A Bidirectional Gated Recurrent Unit and Temporal Convolutional Network With a Self-Attention Mechanism to Improve Traffic Flow Prediction Performance by Yingying Liu, Jing Gu, Xiaoxuan Qi

“…The BiGRU captures bidirectional temporal dependencies, while the TCN enhances training efficiency and models long-sequence dependencies through parallel computation. …”
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Endowing photothermal/electrothermal superhydrophobic material with electrical insulation property for all-weather anti-icing and deicing by Deyu Li, Chengcheng Ma, Ke Liu, Junhe Miao, Shihui Wang, Hongxia Cao

“…Additionally, the sample had outstanding mechanical stability and self-cleaning ability. As a result, the developed photothermal/electrothermal superhydrophobic material with electrical insulation property can not only achieve all-day, low-energy and efficient anti-icing/deicing but also prevent the risk of current leakage during electrical heating for deicing, which shows broad application prospect in anti-icing and deicing fields.…”
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RESEARCH OF UV-PROTECTIVE ACTIVITY OF FERULIC ACID AS PART OF OINTMENT COMPOSITIONS WITH DIFFERENT PHYSICAL AND CHEMICAL PROPERTIES by I. L. Abisalova, E. P. Fyodorova, E. A. Maslovskaya

“…Cosmetics with the ability to neutralize harmful influence of ultraviolet rays on skin are quite in demand. …”
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A STacked Adaptive Residual PINN (STAR-PINN) Approach to 2D Time-Domain Magnetic Diffusion in Nonlinear Materials by Shayan Dodge, Sami Barmada, Alessandro Formisano

“…The simplicity and efficiency of STAR-PINN make it a promising solution for tackling large-scale and nonlinear challenges in computational electromagnetics.…”
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Sparse Cumulants Fitting for Direction-of-Arrival Estimation without Redundancy by Shuang Li, Xiaoxiao Jiang, Sai Ma, Yingguan Wang

“…Simulation results are presented to illustrate the effectiveness and efficiency of the proposed method.…”
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Hybrid Online and Offline Reinforcement Learning for Tibetan Jiu Chess by Xiali Li, Zhengyu Lv, Licheng Wu, Yue Zhao, Xiaona Xu

“…Experimental results show that hybrid online and offline reinforcement learning with a deep neural network can improve the game program’s learning efficiency and understanding ability for Tibetan Jiu chess.…”
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Modeling of Point Defects Annihilation in Multilayered Cu/Nb Composites under Irradiation by Sarah Fadda, Antonio Mario Locci, Francesco Delogu

“…It is shown that point defect annihilation at interfaces mostly depends on point defect diffusion. The ability of interfaces to remove point defects can be described by a simple map constructed using only two dimensionless parameters, which provides a general tool to estimate the efficiency of vacancy and interstitial removal in multilayer composite materials.…”
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Advancing Sustainable Timber Protection: A Comparative Study of International Wood Preservation Regulations and Chile’s Framework Under Environmental, Social, and Governance and Su... by Consuelo Fritz, Rosemarie Garay

“…These efforts are essential for ensuring long-term structural performance, resource efficiency, and market competitiveness.…”
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Analysis of the influence of introductory instruction time in virtual reality on the effects of the training by Szymon Łagosz, Jacek Grabowski, Vaclav Dombek

“…It was assumed that instruction efficiency would be determined by the number of mistakes committed and the time taken to successfully accomplish the test task intended to examine the course participants’ ability to use the IVR application and to apply theoretical knowledge in IVR-based practical exercises. …”
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Research and application of Gaussian coupled control bistable stochastic resonance system with independent parameter regulation by Tiantian Hou, Shangbin Jiao, Yi Wang, Nianlong Song, Jianghua Li, Wenchuan Cui

“…This optimization approach leverages the algorithm’s ability to enhance population diversity and improve convergence accuracy, thereby optimizing the system’s performance. …”
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In vitro antagonistic effects of Bacillus species against phytopathogenic fungi by Elina Maharjan, Devendra Jain, Mui-Yung Wong, Rameshwar Adhikari, Dev Raj Joshi

