Analysis of Cardiac Arrhythmias Based on ResNet-ICBAM-2DCNN Dual-Channel Feature Fusion by Chuanjiang Wang, Junhao Ma, Guohui Wei, Xiujuan Sun

“…When evaluated on the MIT-BIH database, our method achieves a classification accuracy of 97.80%. …”
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Application of the Non-Hermitian Singular Spectrum Analysis to the Exponential Retrieval Problem by D. J. Nicolsky, G. S. Tipenko

“…Efficiency of the proposed and existing methods is compared on the set of examples, including the white Gaussian and auto-regressive model noise. …”
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Applications of the addition of hydrogen peroxide solution on methane premixed combustion by Annas Fauzy, Guan-Bang Chen, Ta-Hui Lin

“…The flame speed was measured using the flame area method with the unburned gas temperature of 423 K. …”
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CoTD-VAE: Interpretable Disentanglement of Static, Trend, and Event Components in Complex Time Series for Medical Applications by Li Huang, Qingfeng Chen

“…Furthermore, existing time series disentanglement methods, including traditional trend or seasonality decomposition techniques, struggle to adequately separate clinically crucial specific components: static patient characteristics, condition trend, and acute events. …”
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FINANCIAL AND LEGAL SUPPORT OF INNOVATIVE ACTIVITY by V. P. Shestak, I. G. Tyutyunnik

“…The authors used a systematic method of study, by gradual decomposition of the ‘innovation chain’ into the individual phases of the process. …”
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An analysis of the impact of administrative approval reform on the technological complexity of manufacturing exports. by Tingting Jiang, Zhibin Zhang

“…The reform's effects are particularly pronounced for non-state-owned enterprises and firms located in coastal and port cities, as revealed by a heterogeneity analysis. Furthermore, a decomposition of city-level export technological complexity using the DOP method shows that improved inter-firm resource allocation-by shifting market share from firms with lower technological complexity to those with higher technological complexity-serves as the primary mechanism driving the observed improvements at the city level. …”
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A quantum chemical study on the effect of titanium dioxide modification with non-metals on its spectral characteristics by O. V. Smirnova, A. G. Grebenyuk, V. V. Lobanov

“…Spectral manifestations of carbon impurities in titanium dioxide in the form of carbide and carbonate, as well as sulfur in the forms of sulfite, sulfide, and sulfate, have been studied by the density functional theory method. A Ti14H22O39 cluster model was chosen for the titanium dioxide matrix. …”
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Unified Dynamic Dictionary and Projection Optimization With Full-Rank Representation for Hyperspectral Anomaly Detection by Hongran Li, Chao Wei, Yizhou Yang, Zhaoman Zhong, Ming Xu, Dongqing Yuan

“…Traditional reconstruction based methods model the background using a predefined static background dictionary and low-rank representation coefficients. …”
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Advanced Solar Irradiance Forecasting Using Hybrid Ensemble Deep Learning and Multisite Data Analytics for Optimal Solar-Hydro Hybrid Power Plants by Sudharshan Konduru, Naveen C., Jagabar Sathik M.

“…A novel hybrid decomposed residual ensembling model for deep learning (SBLTSRARW) using models such as autoregressive integrated moving average (ARIMA) and seasonal-trend decomposition using loess (STL) along with prediction and optimization models such as Bidirectional LSTM (Bi-LSTM), and Whale Optimization Algorithm (WOA) methods are used to predict the irradiances. …”
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A Novel Open Circuit Fault Diagnosis for a Modular Multilevel Converter with Modal Time-Frequency Diagram and FFT-CNN-BIGRU Attention by Ziyuan Zhai, Ning Wang, Siran Lu, Bo Zhou, Lei Guo

“…To solve this problem, an intelligent diagnosis method is proposed to integrate the modal time–frequency diagram and FFT-CNN-BiGRU-Attention. …”
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Thermoanalytical and Kinetic Studies for the Thermal Stability of Emerging Pharmaceutical Pollutants Under Different Heating Rates by Christian Ebere Enyoh, Tochukwu Oluwatosin Maduka, Miho Suzuki, Senlin Lu, Qingyue Wang

