Physics-Informed Neural Networks for Heat Pump Load Prediction by Viorica Rozina Chifu, Tudor Cioara, Cristina Bianca Pop, Ionut Anghel, Andrei Pelle

“…The physics-informed models combine the monitored observed data with theoretical knowledge of heat pumps and directly integrate physical constraints, allowing for better generalization and reducing the dependence on large volumes of data. …”
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Separation Time of Aluminothermic Reduction Products for Sustainable Silicon Production [version 2; peer review: 2 approved] by Óscar Crego, Javier Bullón, Dolores Gómez, José Luis Ferrín, Luis Javier Pérez-Pérez, Iván Martínez

“…This separation process is analyzed through mathematical modelling and numerical simulation, as it is of industrial interest to know how much time it takes for Si and CaO – Al2O3 slag to separate once the process has ended. Generally, a multiphase flow model is used to estimate the separation time of the two components once aluminothermic reduction has ended. …”
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Extra-conventional strengthening mechanisms in non-recrystallized grains of an extruded Mg-Gd-Zr alloy by Qiang Yang, Shuhui Lv, Kai Guan, Zefeng Xie, Xin Qiu

“…Mg-RE (RE = rare earth) based alloys generally exhibit outstanding mechanical properties. …”
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A mixed method evaluation of ecosystem services and services-to-ecosystems illuminates culturally important trees in a settled landscape by Jacqueline Hamilton, Murray M. Humphries, Elena M. Bennett

“…We found that tree abundance generally correlated with cultural emphasis. Maple was the most biophysically abundant and culturally important tree, associated with the greatest diversity of ecosystem services. …”
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Personality and education: associations between personality dimensions, academic field of study, and performance in upper secondary school and higher education by Mikkel M. Thørrisen, Talieh Sadeghi

“…Associations between personality and academic performance were generally weak and differed somewhat between academic fields of study. …”
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Application Calibration Based on Energy Consumption Model in Optimal Design of Green Buildings by Feiran Xue, Jingyuan Zhao

“…Through the survey, it can be seen that corporate executives generally have a sense of sustainable development and pay more attention to sustainable competition and the green development of enterprises. …”
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Genesis Analysis and Stability Evaluation of Karst Area in the Mudengdong Village Based on the Geological Investigation and Numerical Simulation Methods by Hanhua Xu, Kuiming Liu, Wenlian Liu, Chun Zhu, Sitao Zhu, Jiaxiang Dong

“…Moreover, the karst generally has a vertical form and is in the early karst stage of development; (2) surface rainwater infiltration, earthquakes, and load pressure are the three major factors that affect karst collapse in the study area; (3) by simulating the development of karst caves and the bearing capacity of the karst roof in the goaf structure under different conditions, it is recommended that only civil buildings with not more than three floors can be built in the village. …”
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Influence of Non-Structural Localized Inertia on Free Vibration Response of Thin-Walled Structures by Variable Kinematic Beam Formulations by Alfonso Pagani, Francesco Zangallo, Erasmo Carrera

“…According to CUF, kinematic fields can be formulated either as truncated Taylor-like expansion series of the generalized unknowns or by using only pure translational variables by locally discretizing the beam cross-section through Lagrange polynomials. …”
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Prediction of Hourly PM2.5 and PM10 Concentrations in Chongqing City in China Based on Artificial Neural Network by Qingchun Guo, Zhenfang He, Zhaosheng Wang

“…These two training functions have good generalization ability and can meet the needs of hourly PM2.5 and PM10 prediction. …”
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On the interaction between implicit statistical learning and the alternation advantage: Evidence from manual and oculomotor serial reaction time tasks. by Arianna Compostella, Marta Tagliani, Maria Vender, Denis Delfitto

“…These findings are also discussed with respect to the presence of two (possibly interacting) parsing strategies: statistical generalizations on the string vs. local hierarchical reconstruction.…”
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Prediction of Chaotic Time Series Based on BEN-AGA Model by LiYun Su, Fan Yang

