Solving Nonlinear Energy Supply and Demand System Using Physics-Informed Neural Networks by Van Truong Vo, Samad Noeiaghdam, Denis Sidorov, Aliona Dreglea, Liguo Wang

“…We design a neural network with four outputs, where each output approximates a function that corresponds to one of the unknown functions in the nonlinear system of differential equations describing the four-dimensional ESD problem. …”
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Performance of twisted tape absorber-based photovoltaic thermal systems in clockwise and counterclockwise configurations by Abdalrahman M.O. Al-Karboly, Adnan Ibrahim, Anas Al-Tarabsheh, Anwer B. Al-Aasam, Ali H.A. Al-Waeli, Ahmad Fazlizan, Kamaruzzaman Sopian

“…Exceptional peak thermal (82.36 %) and electrical efficiencies (10.5 %) indicated a significant 38 % improvement in electricity output than traditional PV systems. This study presents a novel (PVT) system that combines counterclockwise (CCW) twisted tape technology with SiC nanofluids. …”
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Parameter Distributions for the Drag‐Based Modeling of CME Propagation by Gianluca Napoletano, Raffaello Foldes, Enrico Camporeale, Giancarlo deGasperis, Luca Giovannelli, Evangelos Paouris, Ermanno Pietropaolo, Jannis Teunissen, Ajay Kumar Tiwari, Dario Del Moro

“…For each event we ran a statistical procedure to invert the model equations, producing parameters distributions as output. Our results indicate that the distributions employed in previous works were appropriately selected, even though they were based on restricted samples and heuristic considerations. …”
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Identification of Potential Type II Diabetes in a Large-Scale Chinese Population Using a Systematic Machine Learning Framework by Mingyue Xue, Yinxia Su, Chen Li, Shuxia Wang, Hua Yao

“…Combined with the risk factors selected by LR, we used a decision tree, a random forest, AdaBoost with a decision tree (AdaBoost), and an extreme gradient boosting decision tree (XGBoost) to identify individuals with T2DM, compared the performance of the four machine learning classifiers, and used the best-performing classifier to output the degree of variables’ importance scores of T2DM. …”
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Evaluating the effectiveness of public finance used for social protection of internally displaced persons by Yuriy Bilan, Halyna Yurchyk, Natalia Samoliuk, Halyna Mishchuk

“…At macrolevel of research, the integral indicator was developed based on indicators of input (financing of social protection programs), output (involvement of IDPs in social programs), activity (funding per recipient and multiplicative effect in GDP growth), mechanism (administrative costs for achieving results), and control (effectiveness of IDPs’ social protection compared to other demographic groups). …”
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Through-wall Human Pose Reconstruction and Action Recognition Using Four-dimensional Imaging Radar by Rui ZHANG, Hanqin GONG, Ruiyuan SONG, Yadong LI, Zhi LU, Dongheng ZHANG, Yang HU, Yan CHEN

“…Additionally, to address the influence of walls on signal quality, this paper introduces a deep echo domain compensator that leverages the powerful fitting performance and parallel output characteristics of deep learning, thereby reducing the computational overhead of traditional wall compensation methods. …”
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Tendon Anomaly Identification in Prestressed Concrete Beams Based on an Advanced Monitoring MEMS and Data-Driven Detection of Structural Damage by Giorgio de Alteriis, Giulio Mariniello, Tommaso Pastore, Alessia Teresa Silvestri, Giuseppe Augugliaro, Ida Papallo, Canio Mennuti, Antonio Bilotta, Rosario Schiano Lo Moriello, Domenico Asprone

“…The proposed system is preliminarily evaluated to identify the frequency of the first mode, and then the proposed methodology is validated on acceleration data collected on a 240 cm beam in three different damage configurations, achieving a high detection accuracy and showing that its output can also evaluate the damage localization.…”
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A new strong ground motion model for predicting Peak Ground Acceleration (PGA), pseudo-acceleration spectra and displacement spectra in Iran by A.R. Hajipour, H. Moghaddam

“…The distribution of residuals obtained showed no significant bias for the developed GMM. The output of this research is a GMM for Iran, which can be used to estimate the spectrum of pseudo-elastic acceleration and the spectrum of elastic and inelastic displacement.…”
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Linking altered neuronal and synaptic properties to nicotinic receptor Alpha5 subunit gene dysfunction: a translational investigation in rat mPFC and human cortical layer 6 by Danqing Yang, Guanxiao Qi, Daniel Delev, Uwe Maskos, Dirk Feldmeyer

