Detection and Classification of Dress Code Violations in Educational Environments Using Deep Learning by Aminu Suleiman Bashir, Ahmed Ibrahim Mahmud, Muhammad Yahya

“…The result achieved demonstrates that the model works efficiently, reaching a training accuracy of 98% and a validation accuracy of 96%, and with overall scores for precision, recall, and F1-score exceeding 97%, thereby proving its effectiveness in different dress code categories. …”
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Enhanced capacitive deionization performance using Mn-doped activated carbon electrodes for energy-efficient brackish water desalination by Nasser A. M. Barakat, Eman Ashour, Yasmin T. Sayed

“…The highest electrosorption capacity was achieved at +1.2 V with 0.1 M NaCl, where Mn-AC exhibited a 33% higher adsorption efficiency than pristine AC. These findings highlight the potential of Mn-AC as an efficient electrode material for high-performance CDI applications, providing a sustainable and scalable solution for water desalination.…”
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ViT–KAN Synergistic Fusion: A Novel Framework for Parameter- Efficient Multi-Band PolSAR Land Cover Classification by Songli Han, Dawei Ren, Fan Gao, Jian Yang, Hui Ma

“…The proposed method significantly enhances the model’s generalization capability across different band combinations. The experimental results on the quad-band (P/L/C/X) Hainan PolSAR dataset, acquired by the Aerial Remote Sensing System of the Chinese Academy of Sciences, show that the proposed framework achieves an overall accuracy of 96.24%, outperforming conventional methods in both accuracy and parameter efficiency. …”
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A Study of Deep Learning Models for Audio Classification of Infant Crying in a Baby Monitoring System by Denisa Maria Herlea, Bogdan Iancu, Eugen-Richard Ardelean

“…This study investigates the ability of well-known deep learning models, such as ResNet and EfficientNet, to perform audio-based infant cry detection. …”
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TLDDM: An Enhanced Tea Leaf Pest and Disease Detection Model Based on YOLOv8 by Jun Song, Youcheng Zhang, Shuo Lin, Huijie Han, Xinjian Yu

“…Finally, a novel detection head structure, termed EfficientPHead, is proposed to maintain detection performance while improving computational efficiency and reducing parameters which leads to inference speed acceleration. …”
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Energy-Efficient on-Board Radio Resource Management for Satellite Communications via Neuromorphic Computing by Flor Ortiz, Nicolas Skatchkovsky, Eva Lagunas, Wallace A. Martins, Geoffrey Eappen, Saed Daoud, Osvaldo Simeone, Bipin Rajendran, Symeon Chatzinotas

“…To benchmark the performance of the proposed model, we implement conventional Convolutional Neural Networks (CNN) on a Xilinx Versal VCK5000, and provide a detailed comparison of accuracy, precision, recall, and energy efficiency for different traffic demands. Most notably, for relevant workloads, Spiking Neural Networks (SNNs) implemented on Loihi 2 yield higher accuracy, while reducing power consumption by more than <inline-formula> <tex-math notation="LaTeX">$100\times $ </tex-math></inline-formula> as compared to the CNN-based reference platform. …”
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Automated and Enhanced Classification of Persea Americana Using Optimized Deep Convolutional Neural Networks With Improved Training Strategies for Agro-Industrial Settings by Oscar Vera, Jose Cruz, Severo Huaquipaco, Wilson Mamani, Victor Yana-Mamani, Saul Huaquipaco

“…The agro-industrial sector faces significant challenges in product classification, which directly affect product quality, production efficiency and food safety. This paper proposes a machine learning model that correctly identifies the different attributes of Persea americana. …”
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Lightweight and Low-Parametric Network for Hardware Inference of Obstructive Sleep Apnea by Tanmoy Paul, Omiya Hassan, Christina S. McCrae, Syed Kamrul Islam, Abu Saleh Mohammad Mosa

“…Using each type of convolution, three different models were developed using ECG, SpO₂, and model fusion. …”
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Socially Acceptable Feed Formulations May Impact the Voluntary Feed Intake and Growth, but Not Robustness of Nile Tilapia (<i>Oreochromis niloticus</i>) by Rodrigo Mendes, Paulo Rema, Jorge Dias, Ana Teresa Gonçalves, Rita Teodósio, Sofia Engrola, Francisco J. Sánchez-Vázquez, Luís E. C. Conceição

