Improving trend prediction of agricultural futures price using image encoding and attention mechanisms by Dabin Zhang, Huiqiang Xie, Huanling Hu, Zehui Yu

“…However, these prices are influenced by a multitude of factors, exhibiting complex fluctuation patterns and strong nonlinear characteristics, which make predictions exceptionally complicated and challenging. …”
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Prospects for improving legislative regulation of electricity quality requirements in Ukraine and the EU by R.I. Hrytsak, V.S. Tsykh

“…The relationships between key standards were identified and visualized. The obtained results allowed us to identify priority areas for improving legislation, taking into account that PV power plants can negatively affect the EE, causing unstable modes of grid operation, including voltage fluctuations, harmonic distortion and other undesirable effects. …”
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A Matrix Effect Calibration Method of Laser-Induced Breakdown Spectroscopy Based on Laser Ablation Morphology by Hongliang Pei, Qingwen Fan, Yixiang Duan, Mingtao Zhang

“…To improve the accuracy of three-dimensional (3D) reconstruction under microscopic conditions for laser-induced breakdown spectroscopy (LIBS), this study developed a novel visual platform by integrating an industrial CCD camera with a microscope. …”
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Anomalously slow hot carrier cooling and insulator-to-metal transition in a photo-doped Mott insulator by Usama Choudhry, Jin Zhang, Kewen Huang, Emma Low, Yujie Quan, Basamat Shaheen, Ryan Gnabasik, Jiaqiang Yan, Angel Rubio, Kenneth S. Burch, Bolin Liao

“…At higher optical fluences, we observe nonlinear features suggesting a photo-induced insulator-to-metal transition, which is unusual in a large-gap Mott insulator. …”
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Improved ADRC With ILC Control of a CCD-Based Tracking Loop for Fast Steering Mirror System by Quanrui Dong, Yongkai Liu, Yuliang Zhang, Shijie Gao, Tao Chen

“…Then, an improved ADRC that using sliding mode control instead of the traditional nonlinear state error feedback method is proposed to attenuate the influence of the unknown and unmolded parts. …”
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Mechanism of Influence of Spatial Perception on Residents’ Emotion in Child-Friendly Urban Streets of Fuzhou City by Shaofeng CHEN, Zhengyan CHEN, Yuhan XU, Zheng DING

“…Areas such as Academy Road in Gulou District are optimized for visual diversity and exhibit higher emotion scores. …”
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End-to-End Neural Video Compression: A Review by Jiovana S. Gomes, Mateus Grellert, Fabio L. L. Ramos, Sergio Bampi

“…By leveraging DNNs’ nonlinear representation capacity, these networks can enhance compression efficiency and visual quality. …”
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ACT-SR: Aggregation Connection Transformer for Remote Sensing Image Super-Resolution by Yingdong Kang, Xinyu Wang, Xuemin Zhang, Shaoju Wang, Guang Jin

“…Furthermore, a new gated feed-forward network is introduced to enhance the nonlinear mapping capabilities of the transformer and control the information flow through the network. …”
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Nanofluid induced non-Fourier thermal and non-Fickian solutal transport in viscoelastic nanomaterial with variable characteristics by M. Waqas, Muhammad Bilal Riaz, Rasan Sarbast Faisal, Zainab Abbas Abd Alhassan, Dakhil N. Taha

“…The approach utilized in this investigation involves initially deriving the nonlinear PDEs (partial differential expressions) that govern the dynamics of flow along with heat-mass transference. …”
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Online Learning of Stabilizing Controllers Using Noisy Input-Output Data and Prior Knowledge by Nariman Niknejad, Farnaz Adib Yaghmaie, Hamidreza Modares

“…The methodology is validated through simulations, including an unstable scalar system visualizing the integration of prior knowledge and data, and a rotary inverted pendulum demonstrating controller effectiveness in a nonlinear, unstable setting.…”
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Elevator Control Simulation Using Fuzzy Logic Management by Mehr Ali Qasimi, Asmatullah Nashir

“…Detent force, one issue with stabilization systems, will be examined in terms of how well it functions under a fuzzy logic controller using a nonlinear test like  changes in load and distance to obtain a policy suitable for application in the industrial sector or other human endeavors. …”
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Investigating the wave profiles to the linear quadratic model in mathematical biology by U. Younas, J. Muhammad, H. F. Ismael, T. A. Sulaiman, Mohamed R. Ali, Flah Aymen

“…The results not only validate the proposed techniques but also enhance our understanding of the model’s nonlinear dynamics. The novel findings presented here are expected to advance future research in radiation biology and cancer treatment optimization.…”
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Product Innovation Design Method Based on BP Neural Network by Shihui Huang

“…Based on BP neural network, a nonlinear mapping model between product attribute space and product semantic space is constructed, and the generalization ability of the model is evaluated, which verifies the feasibility and effectiveness of this method. …”
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Automated classification of epileptic seizures using modified one-dimensional convolution neural network based on empirical mode decomposition with high accuracy by Ibtihal Hassan Elshekhidris, Magdi B. M. Amien, Ahmed Fragoon

“…Background and objectives: The method of electroencephalography (EEG) is frequently employed to identify epileptic seizures. Visually inspecting nonlinear EEG waves is a very difficult and time-consuming process. …”
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Scientific use of archival documets of Moscow Spiritual Consistory under the departmental restrictions of the Synodal period by Ilya Ivanov

“…The development of archives by the scientists was nonlinear: the periods of growth and decline alternated. …”
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Machine learning prediction model with shap interpretation for chronic bronchitis risk assessment based on heavy metal exposure: a nationally representative study by Tiansheng Xia, Kaiyu Han

“…Although the association between heavy metal exposure and respiratory damage has been preliminarily demonstrated, traditional linear models are difficult to resolve the nonlinear interactions and dose–response heterogeneity. …”
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A study of acute toxicity of dry extracts of the earth almond (chufa) tubers and herb by S. M. Marchyshyn, L. V. Slobodianiuk, I. M. Ivasiuk

“…Prozorovskyi’s method on 42 white nonlinear mice of both sexes weighing 21–25 g, divided into groups (each comprising 3 males and 3 females). …”
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PhaPl: software to plot and research phase portraits automatically by A. A. Cherepanov

“…The software supports linear and nonlinear autonomous systems of 2 differential equations. …”
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Gradient boosting for yield prediction of elite maize hybrid ZhengDan 958. by Oumnia Ennaji, Sfia Baha, Leonardus Vergutz, Achraf El Allali

“…Given the complex web of management practices and their nonlinear effects on yield prediction, it is important to investigate new machine learning algorithms. …”
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Fractional Discrete Computer Virus System: Chaos and Complexity Algorithms by Ma’mon Abu Hammad, Imane Zouak, Adel Ouannas, Giuseppe Grassi

“…Numerical simulations provide visual evidence of the distinct dynamics associated with commensurate and incommensurate fractional orders. …”
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