ECGNet: High-Precision ECG Classification Using Deep Learning and Advanced Activation Functions by Muhammad Abubakar, Ahsan Raza, Arfan Ali Nagra, Anas Bilal, Ahmad Alshammari, Monir Abdullah, Sahraoui Dhelim

“…These matrices reflected their ability to efficiently classify the five different classes. …”
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Design of LED Street Lighting Adapted for Free-Form Roads by Ching-Cherng Sun, Xuan-Hao Lee, Ivan Moreno, Chen-Hao Lee, Yeh-Wei Yu, Tsung-Hsun Yang, Te-Yuan Chung

“…This LED lamp delivers a roadway-shape light pattern, which maximizes illumination performance. The light is efficiently and homogeneously directed only where is needed; which reduces glare, and improves both the eye comfort and the visual discrimination ability of car drivers and pedestrians. …”
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Research progress and challenges in prevention and control of combined disasters of coal spontaneous combustion and methane in coal mine goaf by Botao QIN, Dong MA

“…Further, the corresponding research directions and contents are proposed for the efficient prevention and control of coal spontaneous combustion and gas combined disasters in goaf areas, which aims to provide reference for preventing and curbing coal spontaneous combustion and methane combined disasters in goaf areas, and ensure safe and efficient coal mining.…”
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A holistic assessment of water resources and management in the Zarrineh river sub basin using water accounting plus by Elahe Kanani, Bijan Nazari, Hossein Dehghanisanij

“…Additionally, 185.83 MCM of recoverable outflows present an opportunity for reuse, supporting more efficient water resource management. Managed agricultural areas exhibit higher water productivity (2.54 kg/m3) compared to less efficient sectors within utilized land use (1.74 kg/m3), highlighting areas for potential improvement. …”
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Assessing the Impact of Hydraulic Control Structures on Hydrodynamic Modelling in Shallow Waters by Alfonso Arrieta-Pastrana, Edwin A. Martínez-Padilla, Modesto Pérez-Sánchez, Oscar E. Coronado-Hernández, Helena M. Ramos

“…This approach offers a computationally efficient alternative that allows engineers to rapidly evaluate the impact of horizontal and vertical constrictions in shallow waters experiencing wave propagation. …”
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Status and trends of biosensor technologies for environmental monitoring of brominated flame retardants by Chiara Sarti, Laura Sforzi, Tania Martellini, Alessandra Cincinelli, Alessandra Cincinelli

“…The persistence of brominated flame retardants (BFRs) in the environment and the associated toxicological risks have made the development of efficient and rapid detection methods increasingly urgent. …”
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A Minimized Data Collection Optimization Method for Distribution Networks Considering Multiple-Time and Compressed Candidate Sets by Zhaoxiang YUAN, Zhihong XIAO, Jing WANG, Yanling YU, Yan HUANG, Xingle GAO

“…At present, the insufficient observability of distribution networks leads to the lack of energy management ability of medium and low voltage distribution networks under large-scale distributed power grid connection. …”
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Effective delivery of large genes to the retina by dual AAV vectors by Ivana Trapani, Pasqualina Colella, Andrea Sommella, Carolina Iodice, Giulia Cesi, Sonia de Simone, Elena Marrocco, Settimio Rossi, Massimo Giunti, Arpad Palfi, Gwyneth J Farrar, Roman Polishchuk, Alberto Auricchio

“…Taking advantage of AAV's ability to concatemerize, we generated dual AAV vectors which reconstitute a large gene by either splicing (trans‐splicing), homologous recombination (overlapping), or a combination of the two (hybrid). …”
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In vitro investigations of chemical composition, antibacterial, antioxidant, antidiabetic, and anti-inflammatory activities of Chromolaena odorata flower extracts by Chi Linh Tran, Kim Thien Duc Chong, Van Mai Do, Van Truong Huynh, Thi Ai Lan Nguyen

“…The extracts were more efficient against Gram-positive bacteria than Gram-negative bacteria, with minimum bactericidal concentrations ranging from 125 to 1000 µg/mL. …”
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Therapeutic Potential of Mesenchymal Stem Cell-Derived Extracellular Vesicles in the Treatment of Parkinson’s Disease by Ana Volarevic, Carl Randall Harrell, Aleksandar Arsenijevic, Valentin Djonov, Vladislav Volarevic

