Advancing the design of gold nanomaterials with machine-learned potentials by Kithma Sajini, Caroline Desgranges, Jerome Delhommelle

“…The design of nanomaterials with optimal properties hinges on our ability to understand and control their structure-function relationship, which has remained a challenge so far. …”
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Harnessing hybrid perception on multi-scale features for hand-foot-mouth disease multi-region prediction based on Seq2Seq. by Bingbing Lei, Xuanjun Zhu, Tao Zhou, Yuxi Zhang

“…Additionally, the model performs well on single-region data from a city in southern China, confirming its strong generalization ability.…”
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Automating Attack and Defense Strategies in Cybersecurity by Ionut LATES, Catalin BOJA

“…Organizations can enhance the efficiency and accuracy of their cybersecurity assessment process by using a Cyber Range scenario automation platform. …”
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Tea seedlings growth promotion by widely distributed and stress-tolerant PGPR from the acidic soils of the Kangra valley by Rishu Thakur, Praveen Rahi, Ashu Gulati, Arvind Gulati

“…Five highly efficient PGPR also showed robust growth under different abiotic stresses under controlled conditions. …”
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Research on X-Ray Weld Defect Detection of Steel Pipes by Integrating ECA and EMA Dual Attention Mechanisms by Guanli Su, Xuanhe Su, Qunkai Wang, Weihong Luo, Wei Lu

“…Secondly, the Efficient Channel Attention (ECA) attention mechanism is embedded before the Spatial Pyramaid Pooling Fast (SPPF) layer to enhance the model’s ability to extract small targets and key features. …”
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Prediction of Temperature Distribution with Deep Learning Approaches for SM1 Flame Configuration by Gökhan Deveci, Özgün Yücel, Ali Bahadır Olcay

“…The training and validation processes for both models were conducted using 80% of the CFD data for training and 20% for testing, which helped assess their ability to generalize new input conditions. In the secondary approach, similar to the first approach, studies were conducted with different deep learning models, namely Res-Net, Efficient Net, and Inception Net, to evaluate model performance. …”
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Comprehensive Review on Evaporative Cooling and Desiccant Dehumidification Technologies for Agricultural Greenhouses by Fakhar Abbas, Muhammad Sultan, Muhammad Wakil Shahzad, Muhammad Farooq, Hafiz M. U. Raza, Muhammad Hamid Mahmood, Uzair Sajjad, Zhaoli Zhang

“…The results show that the MEC system effectively reduces the ambient temperature up to the ideal range while maintaining the humidity ratio, and both dehumidification systems effectively reduce the humidity level and improve evaporative cooling efficiency. The integrated systems and hybrid systems have the ability to increase energy efficiency and controlled climatic stability in greenhouses. …”
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Effect of Cutting Phenological Stage, Chemical Treatments, and Substrate on Rooting Softwood Cuttings of Tree Peony by Dongli Li, Fangyun Cheng, Xiwen Tao, Yuan Zhong

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Dynamic Connectivity Hub: Multiple ISPs Smart Aggregation for Optimized IoT Connectivity by Hany Ali, Mohamed A. Abouelatta, Khaled Y. Youssef

“…Extensive simulations demonstrate that the DCH outperforms traditional static ISP models in terms of latency reduction, cost efficiency, and resilience to outages. Validation through MATLAB simulations highlights the DCH’s ability to outperform baseline models by demonstrating a 50% reduction in latency, a 25% improvement in data rate allocation, and a 20% reduction in operational costs compared to traditional static models. …”
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FGA-Corn: an integrated system for precision pesticide application in center leaf areas using deep learning vision by Zhongqiang Song, Zhongqiang Song, Wenqiang Li, Xuehang Song, Shun Li

“…Building on the YOLOv8n framework, a more efficient GHG2S backbone generated by HGNetV2 enhanced with GhostConv and SimAM is proposed for feature extraction. …”
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Performance of Fine-Tuning Techniques for Multilabel Classification of Surface Defects in Reinforced Concrete Bridges by Benyamin Pooraskarparast, Son N. Dang, Vikram Pakrashi, José C. Matos

“…EfficientNet-B3 showed the best-balanced Precision (0.935) and perfect Recall (1.000) in background classification, indicating its ability to distinguish defect-free areas from structural damage. …”
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Electro-Active continuous flax fiber-reinforced epoxy shape memory biocomposites with enhanced mechanical strength for self-shaping multifunctional architectural applications by Asmaa Hassan, Yağmur Bulut, Seyedehgelareh Sanei, Hanaa Dahy

“…Electro-active shape memory composites have recently gained interest for their ability to return to predefined shapes through Joule heating, offering more controllable alternatives to conventional thermal activation. …”
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Optimizing CNN-Based Diagnosis of Knee Osteoarthritis: Enhancing Model Accuracy with CleanLab Relabeling by Thomures Momenpour, Arafat Abu Mallouh

“…<b>Results:</b> The final EfficientNetB5 model, trained on the preprocessed and Cleanlab-remediated data, achieved an overall accuracy of 82.07% on the test set. …”
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Cutting of Siliceous Dolomite by Special-Shaped PDC Cutter under Confining Pressure by Tian Wanqing, Liu Weiji, Qin Dehong, Liu Chenglong, Wang Haitao, Hu Hai

“…The rock breaking ability of conical cutter is most affected by confining pressure. …”
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The protective effect of trehalose and monosodium glutamate on yeast viability and antagonistic properties during freeze-drying by Joanna Krzymińska, Jolanta Kowalska

“…Preventive treatments were more efficient than intervention. The leaf colonization ability and biocontrol efficacy of yeast isolates against B. cinerea post-freeze-drying offer promising solutions in sustainable agriculture. …”
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Isolation and evaluation of Cyberlindnera fabianii strains to improve cigar tobacco leaves fermentation effect by Sida Guo, Sida Guo, Yasen Li, Yasen Li, Zhen Yang, Zhen Yang, Qianying Zhang, Pinhe Li, Pinhe Li, Zhongrong Jiang, Jiabao Zhang, Yu Cao, Zhengcheng Zhang, Zhengcheng Zhang, Dongliang Li

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How to Develop Parent-child Family Rehabilitation for Deaf Babies by Guihua LIANG

“…The hearing sensitivity of babies got much better since their response to the sound of low-mid frequency instrument and human voice was increasingly sensitive.Conclusion:Effective training of parent-child family rehabilitation for deaf babies, which could provide efficient technical support for the parents, and shorten the recovery time of babies.…”
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Enhancing stock index prediction: A hybrid LSTM-PSO model for improved forecasting accuracy. by Xiaohua Zeng, Changzhou Liang, Qian Yang, Fei Wang, Jieping Cai

“…PSO-LSTM model leveraging PSO's efficient swarm intelligence and strong optimization capabilities is proposed in this article. …”
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Replicating Human Perception of Proximity by GABRIEL DIETZSCH, ELCIO HIDEITI SHIGUEMORI

“…Using a DenseNet model trained on a synthetic dataset of graphical representations, the study evaluates the network's ability to classify visual proximity relationships without explicit distance computation. …”
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Optimized Green Unrelated Parallel Machine Scheduling Problem Subject to Preventive Maintenance by Najat Almasarwah

“…Manufacturing areas typically conduct machine maintenance to prevent early failures and to ensure a safe working environment and efficient production. In this study, the green unrelated parallel machine scheduling problem (GUPMSP) is studied. …”
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