利用插值多元自适应神经模糊推理系统结构对冲击载荷下磁流变弹性体隔离装置进行建模和表征

M. S. Rahmat, K. Hudha, Z. A. Kadir, N. H. Amer, N. Nuri, S. Abdullah
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引用次数: 3

摘要

本文利用自适应神经模糊推理系统(ANFIS)技术对冲击载荷下的磁流变弹性体隔离装置(MREID)进行了建模和表征。利用冲击摆试验台架对MREID进行了冲击载荷下的特性表征,并对实验数据进行了力-速度和力-位移特性的处理。为了在仿真分析中预测MREID的行为,提出了多个ANFIS模型。单个ANFIS模型表示实验工作中使用的撞击质量产生的单个动能。然后使用实验数据训练ANFIS预测MREID行为并验证其性能。为验证预测模型,建立了参数化模型(即修正的Bouc-Wen模型),并对模型进行了比较。所提出的插值多重ANFIS模型以较高的精度预测了MREID的行为。该模型的预测效果优于修正的Bouc-Wen模型。
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Modelling and characterisation of a magneto-rheological elastomer isolator device under impact loadings using interpolated multiple adaptive neuro fuzzy inference system structure
This paper presents the modelling and characterisation of a magneto-rheological elastomer isolator device (MREID) under impact loading using the adaptive neuro-fuzzy inference system (ANFIS) technique. The characterisation of an MREID under impact loading was performed using an impact pendulum test rig, and the data obtained from the experimental work was processed in form of force-velocity and force-displacement characteristics. In order to predict MREID behaviour in simulation analysis, multiple ANFIS models were proposed. A single ANFIS model represented a single kinetic energy produced by the impact mass used in experimental work. The experimental data was then used to train the ANFIS in predicting MREID behaviour and validating its performance. For verification, the prediction model, a parametric model (namely, the modified Bouc-Wen model) was developed, and the models were compared. The proposed interpolated multiple ANFIS model predicted the behaviour of the MREID with a high level of accuracy. The proposed model produced a better prediction than the modified Bouc-Wen model.
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