Comparing UNet configurations for anthropogenic geomorphic feature extraction from land surface parameters. by Sarah Farhadpour, Aaron E Maxwell

“…This research contributes valuable insights into the optimization of UNet-based models for anthropogenic geomorphic feature extraction and provides a foundation for future work aimed at improving the accuracy and efficiency of deep learning approaches in geospatial applications. …”
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Optimal Economic Dispatch and Load-Following Strategies for Nuclear Integrated Energy Systems by Athanasios Ioannis Arvanitidis, Miltiadis Alamaniotis

“…This study addresses the economic dispatch efficiency of a tightly coupled nuclear integrated energy system comprising a gigawatt-scale light water reactor, commercialized in the U.S., a high-temperature steam electrolysis unit, a district heating network, and specified electrical loads. …”
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The influence of anchoring of remote supports on the stability of mobile transport and technological machines equipped with boom lift manipulators by Lagerev A.V., Lagerev I.A.

“…The mathematical model is universal: it allows to estimate efficiency of additional anchoring irrespective of a design of outriggers and placement of anchor devices. …”
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Grid power quality enhancement by nonlinear control of voltage source inverter by Muhammad imran, zhang jianmeng, abdullah naveed, mohammad ahsan shehzad, cui guoqiang

“…Results: The synchronous reference frame theory-based controller demonstrated superior performance, with high efficiency, simplicity, and fast response. It reduced total harmonic distortion (THD) in the grid to 1.59% and 0.19% when connecting two nonlinear loads, compared to 1.66% and 1.62% for the instantaneous power theory-based controller. …”
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The Integration of the Ethical Dimension into Business Education by Monica Petcu, Eduard Dinu

“…Organisations are marked by the complexity of interdependences and non-linear feed-back whose synergetic character has a strong impact on the dynamics, de-structuring and restructuring of the socio-economic systems that these are included in, in a continuous process characterised mainly by instability and rapid changes. …”
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Multi-period superstructure optimization for CCS source-sink matching in South Sumatra industrial clusters by Osaliana Budiarto, Widodo Wahyu Purwanto, Alin Halimatussadiah, Dara Ayuda Maharsi

“…Multi-well systems further improve storage capacity and injection efficiency, particularly when injection schedules are carefully optimized. …”
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NATE: Non-pArameTric approach for Explainable credit scoring on imbalanced class. by Seongil Han, Haemin Jung

“…Logistic regression is widely used in credit scoring due to its robustness, interpretability, and computational efficiency; however, its predictive power decreases when applied to complex or non-linear datasets, resulting in reduced accuracy. …”
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Stability Analysis of an Extended Car-Following Model with Consideration of the Surrounding Leading Vehicles and the Rear Vehicle by Junyan Han, Xiaoyuan Wang, Jingheng Wang, Cheng Shen, Tinglin Chen

“…The results of theoretical and simulation analysis consistently suggest that the integration of the motion state information of the SLV and the rear vehicle can effectively stabilize the traffic flow, which means that traffic congestion can be alleviated and transportation efficiency will be improved. This research can provide references for the research fields including traffic flow theory and is of significant importance for alleviating and mitigating traffic congestion under the condition of intelligent and connected vehicle (CAV) penetration.…”
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GRU2-Net: Global response double U-shaped network for lesion segmentation in ultrasound images by Xiaokai Jiang, Xuewen Ding, Jinying Ma, Chunyu Liu, Xinyi Li

“…Furthermore, we design a Multi-Scale Linear Attention Gate to refine skip connections by emphasizing salient features and suppressing redundancy, thereby mitigating noise interference and improving decoding efficiency. …”
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A Temporal Attention-Based SARIMA-BiLSTM Residual Learning Model Tuned by Grey Wolf Optimizer for Parallel Urban Traffic Forecasting by Manas Kamal Das, Christopher Columbus Chinnappan, E. Elakiya

“…Accurate and timely traffic forecasting is essential for ensuring the efficiency, reliability, and safety of modern transportation networks. …”
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Construction of an Economically Effective System of Target Indicators for the Development of University Research Activities Considering Correlation Dependencies by D. G. Sandler, D. A. Gladyrev

