Construction of a sugar and acid content estimation model for Miliang-1 kiwifruit during storage by LIU Li, YANG Tianyi, DONG Congying, SHI Caiyun, SI Peng, WEI Zhifeng, GAO Dengtao

“…These models are particularly suitable for handling the complexity and non-linearity of hyperspectral data, as they can effectively learn from the intricate relationships within the data. …”
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Singleplex real-time PCR and duplex PCR platform for the rapid detection of hypervirulent Klebsiella pneumoniae by Jiaqi Wang, Jiaqi Wang, Jiaqi Wang, Yishuai Wu, Yishuai Wu, Yishuai Wu, Liying Zhao, Liying Zhao, Liying Zhao, Liying Zhao, Mengran Xing, Mengran Xing, Mengran Xing, Mengran Xing, Yangyang Huang, Yangyang Huang, Yangyang Huang, Shengjie Peng, Shengjie Peng, Shengjie Peng, Chunyan Xu, Chunyan Xu, Chunyan Xu, Hong Yao, Hong Yao, Hong Yao, Chenglong Li, Chenglong Li, Chenglong Li, Xiang-Dang Du, Xiang-Dang Du, Xiang-Dang Du

“…These four singleplex PCR assays all displayed a high degree of linearity (R2>0.99) in the range of 104 to 109 cfu/mL, and the limit of detection (LOD) was 103 cfu/mL, which was equivalent to 10 cfu/reaction. …”
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Rat Locomotion Analysis Based on Straight Line Detection in Hough Space by José Trinidad Guillen Bonilla, Héctor Guillen Bonilla, Nancy Elizabeth Franco Rodríguez, Mario Alberto García Ramírez, Alex Guillen Bonilla, Maricela Jiménez Rodríguez, María Eugenia Sánchez Morales

“…The MMHTS method consists of representing locomotion of movement based on a system of linear equations and subsequently detecting the straight lines in the Hough transform space. …”
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Numerical Simulation of Dynamic Response of Slab-Column Structures under Fire-Explosion Coupled Effects by LIU Jingbo, YANG Qiong, WU Lei, WANG Chengquan, YU Xiongfei, FANG Mingyu, DONG Tengfang

“…This sequence can produce synergistic effects, where the resulting damage significantly exceeds the linear superposition of each isolated event. A critical knowledge gap exists in quantitatively understanding these coupled effects and the governing parameters that influence the structural behavior. …”
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Exploring the Realization of Creative Dimensions within the Metaverse: The Case of Tabriz Metropolis by Saied Jaffari namvar, Hossein Nazmfar, Ibrahim Taghav

“…Today, various criteria and models are used to measure the status of a society. Using efficient models is one of the most desirable and appropriate ways to measure a society's enjoyment level. …”
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The Circular Kitchen by Bas Jansen

“…As is the case for conventional design phases, design iterations can go back and forth between phases – a design process is rarely a linear one – and this figure merely indicates one or multiple starting points for the design process, and a priority and general direction. …”
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Optimising neonatal services for very preterm births between 27+0 and 31+6 weeks gestation in England: the OPTI-PREM mixed-methods study by Thillagavathie Pillay, Oliver Rivero-Arias, Natalie Armstrong, Sarah E Seaton, Miaoqing Yang, Victor L Banda, Kelvin Dawson, Abdul QT Ismail, Vasiliki Bountziouka, Caroline Cupit, Alexis Paton, Bradley N Manktelow, Elizabeth S Draper, Neena Modi, Helen E Campbell, Elaine M Boyle

“…We compared the demographic profiles and unit characteristics and conducted multivariate analyses (linear and logistic regression) exploring associations with length of stay and pre-discharge mortality. …”
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High-flow nasal cannula therapy versus continuous positive airway pressure for non-invasive respiratory support in paediatric critical care: the FIRST-ABC RCTs by Padmanabhan Ramnarayan, Alvin Richards-Belle, Karen Thomas, Laura Drikite, Zia Sadique, Silvia Moler Zapata, Robert Darnell, Carly Au, Peter J Davis, Izabella Orzechowska, Julie Lester, Kevin Morris, Millie Parke, Mark Peters, Sam Peters, Michelle Saull, Lyvonne Tume, Richard G Feltbower, Richard Grieve, Paul R Mouncey, David Harrison, Kathryn Rowan

“…The CEA used multilevel linear regression models that allowed for clustering of patients at site. …”
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Integrated transportation system planning with gravitational search algorithm approach based on fuzzy mutant controller by Alireza Hosseinzadeh Kashani, Seyed Ahmad Shayannia, Mohammad Mehdi Movahedi, Soheila Sardar

