Hyperspectral image super-resolution via joint network with spectral-spatial strategy by Yaxin Dong, Bo Yang, Cong Liu, Zemin Geng, Taiping Wang

“…To address these limitations, we propose SRLSGAT, a novel joint spectral-spatial network that combines a vertical-horizontal bi-directional LSTM (VH-BiLSTM) for modeling multi-directional spectral correlations and a multi-adjacent weight matrix graph attention network (MAW-GAT) for capturing non-local patch relationships. …”
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Study on the Dynamic Instability Mechanism of the Rock Formation in the Multifault Structure Zone of the Stope by Hanxiao Guo, Weijian Yu, Yong Liu, Zongtang Zhang, Xiangtao Kang

“…In this model, there is a synergy between the fault layers, and the maximum value of stress concentration is diagonally distributed. …”
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A Unified Framework for Alzheimer’s Disease Knowledge Graphs: Architectures, Principles, and Clinical Translation by Jovana Dobreva, Monika Simjanoska Misheva, Kostadin Mishev, Dimitar Trajanov, Igor Mishkovski

“…The framework accommodates a variety of applications, including drug repurposing, patient stratification for precision medicine, disease progression modeling, and clinical decision support. Our system, with a decision tree structured and pipeline layered architecture, offers research precise directions on how to use knowledge graphs in AD research by aligning methodological choice decisions with respective data availability and application goals. …”
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Heat transfer and thermal radiation analysis on unsteady nonlinear curved stretching sheet with convective heat exchange and slip velocity dynamics by Shakil Shaiq, Noreen Sher Akbar, Rashid Mehmood, Dharmendra Tripathi, Taseer Muhammad

“…The prevailing governing problem is modeled using a curvilinear coordinate system, keeping in view the geometrical configuration of the problem at hand. …”
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Large Offsets in the Impacts Between Enhanced Atmospheric and Soil Water Constraints and CO₂ Fertilization on Dryland Ecosystems by Feng Tian, Lei Wang, Ye Yuan, Jin Chen

“…Process-based models supported the satellite-observed finding that increasing water constraints failed to overwhelmingly offset significant CO₂ fertilization on dryland ecosystems. …”
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Study on the moisture permeability of warp-knitted Jacquard shoe upper material based on CFD by Lujiao Zuo, Qi Zhang, Jiani Tu, Meiting Nie

“…Abstract Developing warp-knitted Jacquard upper material is a laborious process, and conducting performance testing is intricate. …”
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Supergravity and In‐Situ Evaporation Induced Well‐Aligned and Self‐Crosslinked 2D Material‐Based Thin Films by Dawei Zhang, Abdallah Kamal, Baosong Li, Dezhuang Ji, Liming Zhao, Kang Cheng, Xuan Li, Sharmarke Mohamed, Qingwen Li, Liao Kin, Lianxi Zheng

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Structural Design Optimization of Tidal Current Turbine Blades Based on Structural Safety Factors by Haechang Jeong, Changjo Yang

“…Using this process, the candidates for the optimal design model are selected based on the assigned weights on the Pareto frontier. …”
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Optimization procedure for conformance control by Konstantin M. Fedorov, Rodion M. Ganopolsky, Alexander Ya. Gilmanov, Alexander P. Shevelev

“…The following objectives were set: modification of the classical model of deep bed suspension migration for layered strata, introduction of criteria of suspension treatment efficiency, and optimization of the process. …”
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Developing Legal Communication Skills in the South Pacific Context by Carolyn Penfold

“…Recognising that clinical education learning and teaching is multi-layered, the Flinders Legal Advice Clinic was established in 2011, drawing on best practice models from other Australian student legal clinics. …”
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Integrated Identification and Efficient Use of Biodiversity in Mountainous Regions by Mehdiyeva A. M., Mahmudova Z. A., Rustamova D. F., Mansurova D., Juraeva G.