“…The kinetics of thermal degradation were analyzed using both model-fitting (Coats–Redfern (CR)) and model-free (Kissinger–Akahira–Sunose (KAS), Flynn–Wall–Ozawa (FWO), and Friedman (FR)) methods. …”
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Investigation of ACS image stabilization of on-board optoelectronic guidance and tracking devices by K. A. Burdinov, K. M. Shashkina, Ehsan Shaghaei

“…Lagrange equations of the second kind and the mixed Gilbert method made it possible to obtain a mathematical model of the CO OED. …”
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Prediction of remaining service life of lithium battery based on VMD-MC-BiLSTM by Meng Guangxiong, Liang Zhongnan, Mou Zhongyi

“…This study proposes a method for predicting the remaining life of lithium-based batteries based on a hybrid neural network. …”
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House Swallow Optimizer: A New Meta-Heuristic Algorithm and Its Application for DOA Estimation of Broadband Signal in Vector Hydrophone Array by Jie Dong, Lifu Wang, Shuhui Qiao, Peng Wang, Xiuhui Tan

“…Initially, the SST algorithm is employed for signal preprocessing, where broadband signals are transformed into narrowband equivalents through eigenvalue decomposition. This step facilitates the formulation of a ML-based DOA estimation model, which is subsequently optimized using the HSO algorithm. …”
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Dynamic Synergy Network Analysis Reveals Stage-Specific Regional Dysfunction in Alzheimer’s Disease by Xiaoyan Zhang, Chao Han, Jingbo Xia, Lingli Deng, Jiyang Dong

“…<b>Method:</b> This study pioneered the application of an Integrated Information Decomposition (ΦID) framework in AD brain network analysis, constructing single-sample network models based on ΦID-derived synergy metrics to systematically compare their differences with mutual information-based methods in pathological sensitivity, computational robustness, and network representation capability, while detecting brain regions with declining dynamic synergy during AD progression through intergroup <i>t</i>-tests. …”
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Spatial Organization of Global Value Chains in the Optical and Electronic Equipment Industry by Mikhail Vyacheslavovich Shatunov, Natalia Anatolyevna Navrotskaya

“…The results of this article are based on combining two approaches to the study of trade flows between countries: value-added trade and the decomposition of value added into domestic and foreign components using the input-output method and the network approach. …”
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Analysis of borehole strain anomalies before the 2017 Jiuzhaigou <i>M</i>_s&thinsp;7.0 earthquake based on a graph neural network by C. Li, C. Li, C. Qin, C. Qin, J. Zhang, J. Zhang, Y. Duan, Y. Duan, C. Chi, C. Chi

“…For the prediction results of the variational mode decomposition–graph WaveNet model, the anomalous days were extracted using statistical methods, and the results of anomalous-day accumulation at multiple stations showed that an increase in the number of anomalous days occurred 15–32 d before the earthquake. …”
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Nested Pattern Detection and Unidimensional Process Characterization by Gerardo L. Febres

“…Developed tailored algorithms for identifying repeated sequences in the text are applied to decompose the text into nested tree-like structures of repeating symbols and is called the Nested Repeated Sequence Decomposition Model (NRSDM). The NRSDM is especially valuable for extracting repetitive behaviors in oscillatory but non-periodic and chaotic processes where the classical Fourier transform has limited application. …”
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The global burden of aortic aneurysm attributable to hypertension from 1990 to 2021: Current trends and projections for 2050. by Guanghui Yu, Pei Chen, Changhao Sun, Peng Liu

“…Additionally, decomposition analysis and frontier analysis were employed to conduct a more comprehensive examination of the data.…”
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Global, regional, and national burden of early-onset colorectal cancer from 1990 to 2021: a systematic analysis based on the global burden of disease study 2021 by Yang Meng, Zongbiao Tan, Junhai Zhen, Di Xiao, Liwei Cai, Weiguo Dong, Changzheng Chen

“…A decomposition analysis was used to understand the drivers of the changes in EOCRC burden. …”
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