“…The brain emotional network model has stronger nonlinear calculation ability and generalization ability. Next, we use the adaptive genetic algorithm to optimize the parameters of the brain emotional network model. …”
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The use of peer questioning in foreign language classes at university by Elena A. Kurchenkova

“…Methods such as review and theoretical analysis of scientific literature, generalization of scientific information, and experimental method were used as research tools. …”
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Factors Influencing Post-Study Employment by International Graduates of Regional Universities (Case of Northwestern Federal District of the Russian Federation) by M. Yu. Makhotaeva, O. A. Bakumenko

“…Eight variants of educational migrants’ migration trajectories are identified and described as a combination of two choices: educational and career mobility. Based on the generalization of Russian and foreign approaches, factors of international graduates’ career mobility choice at national, regional, sectoral, university, and individual levels are systematized. …”
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The global, regional burden of pancreatic cancer and its attributable risk factors from 1990 to 2021 by Weidong Yu, Danyi Zhou, Fanhao Meng, Jinjing Wang, Bo Wang, Jianling Qiang, Lijun Shen, Maofeng Wang, Hezhi Fang

“…Conclusions Results of this study suggest that the burden of pancreatic cancer is increasing generally, therefore, more attention and measures should be taken to cope with this situation.…”
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Fast binary logistic regression by Nurdan Ayse Saran, Fatih Nar

“…This computational efficiency is crucial in developing a generalized model that requires repeated training over various parameters to balance bias and variance. …”
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Question Wording Matters in Measuring Frequency of Fear of Crime: A Survey Experiment of the Anchoring Effect by Aubrey L. Etopio, Emily R. Berthelot

“…These findings have important implications for measuring fear of crime and for survey methodology generally. We advise against asking about the frequency of fear of crime because such questions will lead participants to anchor and adjust. …”
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Further Developments of Bessel Functions via Conformable Calculus with Applications by Mahmoud Abul-Ez, Mohra Zayed, Ali Youssef

“…With this in hand, we discuss the solutions of a generalized class of fractional kinetic equations associated with the CFBFs in view of our proposed fractional Laplace transform. …”
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How do agricultural polders modulate nutrient dynamics under extreme flooding: Insights for water management in lowland areas by Hui Xie, Yunliang Li, Meiqi Shang, Jianwei Dong, Xiaoxian Tang, Nengsheng Wan, Yang Wang, Xijun Lai

“…However, such increase had little impact on the water quality of receiving rivers which showed generally better water quality than in early flood rising period. …”
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Associations of personality traits with actigraphic sleep in middle-aged and older adults by Jill A. Rabinowitz, Yijun Zhou, Diefei Chen, Yiwei Yue, Darlynn M. Rojo-Wissar, Yang An, Sarah Wanigatunga, Jennifer A. Schrack, Vadim Zipunnikov, Eleanor M. Simonsick, Antonio Terracciano, Paul T. Costa, Luigi Ferrucci, Adam P. Spira

“…We observed numerous interactions of personality with sex and age, with stronger personality-sleep associations generally present at younger ages (i.e., aged 50–60 vs. 70–80) and sex differences in associations. …”
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Tribological degradation and corrosion of grinding disc wear contaminants in food by Segun Isaac Talabi, Ismaila Idowu Ahmed, Raheem Abolore Yahya, Taiwo Yahaya, Jeleel Adekunle Adebisi, Rasheedat Modupe Mahamood, Jamiu Kolawole Odusote, Mariam Kehinde Sulaiman, Lawrence Aderemi Olatunji, Sulaiman Abdulkareem

“…Results showed that all discs, irrespective of the manufacturing process generated varying amounts of metallic contaminants in different morphologies. Generally, dry grinding generated significantly higher quantities of metallic contaminants than wet grinding. …”
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