“…In order to potentially mitigate these concerns, feed formulations could be based on eco-efficient (circular economy-driven) or organic ingredients. …”
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Performance analysis in won and lost matches and the predictors of goal difference and match outcome in Women’s Handball European Championship 2022 by Paweł Krawczyk, Anna Kupczak, Joanna Pergoł, Aleksandra Julia Hejnosz

“…Abstract The aim of this study is determine whether there are differences in performance analysis in matches won and lost at the 2022 European Women’s Handball Championship, and which actions are predictors of goal difference and match outcome. …”
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Advanced Fitted Mesh Finite Difference Strategies for Solving ‘n’ Two-Parameter Singularly Perturbed Convection–Diffusion System by Jenolin Arthur, Joseph Paramasivam Mathiyazhagan, George E. Chatzarakis, S. L. Panetsos

“…This paper proposes a robust finite difference method on a fitted Shishkin mesh to solve a system of <i>n</i> singularly perturbed convection–reaction–diffusion differential equations with two small parameters. …”
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Multi-omics profiling of hepatic macromolecules in laying hens with difference feed intake: Mechanistic insights into antioxidant capacity modulation by Zhouyang Gao, Yuchen Jie, Yuhui Qin, Xianli Liu, Chuanwei Zheng, Guoming Ma, Yan Wu, Songchuan Fu, Xiangrui Meng, Guiyun Xu

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Fast SAR Image Change Detection Using Bayesian Approach Based Difference Image and Modified Statistical Region Merging by Han Zhang, Weiping Ni, Weidong Yan, Hui Bian, Junzheng Wu

“…Experimental results show that the proposed method is superior in both the change detection accuracy and the operation efficiency.…”
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Difference in single-leaf and whole-plant photosynthetic response to light under steady and non-steady states in Arabidopsis thaliana by Kazuma Sakoda, Atsushi Sakurai, Sousuke Imamura

“…On the other hand, light response analysis for steady-state photosynthesis showed a higher apparent quantum yield in the whole plant than in the single leaf. This difference might be attributed to the difference in the efficiency of light absorption and/or utilization of absorbed light among the leaves at different ages.…”
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Optimal Design and Experimental Verification of Heat Transfer Capacity of Heat Exchanger of in Large Temperature Difference Air Handling Unit by Xu Yanni, Zhuo Mingsheng, Zhang longai, He Weiguang

“…A chilled water system with large temperature difference is essential for the economical operation of air conditioning. …”
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Difference in group size and age structure of African elephant in the nutrient-rich Serengeti and nutrient-poor Mikumi savannas in Tanzania by Rosemary Peter Mramba, Agnes Carol Kisanga

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Finite difference simulation of natural convection of two-phase hybrid nanofluid along a vertical heated wavy surface by Shapla Akter, Amzad Hossain, Md. Mahadul Islam, Md. Mamun Molla

“…This study employs finite difference modelling to investigate the natural convection of a two-phase hybrid nanofluid consisting of Al[Formula: see text]O[Formula: see text] and Cu nanoparticles dispersed in water along a vertically heated wavy surface. …”
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Study on the Flow Mechanism of Shale Oil with Different Injection Media by Lanlan Yao, Zhengming Yang, Haibo Li, Bo Cai, Chunming He, Debin Xia

“…Compared with tight sandstone with similar permeability, shale had lower oil displacement efficiency. The findings of this study can help for better understanding of the influence of different injection media on shale oil recovery effect.…”
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Differences in foraging behavior in wild and pen‐raised northern bobwhites by Jacob F. Jung, Steven E. Hayslette

“…Wild bobwhites foraged more efficiently than did pen‐raised bobwhites, with foraging efficiency of wild bobwhites increasing in risky patches. …”
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Analysis of Different Formulations of Cellulose-grafted Hydrogels in the Dehydration of Biodiesel by Giovana Almenara, Bianca Estevam, Isadora Perez, Patricia Fregolente, Maria Regina Wolf Maciel, Leonardo Fregolente

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