“…In the relationships of the second chapter, the value of a equals 20 and G0 equals 100, and initially <strong>K0 = N</strong>, where <strong>N </strong>is the number of factors, and decreases linearly to 1.</p> <ol style="text-align: left;" start="5"> <li><strong>Discussion</strong></li> </ol> <p style="text-align: left;">In this research, the validation of the model, using the solution of the proposed model for different problems was estimated. …”
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Random Strip Peeling: A novel lightweight image encryption for IoT devices based on colour planes permutation by Kenan İnce, Cemile İnce, Davut Hanbay

“…As IoT systems become increasingly prevalent, secure and efficient data transmission becomes crucial. The proposed algorithm addresses this need by offering a robust yet resource‐efficient solution for image encryption. …”
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Learning Quantum States and Unitaries of Bounded Gate Complexity by Haimeng Zhao, Laura Lewis, Ishaan Kannan, Yihui Quek, Hsin-Yuan Huang, Matthias C. Caro

“…Given that states and unitaries appearing in nature are of bounded gate complexity, it is natural to ask if efficient learning becomes possible. In this work, we prove that to learn a state generated by a quantum circuit with G two-qubit gates to a small trace distance, a sample complexity scaling linearly in G is necessary and sufficient. …”
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On the Physical Basis for the Incomparability of NP and BQP by Vivek Kumar, Maheshwari Prasad Singh, Srikanth Radhakrishna

“…We argue that theories $\Theta^{(\mathcal{NP})}$ or $\Theta^{(\mathcal{PSPACE})}$ effectively feature degrees of nonlinearity. Thus, the linearity of quantum theory prevents complete problems in these complexity classes to be efficiently solvable on a quantum computer. …”
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SELECTION OF DESIGN SERVO-DISTRIBUTOR PARAMETERS USING MULTI-FACTOR CALCULATIVE EXPERIMENT by S. L. Goravski, E. Y. Strok, L. D. Belchik

“…Design parameters of  the  distributor  that  ensure  its  high  efficient operation have been determined with the help of  multi-factor calculative for non-linearity criteria of velocity characteristic.…”
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Continuous-Time Mean-Variance Portfolio Selection under the CEV Process by Hui-qiang Ma

“…The aim of this paper is to derive an optimal portfolio strategy and the efficient frontier. The mean-variance portfolio selection problem is formulated as a linearly constrained convex program problem. …”
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Construction and Application of Discrete-Time-Domain Framework -based Power-Grid State Space by Wei XIONG, Yue ZHANG, Jianzhong DOU, Baofeng JIANG, Lianfei SHAN

“…Compared with the traditional methods, the nonlinear components can be linearized naturally in the proposed method so as the construction of the power-grid state space is simple. …”
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Green bioanalytical method development and validation for estimation of Imeglimin hydrochloride using human plasma in pure form by LC–MS/MS by Chandni V. Chandarana, Vidhi H. Vashi, Anjana Bera, Jaiminkumar Patel

“…The environmental impact assessment utilizing the green analytical procedure index resulted in a score of 0.1, indicating minimal environmental impact, while the analytical greenness metric approach yielded a score of 0.85, indicating efficient resource utilization. Conclusion The validated LC–MS/MS method demonstrates strong linearity, accuracy, and precision, along with high stability under various conditions. …”
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Study on Microstructural Evolution and Strength Growth and Fracture Mechanism of Cemented Paste Backfill by Jian-Xin Fu, Wei-Dong Song, Yu-Ye Tan

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Method Development and Validation of Metformin Hydrochloride in Tablet Dosage Form by Kaushelendra Mishra, Himesh Soni, Govind Nayak, Sita Sharan Patel, A. K. Singhai

“…A simple, reproducible and efficient method for the determination of metformin hydrochloride (MET) was developed and validated. …”
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Operation of High-Speed Switched Reluctance Machines with a Non-Uniform Air Gap by Ryszard Palka

“…The main focus was on the analysis of the performance of machines with a linearly decreasing air gap. Intensive field calculations made it possible to provide their accurate characteristics, which were then used in simulations of various dynamic states. …”
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Fully Printed and Scalable Current and Voltage Sensors for Smart Grid Transmission Line Monitoring by Yanyun Fan, Lei Zhang, Chi Zhang, Zhengang An, Bo Li, Dachao Li

“…The current sensor is supported and insulated by polyimide, and successfully fabricates the 3D induction coil through screen printing and high-precision inkjet printing processes, achieving a sensitivity of 0.00823 mV/A and a linearity of 0.999 in 0–60 A. The voltage sensor is made of polyimide film as the substrate, and a pair of silver sensing electrodes are prepared by screen printing process, achieving a sensitivity of 0.00369 μA/V and a linearity of 0.999 in 0–1200 V, with stable output over a continuous operation of 24 h. …”
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