“…They highlight a potential pharmacological target for restoring the relevant behavioral output.…”
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EgoSep: Egocentric On-Screen Sound Source Separation for Real-Time Edge Computing by Donghyeok Jo, Jun-Hwa Kim, Jihoon Jeon, Chee Sun Won

“…., off-screen sounds), improving the SNR of the test data from 3.05 dB at the input to 10.01 dB at the output. Additionally, real-time feasibility is validated on the NVIDIA Jetson Nano Developer Kit, achieving a real-time factor (RTF) of 0.17, demonstrating its practicality for wearable applications. …”
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Reduction in thermal plasticity of life history traits in response to cold selection: an experimental evolution study using Drosophila melanogaster by Rishav Roy, Rishav Roy, Aradhya Chattopadhyay, Sreebes Deb Sharma, Aharna Mondal, Payel Biswas, Payel Biswas, Shampa M. Ghosh

“…We report an experimental evolution study that examined how prolonged selection at cold vs. warm temperature impacts the thermal plasticity of traits like reproductive output, body size, and body water content in Drosophila melanogaster.MethodsWe conducted the study on two sets of large, outbred fly populations: one maintained at the standard fly rearing temperature, i.e., 25°C, and another selected at cold temperature, i.e., 17°C, for 3.5 years. …”
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Cutting tool feed drive of wafer background milling machine by E. S. Gebel, A. Yu. Popov, I. N. Drozdov

“…In order to realize the required trapezoidal law of the output link speed change, the inverse problem of kinematics solved, numerical values of the instantaneous angular velocity of the input crank and pulse control signals to the servomotor obtained.…”
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Sustainability metrics targeted optimization and electric discharge process modelling by neural networks by Muhammad Sana, Muhammad Asad, Muhammad Umar Farooq, Mehdi Tlija, Rodolfo Haber

“…An artificial neural network (ANN) has been constructed for the better prediction of output responses. Moreover, multi-response optimization through the non-dominated sorting genetic algorithm (NSGA-II) has also been performed. …”
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Analysis of the Multilevel Impact of Social Network Quality on Personality Dimensions in Purchasing by Maryam Akhavan Kharazian, Sona Shafieirad

“…Findings The innovation in this analysis lies in its multilevel execution. The output from HLM 7 software indicates multilevel relationships among the research variables. …”
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Effect of tree size attributes on fruit production and animal-mediated seed dispersal web in Melia azedarach L. (Chinaberry) in north-west Himalaya, India by Sukumaran Arun, Sasidharan Sarath, Khanduri Vinod Prasad, Suraj, Rawat Shweta, Chand Vaisakhy Prem

“…Several factors influence fruit production in trees, and the fluctuations in fruit output directly affects the population and diversity of frugivores in that area. …”
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Design and Test of a Cone Dielectric Elastomer Actuator Driving Hopping Robot by Yunguang Luan, Huaming Wang, Ling Zhou, Haichao Song

“…However, they are often limited by their low output power, which can make their integration into dynamic systems like hopping robots particularly challenging. …”
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Gradual Application of Potassium Fertilizer Elevated the Sugar Conversion Mechanism and Yield of Waxy and Sweet Fresh-Eaten Maize in the Semiarid Cold Region by Li Yang, Yu Xin Chi, Yu Feng Wang, Muhammad Zeeshan, Xun Bo Zhou

“…Heilongjiang province is a semiarid cold region with the annual output of 3.35 billion ears, and the demand for fresh eaten maize is increasing in the region. …”
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Conducting polymer-based electrochemical sensors: Progress, challenges, and future perspectives by Aashutosh Dube, Shweta J. Malode, Abdullah N. Alodhayb, Kunal Mondal, Nagaraj P. Shetti

“…They can also be made more accessible with precise control and data output by following specific methodologies. Utilizing green and sustainable conducting polymers can be crucial in advancing eco-friendly practices in the future. …”
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Kinematic calculation of micro mirror elements in micro electro-mechanical systems (MEMS) by D. I. Chernyavsky, D. D. Chernyavsky

“…Thus, the micromirror performs the function of a switch of input optical channels, connecting in various combinations certain input or output elements of the microcircuit for further processing. …”
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Optimal sizing and performance assessment of stand-alone PV systems using optimum hybrid sizing strategy by Mohamad Abed, Amarendra Reddy B, T.R. Jyothsna, Nabil Mohammed

“…Results confirm that the designed SAPVS meets technical requirements, with steady-state and dynamic performances assessed through graphical analyses of electrical characteristics, power flow, and output curves.…”
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