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

“…Additionally, the expected pressure drooping on the wavy surface is another goal of the entire study. The non-linear mathematical equations are determined by following the maximum viscosity approach. …”
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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

“…In particular, this model utilizes an Artificial Neural Network (ANN) as the baseline algorithm and incorporates physical constraints, such as a Multiple Linear Regression (MLR) model and a Vector Error Correction Model (VECM) to modify the loss function. …”
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Eating time of dairy cows: a study focusing on commercial farms by Eleonora Florit, Alberto Romanzin, Mirco Corazzin, Mauro Spanghero

“…Moving from short to long ETC, there was a linear reduction in urea, somatic cells, and body condition score. …”
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Data‐Driven Estimation of Groundwater Level Time‐Series at Unmonitored Sites Using Comparative Regional Analysis by E. Haaf, M. Giese, T. Reimann, R. Barthel

“…Abstract A new method is presented to efficiently estimate daily groundwater level time series at unmonitored sites by linking groundwater dynamics to local hydrogeological system controls. …”
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GOVERNMENT DEBTS AND ECONOMIC GROWTH NEXUS: EMPIRICAL EVIDENCE FROM EMERGING ECONOMY by Emmanuel Imuede OYASOR

“…Data was subjected to linear regression analysis which was used to estimate the parameters of the model. …”
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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 performance of LSTM is compared with other machine learning algorithm such as Decision tree (DT), Linear regression (LR) and Gradient Boosting. It was shown that the LSTM model worked better than DT and LR when the results were compared. …”
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A Complementary Metal-Oxide Semiconductor (CMOS) Analog Optoelectronic Receiver with Digital Slicers for Short-Range Light Detection and Ranging (LiDAR) Systems by Yunji Song, Sung-Min Park

“…This paper introduces an analog differential optoelectronic receiver (ADOR) integrated with digital slicers for short-range LiDAR systems, consisting of a spatially modulated P⁺/N-well on-chip avalanche photodiode (APD), a cross-coupled differential transimpedance amplifier (CCD-TIA) with cross-coupled active loads, a continuous-time linear equalizer (CTLE), a limiting amplifier (LA), and dual digital slicers. …”
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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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Rapid Separation and Determination of Metronidazole Benzoate and Other Antiprotozoal Drugs by Pressurized Capillary Electrochromatography by Sulan Liao, Qilin Weng

“…Column efficiencies of 43 000, 36 000, 34 000, 14 000, and 29 000 plates/m were obtained for metronidazole, secnidazole, tinidazole, ornidazole, and metronidazole benzoate, respectively. …”
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Monitoring and planning of local territorial development as a modelable business process: the case of Latvian municipalities by Vera Komarova, Edmunds Cizo, Timurs Boronenko

“…The relevance of the study is driven by the need to improve the efficiency of monitoring and planning processes for local territorial development, which are currently unstructured and insufficiently systematized in Latvian municipalities. …”
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Numerical and analytical investigation of vapor flows in a flat plate heat pipe: Effects of length ratio and Reynolds number by M. Johari, H.A. Hoshyar, D.D. Ganji

“…Additionally, this research presents a powerful method for solving non-linear ordinary differential equations, offering significant time savings and enabling predictive functions. …”
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Accounting and analytical support as a basis for business management of circular economy enterprises by I.V. Zamula, N.M. Maistrenko

“…One of the directions of implementation of the concept of sustainable development is the transition from the outdated model of the «linear economy», where raw materials are used once, and waste is thrown away, to the model of the «circular economy». …”
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Optimal multi‐period planning of the distribution network in the presence of wide‐spread penetration of small‐scale solar resources by Masoud Hamedi, Hossein Shayeghi, Seyedjalal Seyedshenava, Amin Safari, Abdollah Younesi, Nicu Bizon

“…Abstract This paper proposes a mixed‐integer non‐linear programming (MINLP) model for the multi‐period active low voltage (LV) distribution network expansion planning problem, which can be solved by off‐the‐shelf optimization solvers. …”
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Investigating access and use of digital tools for agriculture among rural farmers: A case study of Nkomazi Municipality, South Africa by Olorunfemi Oluwasogo David, Mamiane Thapelo Austin, Matiwane Mona Ben

“…The data were analyzed descriptively using percentages, means, and ranks, and multiple linear regression was employed to analyze the influence of the farmers’ socio-economic characteristics on their utilization of digital tools. …”
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