Formulating genome‐scale kinetic models in the post‐genome era by Neema Jamshidi, Bernhard Ø Palsson

“…While progress has been made with statistical and structural methods, large‐scale systems have remained refractory to dynamic model building by traditional approaches. …”
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Heart Signal Analysis Using Multistage Classification Denoising Model by Ravi Raj Choudhary, Mamta Rani, Ranjit Kaur, Mahendra Bhadu

“…This method produced comparable results, with a 98.9% classification accuracy for signals, through the utilization of the CNN and LSTM model. …”
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Models of the Impact of Socio-Economic Shocks on Higher Education Development by Olena Rayevnyeva, Volodymyr Ponomarenko, Silvia Matusova, Kostyantyn Stryzhychenko, Stanislav Filip, Olha Brovko

“…To assess the impact of socio-economic shocks on the HES, the time-series decomposition method and cross-spectral analysis were used. …”
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Reviewing the complexity of endogenous technological learning for energy system modeling by Johannes Behrens, Elisabeth Zeyen, Maximilian Hoffmann, Detlef Stolten, Jann M. Weinand

“…This can be improved by the application of methods such as temporal or spatial aggregation, decomposition methods, or the clustering of technologies. …”
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Personnel management on the basis of the competence model formation in lean production by G. V. Karamushko, N. G. Maskova

“…The purpose of the research is to develop and improve human resources of an organization by using a competence model in the field of lean production. The following methods are used: methods of generalization, comparative analysis, induction, decomposition, formalization, and modeling. …”
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Design of experiments for the stochastic unit commitment with economic dispatch models by Nahal Sakhavand, Jay Rosenberger, Victoria C.P. Chen, Harsha Gangammanavar

“…Typically, a sample average approximation of the true problem is solved using a cutting plane method (such as the L-shaped method) or scenario decomposition (such as Progressive Hedging) algorithms. …”
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A High-Resolution Spectral Analysis Method Based on Fast Iterative Least Squares Constraints by Yanyan Ma, Haixia Kang, Weifeng Luo, Yunxiao Zhang, Lintao Luo

“…High-resolution time–frequency decomposition is one of the key methods for identifying sedimentary layers. …”
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An Adaptive Multi-Fidelity Surrogate Model for Uncertainty Propagation Analysis by Wei Xiao, Yingying Shen, Jiao Zhao, Luogeng Lv, Jiangtao Chen, Wei Zhao

“…To quantify the uncertainties in multi-dimensional flow field correlated responses caused by uncertain model parameters, this paper presents an adaptive multi-fidelity model based on gappy proper orthogonal decomposition (Gappy-POD), which integrates the two conventional approaches for enhancing the efficiency of surrogate modeling, namely, multi-fidelity modeling and adaptive sampling algorithms. …”
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A New Hybrid Model for Underwater Acoustic Signal Prediction by Guohui Li, Wanni Chang, Hong Yang

“…Aiming at the difficulty in underwater acoustic signal sequence prediction, a new hybrid prediction model for underwater acoustic signal is proposed in this paper, which combines the advantages of variational mode decomposition (VMD), artificial intelligence method, and optimization algorithm. …”
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Empirical Reduced-Order Modeling for Boundary Feedback Flow Control by Seddik M. Djouadi, R. Chris Camphouse, James H. Myatt

“…Specifically, the proper orthogonal decomposition (POD) of a high dimension system as well as frequency domain identification methods are discussed for initial model construction. …”
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ANALYSIS OF MATHEMATICAL MODELS USED FOR ECONOMETRICAL TIME SERIES FORECASTING by D. A. Petrusevich

“…The further research is going to target the trend - seasonal - noise decomposition of time series. Statistical packages which are often in use have got different methods to compute the ARIMA coefficients. …”
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Integration and Modeling of Multi-Energy Network Based on Energy Hub by Min Mou, Yuhao Zhou, Wenguang Zheng, Yurong Xie

“…Based on the physical characteristics of energy systems such as power systems, thermal systems, and gas systems, this article studies the comprehensive power flow model including the electric-gas-thermal multi-energy coupling network and proposes the power flow decomposition of the energy supply subsystem and its applicable equation based on Newton–Raphson method. …”
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The Riemann Problem for the Blood Flow Model with Body Force Term by Wancheng Sheng, Shufang Xu

“…By a transformation, the system can be transformed into the nonreducible blood flow model. The existence of the simple wave solutions to the nonreducible blood flow model is obtained by the method of characteristic decomposition. …”
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Chemical reaction mechanisms and models of energetic materials: A perspective by Li Meng, Qing-guan Song, Chuang Yao, Lei Zhang, Si-ping Pang

“…This perspective first presents both EMs’ reaction mechanisms revealed via multiscale simulations and experimental methods, including thermal decomposition, shock initiation, and post combustion. …”
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Fault analysis of chemical equipment based on an improved hybrid model. by Wu Huiyong, Kuan Jiang, Wang Yanyu

“…The method combines Variational Mode Decomposition (VMD), Least Mean Squares (LMS) processing, an asymmetric attention mechanism, and a pre-activation ResNet-BiGRU model to create an efficient framework for multimodal data fusion and analysis. …”
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Architecture modeling of satellite Internet simulation platform based on MBSE by LI Hongguang, LIU Yaoqi, ZHOU Yiqing, SHI Jinglin

“…The model-based systems engineering (MBSE) method was proposed to model the architecture of satellite Internet simulation platform. …”
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Numerical Analysis of Fractional Order Epidemic Model of Childhood Diseases by Fazal Haq, Muhammad Shahzad, Shakoor Muhammad, Hafiz Abdul Wahab, Ghaus ur Rahman

“…The fractional order Susceptible-Infected-Recovered (SIR) epidemic model of childhood disease is considered. Laplace–Adomian Decomposition Method is used to compute an approximate solution of the system of nonlinear fractional differential equations. …”
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Computational Analysis of Complex Population Dynamical Model with Arbitrary Order by Fazal Haq, Kamal Shah, Ghaus ur Rahman, Yongjin Li, Muhammad Shahzad

“…By using Laplace Adomian decomposition method (LADM), we construct a base function and provide deformation equation of higher order in a simple equation. …”
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Influence maximization algorithm of social networks based on Transformer model by YU Shuke, YAO Yao, YAN Chenxue

“…Firstly, the high influential nodes of the society network were selected based on the k-shell decomposition method. Seconcly, the topology structure information and connection framework information of the candidate nodes were discovered by use of the random walk strategy. …”
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Modelling Friction-Induced Dynamic Instability Dedicated for Isogeometric Formulation by P. Mohanasundaram, K. Shimoyama, F. Gillot, S. Besset

“…We focus on a variational formulation-based contact formulation without domain decomposition which is computationally efficient with small sacrifice in accuracy, where we imply that the dynamical response can be robustly modelled with the given accuracy. …”
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