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VISUAL INTERPRETATION OF FABRIC TACTILE PROPERTIES USING FUZZY INCLUSION DEGREE AND ANFIS

机译:基于模糊内含度和ANFIS的织物触觉特性视觉解释

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The current study is aimed to investigate how fabrics' tactile properties can be perceived through products' visual representations. Two major steps are taken to unveil the visual compensatory mechanism. The first step is to describe the mechanism. A novel method based on rough sets and fuzzy sets theories is proposed to extract principal visual features for each tactile property. In this part, the single-to-single and multiple-to-single correlations are studied by applying this method. The second step is to quantify the explored mechanism. A mathematical model between each tactile property and the corresponding principal Visual features is established using an adaptive network-based fuzzy inference system (ANFIS). This model has been proved to be capable of predicting fabrics' tactile properties from the perceived visual features with a satisfactory accuracy.
机译:当前的研究旨在调查如何通过产品的视觉表示来感知织物的触觉特性。采取了两个主要步骤来揭示视觉补偿机制。第一步是描述机制。提出了一种基于粗糙集和模糊集理论的新颖方法,为每个触觉特性提取主要的视觉特征。在这一部分中,通过应用此方法研究了单对单和多对单相关。第二步是量化探索的机制。使用基于网络的自适应模糊推理系统(ANFIS)建立每个触觉特性和相应的主要视觉特征之间的数学模型。该模型已被证明能够以令人满意的准确度从感知的视觉特征预测织物的触觉特性。

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