A Comparative Analysis of Refraction-Aware SfM, Hierarchical Localization, and Gaussian Splatting for Underwater 3D Reconstruction by F. Muhammad, F. Muhammad, R. A. Mugiaraya, R. A. Mugiaraya, G. Alodia, H. Sternberg

“…The first applies nonlinear refraction correction via a modified Colmap pipeline to compensate for distortions introduced by flat-pane housings. …”
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Microbubble Contrast Agents Improve Detection of Active Hemorrhage by Scott Schoen Jr, Alexis Prasov, Ion Candel, Saaid Arshad, Mark Ottensmeyer, Theodore T. Pierce, Laura J. Brattain, Brian A. Telfer, Anthony E. Samir

“…These results show that specialized nonlinear processing (NLP) pipelines together with UCAs may offer an efficient means to improve substantially the detection of slower hemorrhages and increase survival rates for trauma-induced injury in pre-hospital settings.…”
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Decision-making method for residual support force of hydraulic supports during pressurized moving under fragmented roof conditions in ultra-thin coal seams by ZHANG Chuanwei, ZHANG Gangqiang, LU Zhengxiong, LI Linyue, HE Zhengwei, GONG Lingxiao, HUANG Junfeng

“…The DHKELM model was constructed by incorporating an Extreme Learning Machine Autoencoder (ELM-AE) into the Hybrid Kernel Extreme Learning Machine (HKELM) framework, enhancing its feature extraction capability and nonlinear mapping efficiency for complex inputs. Furthermore, the Dung Beetle Optimization (DBO) algorithm was enhanced with ICMIC chaotic mapping, Lévy flight, and a greedy strategy, yielding the IDBO algorithm with improved optimization accuracy and faster convergence. …”
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A Multi-Objective Optimization and Decision Support Framework for Natural Daylight and Building Areas in Community Elderly Care Facilities in Land-Scarce Cities by Fang Wen, Lu Zhang, Ling Jiang, Wenqi Sun, Tong Jin, Bo Zhang

“…Moreover, the ensemble learning models combined with SHAP analysis uncover nonlinear relationships between various architectural parameters and daylight performance. …”
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Numerical test study on propagation law of cylindrical wave superimposed into plane wave and response characteristics of rockbolts by Ziyou YANG, Benshui YANG, Yang HE, Junjie LIU

“…In order to reproduce the visualization process and propagation laws of plane waves formed by the superposition of explosive cylindrical waves, with reference to the results of the indoor model test as a reference basis, a numerical test was carried out to investigate the interaction between the superposition of explosive cylindrical waves and the surrounding rock of the anchorage cavern with the help of nonlinear explicit dynamic analysis software. …”
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Proposed SmartBarrel System for Monitoring and Assessment of Wine Fermentation Processes Using IoT Nose and Tongue Devices by Sotirios Kontogiannis, Meropi Tsoumani, George Kokkonis, Christos Pikridas, Yorgos Kotseridis

“…The system leverages the ThingsBoard platform, supported by a NoSQL Cassandra database, to provide real-time data storage, visualization, and mobile application access. The system also supports adaptive breakpoint alerts and real-time adjustment to the nonlinear dynamics of wine fermentation. …”
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On the study of double dispersive equation in the Murnaghan’s rod: Dynamics of diversity wave structures by Jan Muhammad, Usman Younas, Aziz Khan, Thabet Abdeljawad, D.K. Almutairi

“…This article secures the various wave structures of the fractional double dispersive equation, a significant nonlinear equation that describes the propagation of nonlinear waves within the elastic, uniform, and inhomogeneous Murnaghan’s rod. …”
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Contact-Free Cognitive Load Recognition Based on Eye Movement by Xin Liu, Tong Chen, Guoqiang Xie, Guangyuan Liu

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Mechanisms and Optimization of Foam Flooding in Heterogeneous Thick Oil Reservoirs: Insights from Large-Scale 2D Sandpack Experiments by Qingchun Meng, Hongmei Wang, Weiyou Yao, Yuyang Han, Xianqiu Chao, Tairan Liang, Yongxian Fang, Wenzhao Sun, Huabin Li

