motion of a tracked pipeline-robot implemented by skid steering is a nonholonomic dynamic problem with intrinsic nonlinearity, to which the classical control method is inappropriate and cannot be applied. ... The turning motion of a tracked pipeline-robot implemented by skid steering is a nonholonomic dynamic problem with intrinsic nonlinearity, to which the classical control method is inappropriate and cannot be applied. This paper presents a novel path tracking control method based on hierarchical fuzzy structure. The controller consists of three sub-level low dimensional fuzzy control systems: fuzzy supervisory control, fuzzy steering and fuzzy velocity control. As a result, establishing the bases of rules for the fuzzy control becomes feasible and simplified, and the related controller can be adapted to complicated ground and environment. Using this method, the number of fuzzy controt rules is greatly decreased so that the curse of dimensionality causing the multivariable problem does not occur. Simulation and experimental results validate the effectiveness of the proposed method with satisfied performance on path tracking. Autonomous navigation of the caterpillar-inspired pipeline-robot is also implemented based on the sensor feedbacks. 展开更多
关键词 path tracking tracked pipeline-robot hierarchical fuzzy control
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