“…This study is aimed to study linear correlation dependencies between the main indicators measuring the university’s publication activity and other scientometric, social and structural indicators.Materials and methods. …”
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ESG Practices and Company Value: A Literature Review by Wallace Lima, Michele Nascimento Jucá

“…Therefore, the dissemination of sustainable practices improves the efficiency of investments. Data: The initial sample consists of 303 articles that evolved into a final sample of 63 articles, obtained between 2015 and 2022, from the Web of Science and Scopus databases. …”
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Initially reactive and concentrated generalized fluid wavy flow with the applications of disorder theory and magnetic field: A computational study by Saleem Javed, Latif Ahmad

“…Specifically, such irreversibility process appearance causing a noticeable low efficiency in the relevant practical sectors. For better performance in the minimization of friction on the wavy surface, flow is dissipated in terms of heat. …”
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Fractal Fuzzy-Based Multi-criteria Assessment of Sustainability in Rare Earth Use for Hydrogen Storage by Gang Kou, Serhat Yüksel, Serkan Eti, Hasan Dinçer, Merve Acar

“…Abstract The use of rare earth elements in hydrogen storage processes offers significant advantages in terms of increasing technological efficiency and ensuring system security. However, this process also creates some serious problems in terms of environmental and economic sustainability. …”
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Sustainable manufacturing for rubber waste industries with integrated circular economy by Arzo Rani, Sakshi Tyagi, Anshika Singh, Abhinav Goel, Shubham Kumar Singh, Anand Chauhan

“…The Hessian matrix is used to optimize the non-linear model, with numerical simulations and sensitivity analysis validates its effectiveness. …”
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Construction Concrete Price Prediction Based on a Double-Branch Physics-Informed Neural Network by Kaier Shi, Ruiqing Han, Zhipeng Li, Pan Guo

“…Moreover, a comparative analysis using a traditional ANN model is conducted to verify the efficiency of the DB-PINN model, and a parameter sensitivity analysis is performed to reveal the impact of each raw material price factor and macroeconomic indicator on the construction concrete price. …”
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Eating time of dairy cows: a study focusing on commercial farms by Eleonora Florit, Alberto Romanzin, Mirco Corazzin, Mauro Spanghero

“…The study provides preliminary results for future research to better define the role of ET in the overall feed efficiency and health status of cows.…”
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Explainable AI and optimized solar power generation forecasting model based on environmental conditions. by Rizk M Rizk-Allah, Lobna M Abouelmagd, Ashraf Darwish, Vaclav Snasel, Aboul Ella Hassanien

“…The effectiveness of the proposed X-LSTM-EO model is evaluated through the use of five metrics; R-squared (R2), root mean square error (RMSE), coefficient of variation (COV), mean absolute error (MAE), and efficiency coefficient (EC). The proposed model gains values 0.99, 0.46, 0.35, 0.229, and 0.95, for R2, RMSE, COV, MAE, and EC respectively. …”
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The Need for Change: A Roadmap for the Sustainable Transformation of the Chemical Industry by Klaus Günter Steinhäuser, Markus Große Ophoff

“…Renewable electricity can replace natural gas, while green hydrogen can be used for high-temperature processes. (2) Circularity: Chemical production remains largely linear, with most products ending up as waste. Sustainable product design and improved recycling processes are crucial. (3) Non-Fossil Feedstock: To achieve greenhouse gas neutrality, oil, gas, and coal must be replaced by recycling plastics, renewable biomaterials, or CO₂-based processes. (4) Sustainable Chemical Production: Energy and resource savings can be achieved through advancements like catalysis, biotechnology, microreactors, and new separation techniques. (5) Sustainable Chemical Products: Chemicals should be designed to be “Safe and Sustainable by Design” (SSbD), meaning they should not have hazardous properties unless essential to their function. (6) Sufficiency: Beyond efficiency and circularity, reducing overall material flows is essential to stay within planetary boundaries. …”
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3D‐AJP: Fabrication of Advanced Microarchitected Multimaterial Ceramic Structures via Binder‐Free and Auxiliary‐Free Aerosol Jet 3D Nanoprinting by Chunshan Hu, Sanjida Jahan, Bin Yuan, Rahul Panat

“…The resulting structures exhibit exceptionally low linear shrinkage of 2‐6% upon sintering, spanning five orders of magnitude in length scale. …”
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