“…Despite several bacterial species reported as biofungicides, indigenous Bacillus species from Nepal have yet to be explored for their antifungal activity, so that they could be used as efficient biofungicides to enhance agricultural production. …”
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Consideraţii teoretice privind executarea hotărârilor CtEDO//Theoretical Considerations Regarding the Enforcement of the Judgements of the ECHR by Sorin Claude MODREANU

“…In the absence of concrete and functional instruments which possess the ability to ensure expeditious and conform enforcement of the Court`s judgements, the entirety of the conventional system would be deprived of efficiency. …”
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Harnessing macroalgae for heavy metal phytoremediation: A sustainable approach to aquatic pollution control by Ali Akbar Said, Nur Lestari Aisyah, Rizki Fazli Rahmad, Gunawan Gunawan

“…This review explores the potential of macroalgae in heavy metal phytoremediation, focusing on their ability to absorb and sequester toxic metals from contaminated aquatic environments. …”
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New, Optimized Skin Calorimeter Version for Measuring Thermal Responses of Localized Skin Areas during Physical Activity by Miriam Rodríguez de Rivera, Pedro Jesús Rodríguez de Rivera

“…Enhancements include a new holding system, more sensitive thermopiles, and an upgraded spiked heat sink for improved efficiency. In addition, we used a new, improved calorimetric model that takes into account all the variables that influence the measurement process. …”
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The Multi-Agentization of a Dual-Arm Nursing Robot Based on Large Language Models by Chuanhong Fang, Xiaotian Yue, Zhendong Zhao, Shijie Guo

“…This approach enhances the task planning capabilities of the robot and improves its efficiency in delivering nursing services.…”
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Controllable Synthesis of Zn2GeO4 Nanorods for Photocatalytic Reduction of Aqueous Cr(VI) and Oxidation of Organic Pollutants by Jin Liu, Xiaodan Jin, Yurong Shi, Mingming Qiao

“…The results indicated that the efficiency of Cr(VI) reduction was highest at pH 5.96. …”
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EML-SlowFast: A behavior recognition model for lion-head goose by Jinwei Wang, Zhiguo Du, Bin Wen, Zhihui Wu, Xudong Lin

“…The model is capable of distinguishing five basic behaviors of lion-head goose: feeding, resting, preening, standing, and walking. The Efficient Channel Attention Bottleneck (ECAbneck) module and the Large Kernel Global-Local Feature Extraction (LGLE) module are designed and incorporated into the model. …”
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Rapid diagnosis of alprazolam poisoning by Fourier transform infrared spectroscopy on saliva samples by Arezoo Mahdavinejad, Shahin Shadnia, Kiana Farhadinejad, Golrokh Farnam, Saba Arefi, Farshad H. Shirazi

“…FTIR spectroscopy is an effective method for diagnosing alprazolam toxicity in saliva samples, offering a quick, efficient, and non-invasive alternative to traditional techniques. …”
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Utility of the Health of the Nation Outcome Scales (HoNOS) in Predicting Mental Health Service Costs for Patients with Common Mental Health Problems: Historical Cohort Study. by Conal Twomey, A Matthew Prina, David S Baldwin, Jayati Das-Munshi, David Kingdon, Leonardo Koeser, Martin J Prince, Robert Stewart, Alex D Tulloch, Alarcos Cieza

“…<h4>Background</h4>Few countries have made much progress in implementing transparent and efficient systems for the allocation of mental health care resources. …”
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Detection and clinical outcome of small‐for‐gestational‐age fetuses in the third trimester—A comparison between routine ultrasound examination and examination on indication by Anna Bonnevier, Karel Maršál, Karin Källén

“…As most of the growth‐restricted fetuses are small for gestational age (SGA), an efficient antenatal screening method for SGA fetuses would have a major impact on perinatal health. …”
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