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1.
A replicated multi-response experiment is a process that includes more than one responses with replications. One of the main objectives in these experiments is to estimate the unknown relationship between responses and input variables simultaneously. In general, classical regression analysis is used for modeling of the responses. However, in most practical problems, the assumptions for regression analysis cannot be satisfied. In this case, alternative modeling methods such as fuzzy logic based modeling approaches can be used. In this study, fuzzy least squares regression (FLSR) and fuzzy clustering based modeling methods, which are switching fuzzy C-regression (SFCR) and Takagi–Sugeno (TS) fuzzy model, are preferred. The novelty of the study is presenting the applicability of SFCR to the multi-response experiment data set with replicated response measures. Three real data set examples are given for application purposes. In order to compare the prediction performance of modeling approaches, root mean square error (RMSE) criteria is used. It is seen from the results that the SFCR gives the better prediction performance among the other fuzzy modeling approaches for the replicated multi-response experimental data sets. 相似文献
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《International Journal of Hydrogen Energy》2020,45(19):11267-11275
This paper presents a sensor fault estimation scheme for polymer electrolyte membrane (PEM) fuel cells using Takagi Sugeno (TS) fuzzy model. First, PEM fuel cell systems with sensor faults are modelled by TS fuzzy model. Next, by adding a first order filter, an augmented TS fuzzy system with actuator fault is obtained. Then, for the augmented system, an unknown input observer (UIO) and a fault estimator are developed. The UIO gains are computed by solving linear matrix equalities (LMEs) and linear matrix inequalities (LMIs). The UIO convergence and stability are analyzed and the performances of the proposed fault estimation scheme is demonstrated by numerical simulations for a PEM fuel cell system with return manifold pressure and hydrogen mass sensors. 相似文献
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Corundum abrasives with plate-like grains were fabricated by a two-step sintering technique using the solution-based process with the addition of the ternary compound additive Na3AlF6-CaO-SiO2. The two-step sintering method showed obvious advantages over conventional sintering methods in promoting sample densification, suppressing grain growth, and homogenizing the microstructure of the corundum abrasives. The sample doped with 2.5?wt% Na3AlF6 and 4?wt% CaO + SiO2 in the molar ratio of 1:1 possessed a relative density of 99.3%, average grain size of 0.54?µm, and single-particle compressive strength of 49?N. The introduction of seeds reduced the temperature of θ- to α-Al2O3 phase transformation. The relationship between the microstructure and the mechanical properties of the abrasives was also discussed. 相似文献
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采用ARM处理器$3C2440A构建嵌入式系统,利用音频芯片UDA1341TS对语音信号进行编解码,应用语音识别技术实现语音控制。介绍了系统设计原理和工作机制,并阐述了控制选单的软硬件设计方案和识别算法原理,给出测试方法。实验结果表明,系统能实现特定指令的语音控制,识别率高、实时性好,可适应复杂的工作环境。 相似文献
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比例分析方法为建立合理的反应堆安全系统缩比试验台架提供了理论基础。本文结合比例分析方法的发展,探讨了不同比例方法的特点,并总结了部分已有台架的比例设计概念及评价,为反应堆系统试验台架比例方法的选取提供了参考。结果表明,线性比例方法中的加速度比例项使其应用受到限制;功率-体积法是一种简单有效的比例方法,但瘦高台架的特点也使此方法存在不可避免的弱点;H2TS(HierarchicalTwo-TieredScaling)方法以PIRT(PhenomenaIdentificationRankingTable)表为基础,对系统中重要整体过程和局部过程均进行了比例分析,其发展的相似准则中含有流体物性比例项,为台架比例概念的发展提供了条件。我国将以H2TS方法为指导建立非能动堆芯冷却系统试验台架ACME。 相似文献
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