“…Mesenchymal stem cell-derived extracellular vesicles (MSC-EVs) have emerged as a promising therapeutic approach for treating PD due to their ability to suppress the activation of inflammatory immune cells and enhance the viability and function of dopamine-producing neurons. …”
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Real-time prediction of port water levels based on EMD-PSO-RBFNN by Lijun Wang, Shenghao Liao, Sisi Wang, Jianchuan Yin, Ronghui Li, Jingyu Guan

“…Results from simulations highlighted the model’s ability to deliver accurate predictions across various lead times. …”
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Adaptive federated learning for resource-constrained IoT devices through edge intelligence and multi-edge clustering by Fahad Razaque Mughal, Jingsha He, Bhagwan Das, Fayaz Ali Dharejo, Nafei Zhu, Surbhi Bhatia Khan, Saeed Alzahrani

“…However, one of the major challenges in such environments is the efficient selection of edge nodes and the optimization of resource allocation, especially in dynamic and resource-constrained settings. …”
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Assessing early childhood developmental functioning in the parental screening tool: an application of the Rasch model by Lucia Ráczová, Tomáš Urbánek, Erika Jurišová, Marta Popelková, Tomáš Sollár

“…Additionally, the Rasch model confirms the unidimensionality of developmental functioning, highlighting the importance of early intervention addressing.ConclusionDespite the instrument’s construct validity, significant concerns arise regarding its ability to capture children with borderline developmental functioning. …”
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Progress in Caking Mechanism and Regulation Technologies of Weakly Caking Coal by Zhaoyang Li, Shujun Zhu, Ziqu Ouyang, Zhiping Zhu, Qinggang Lyu

“…Efficient and clean utilization remains a pivotal development focus within the coal industry. …”
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Gold Kiwi-Derived Nanovesicles Mitigate Ultraviolet-Induced Photoaging and Enhance Osteogenic Differentiation in Bone Marrow Mesenchymal Stem Cells by Doyeon Kim, Chanho Lee, Manho Kim, Ju Hyun Park

“…Notably, GK-NVs were efficiently taken up by BM-MSCs without causing cytotoxicity. …”
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Deep learning based local feature classification to automatically identify single molecule fluorescence events by Shuqi Zhou, Yu Miao, Haoren Qiu, Yuan Yao, Wenjuan Wang, Chunlai Chen

“…By adjusting user-defined criteria, DEBRIS becomes the pioneer in using a deep learning model to accurately classify four different types of single-molecule fluorescence events using the same trained model, demonstrating its universality and ability to enrich the current toolbox.…”
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Advancing Life Cycle Assessment of Sustainable Green Hydrogen Production Using Domain-Specific Fine-Tuning by Large Language Models Augmentation by Yajing Chen, Urs Liebau, Shreyas Mysore Guruprasad, Iaroslav Trofimenko, Christine Minke

“…This shows that leveraging fine-tuned LLMs can empower researchers to conduct LCAs more efficiently and effectively.…”
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Automated Screening of Precancerous Cervical Cells Through Contrastive Self-Supervised Learning by Jaewoo Chun, Ando Yu, Seokhwan Ko, Gunoh Chong, Jiyoung Park, Hyungsoo Han, Nora Jeeyoung Park, Junghwan Cho

“…Our results indicate that our approach improves screening accuracy and reduces the workload for cytopathologists, contributing to more efficient cervical cancer screening programs.…”
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A SAC-Bi-RRT Two-Layer Real-Time Motion Planning Approach for Robot Assembly Tasks in Unstructured Environments by Qinglei Zhang, Siyao Hu, Jianguo Duan, Jiyun Qin, Ying Zhou

“…By training and testing in the simulation engine and comparing with SAC, DDPG and DQN algorithms, the method can avoid obstacles in dynamic and complex environments more efficiently, which verifies that the proposed hybrid method can accomplish the high-precision planning task with a high success rate.…”
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Hybrid Impedance-Based Controller Design of Grid-Connected Converter for Whole-System Stabilization of Grid-Connected DC Microgrids by Yuxin Zhu, Fei Wang, Zhengyu Lin, James Fleming

“…In addition, with the help of linear matrix inequalities, a step-by-step algorithm is developed to automatically and efficiently tune the control parameter to achieve the desired design criterion. …”
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