Design of Chinese traditional Jiaoyi (Folding chair) based on Kansei Engineering and CNN-GRU-attention by Xinyan Yang, Nan Zhang, Jiufang Lv, Jiufang Lv, Jiufang Lv

“…BackgroundsThis study innovatively enhances personalized emotional responses and user experience quality in traditional Chinese folding armchair (Jiaoyi chair) design through an interdisciplinary methodology.GoalTo systematically extract user emotional characteristics, we developed a hybrid research framework integrating web-behavior data mining.Methods1) the KJ method combined with semantic crawlers extracts emotional descriptors from multi-source social data; 2) expert evaluation and fuzzy comprehensive assessment reduce feature dimensionality; 3) random forest and K-prototype clustering identify three core emotional preference factors: “Flexible Refinement,” “Uncompromising Quality,” and “ergonomic stability.”DiscussionA CNN-GRU-Attention hybrid deep learning model was constructed, incorporating dynamic convolutional kernels and gated residual connections to address feature degradation in long-term semantic sequences. …”
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Interval-Valued Neutrosophic Sets-Based IVNS-RAM Method for Enhanced Security Evaluation in Computer Networks by Lei Yang, Junyan Niu, Jiangfeng Li

“…Through these measures, organizations can develop effective security strategies and implement appropriate security controls to prevent data breaches, network attacks, and other security incidents, thereby protecting the security of information assets. …”
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Presenting the Model of Effective Factors on Smart Governance in the Country by Ghaem Gheiravani, Mohammad Montazeri, Shams Sadat Zahedi

“…In the qualitative part, the fuzzy Delphi method was used, and the data from the interviews were coded and analyzed in the three main stages of open coding; axial coding; and selective coding, and SmartPLS 3 software was used in the quantitative part of factor analysis, and SPSS 22 software was used for analysis. …”
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Research on leading agricultural enterprises guiding farmers' participation in pre-production quality and safety control: evidence from the Yangtze River Delta Region of China by Chenying Liu, Wen Li, Yulan You, Qizhi Yang, Mingjuan Li

“…The leadership of agricultural enterprises in guiding farmers to participate in pre-production quality and safety control not only helps promote high-quality agricultural development and drives the industrialization process of agriculture, but also provides important support for achieving the goal of building a strong agricultural nation. …”
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A Robust Biobjective Model for Designing Resilient Supply Chain Networks for Hospitals With Integrated Financial and Physical Flows by Dan Wu, Amruth Ramesh Thelkar

“…Trade credit terms and repayment schedules are explicitly modeled across all levels of the supply chain. A proactive fuzzy goal programming approach is employed, and the model is solved using the CPLEX solver. …”
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