“…Key controlling factors for gas channeling (injection rate, foam quality, permeability contrast) are identified, and a nonlinear predictive model for plugging strength ((<i>S</i> = 0.70<i>C</i>^0.6 <i>k</i>_r^−0.28) (<i>R</i>² = 0.91)) is established. …”
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A study of traveling wave solutions and modulation instability in the (3+1)-dimensional Sakovich equation employing advanced analytical techniques by Jamshad Ahmad, Maham Hameed, Zulaikha Mustafa, Farah Pervaiz, Muhammad Nadeem, Yahya Alsayaad

“…Abstract In this paper, we investigate the newly formulated (3+1)-dimensional Sakovich equation, highlighting its utility in describing the dynamics of nonlinear waves. This novel equation effectively incorporates increased dispersion and nonlinear effects, thereby enhancing its applicability across various physical scenarios. …”
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Second harmonic generation of optical spin−orbit interactions in hybrid plasmonic nanocircuits by Shi Junjun, Jing Kangcheng, Li Li, Zhang Wenjun, Zhang Tianzhu, He Xiaobo

“…The transversely emitted SHG can be visualized for directly imaging the SOI. Our work not only provides a way to enhances the efficiency of the nonlinear SOI but also a promising platform for further advances in integrated photonics and nonlinear optics.…”
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On The Pros and Cons of Using Excel for Regression Analysis by Sencer Buzrul

“…Excel has also some nonlinear models such as exponential and power models in it; however, Excel computes linear parameter estimates for those nonlinear models and again optimistic R2 is calculated. …”
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Novel Soliton and Wave Solutions for the Dual-Perturbed Integrable Boussinesq Equation by Akhtar Hussain, Tarek F. Ibrahim, Faizah D. Alanazi, Waleed M. Osman, Arafa A. Dawood, Jorge Herrera

“…Nonlinear science represents a foundational frontier in scientific inquiry that explores the shared characteristics inherent in nonlinear phenomena. …”
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Analytical and Dynamical Study of Solitary Waves in a Fractional Magneto-Electro-Elastic System by Sait San, Beenish, Fehaid Salem Alshammari

“…This study focuses on various aspects of the fractional nonlinear longitudinal wave equation (FNLWE) that models wave propagation in a magneto-electro-elastic circular rod. …”
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SpatioTemporal Random Forest and SpatioTemporal Stacking Tree: A novel spatially explicit ensemble learning approach to modeling non-linearity in spatiotemporal non-stationarity by Yun Luo, Shiliang Su

“…This study contributes to the methodological innovation of spatially explicit modeling by bringing the nonlinearity in spatiotemporal non-stationarity to the fore.…”
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Dynamical analysis of a four-degree-of-freedom vibratory structure: Bifurcation, stability, and resonance exploration by TS Amer, Galal M. Moatimid, SK Zakria, AA Galal

“…The system’s nonlinear differential equations (DEs) are obtained through the application of Lagrange’s equations (LE). …”
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Climate and Soil Properties Drive the Distribution of Minor and Trace Elements in Forest Soils of the Winter Olympic Core Area by Xiaochang Wu, Huayong Zhang, Zhongyu Wang, Wang Tian, Zhao Liu

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Exploring Deep Clustering Methods in Vibro-Acoustic Sensing for Enhancing Biological Tissue Characterization by Robin Urrutia, Diego Espejo, Montserrat Guerra, Karin Vio, Thomas Suhn, Nazila Esmaeili, Axel Boese, Patricio Fuentealba, Alfredo Illanes, Christian Hansen, Victor Poblete

“…Nonlinear dimensionality reduction techniques, often referred to as manifold learning, are increasingly valuable for data visualization and unsupervised clustering. …”
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DETERMINATION OPTIMAL DISTRIBUTION OF LABOR POTENTIAL OF REGION METHODS OF MATHEMATICAL MODELING by Irina Zaitseva, Alla Nemova

“…The authors of a mathematical model, which is a nonlinear programming problem. Statistical data on the labor force and economic indicators used in the mathematical model for the optimal distribution of the region S labor potential. …”
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New precise solitary wave solutions for coupled Higgs field equations via two enhanced methods by Usman Hassan, Jamilu Sabi’u, Usman Abbas Yakubu, Cherif Ahmat Tidiane Aidara, Umar Ali Muhammad

“…Initially, we transformed the model into a set of nonlinear ordinary differential equations through a traveling wave transformation. …”
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