“…Based on the data from drilled exploratory oil wells, the conditions for the formation of thermal water layers in various hydrogeological structures will be determined; hydrochemical research methods will be aimed at assessing the macro- and microcomponent composition and radiation background of thermal waters at various intervals of migration routes by determining various indicators at different depths of their formation (based on the petrochemical structure of the geological part); isotopic studies of the gas composition of thermal waters will help to identify their genesis and use them as a marker when determining the points of formation; computer modeling of the underground hydrosphere of a representative object was carried out using mathematical programs.…”
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A new hybrid approach for solving partial differential equations: Combining Physics-Informed Neural Networks with Cat-and-Mouse based Optimization by Nursyiva Irsalinda, Maharani A. Bakar, Fatimah Noor Harun, Sugiyarto Surono, Danang A. Pratama

“…Partial differential equations (PDEs) are essential for modeling a wide range of physical phenomena. Physics-Informed Neural Networks (PINNs) offer a promising numerical framework for solving PDEs, but their performance often depends on the choice of optimization strategy and network configuration. …”
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Application of Interactive Multi-Biometrics Recognition on E-Commerce by Ling Tan, Lu Zhang

“…An interactive multi-biometrics recognition method was proposed，and its application on e-commerce was researched from third-party payment platform.For our interactive multi-biometrics recognition，the identification of users was accomplished with the recognition of multi-biometrics features like nose，ear，and finger-knuckle-print.Payment confirmation and signature were achieved with interactive face scan and fingerprint identification.A frame of third party payment platform was designed，based on which a simple and light-weighted pre-authentication layered model for online payment was established.This model can well guarantee security and reliability of payers，sellers，and banks，simplify the process of payment for users as well.…”
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A novel hybrid machine learning approach for δ13C spatial prediction in polish hard-water lakes by Himan Shahabi, Ataollah Shirzadi, Alicja Ustrzycka, Natalia Piotrowska, Janusz Filipiak, Marzieh Hajizadeh Tahan

“…In this study, a random forest (RF), M5P, AMT, and Gaussian process (GP) are the four cutting-edge ML algorithms that are compared with the proposed hybrid model (ARAMT). …”
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A Novel PSO-Based Optimized Lightweight Convolution Neural Network for Movements Recognizing from Multichannel Surface Electromyogram by Xiu Kan, Dan Yang, Le Cao, Huisheng Shu, Yuanyuan Li, Wei Yao, Xiafeng Zhang

“…With the purpose of reducing the structural complexity of the deep neural network, the designed convolution neural network model is mainly composed of three convolution layers and two full connection layers. …”
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EVOLUTIONARY CONCEPTION OF SNOW METAMORPHISM BASED ON CRYSTAL-MORPHOLOGY AND THEORY OF SYMMETRY by E. G. Kolomyts

“…Morphological classification of snow crystals in seasonal snow cover is developed on the base of evolutionary model. Evolution of snow microstructure is conditioned by a marked degree by probabilistic conformity to natural laws, manifesting itself in the processes of auto-regulation of metamorphism. …”
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Magnetically sensitive nanocomposites for targeted antitumor therapy with application of gemcitabine by N. M. Korniichuk, S. P. Turanska, A. L. Petranovska, M. V. Abramov, P. P. Gorbyk, N. Yu. Luk'yanova, N. V. Kusyak, V. F. Chekhun

“…The thickness of the adsorbed layer of GEM in the composition of Fe3O4@GEM NC was determined by magnetic granulometry. …”
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Assessing the risk of soil salinization in an intensively irrigated area of Pakistan by Zunaira Maab, Wouter Julius Smolenaars, Muhammad Khalid Jamil, Hester Biemans

“…This model combines several spatial layers of drivers and risk factors to provide a high-resolution Combined Salinization Risk Indicator. …”
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Research on Stability of an Open-Pit Mine Dump with Fiber Optic Monitoring by Tao Zhigang, Zhu Chun, Wang Yong, Wang Jiamin, He Manchao, Zhang Bo

“…The governing principles of deformation in the shallow dump layers in terms of different heaped loads and rainfall were then determined using fiber optic sensing to conduct an experimental study on the monitoring of the dump stability with an indoor physical model. …”
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Fractal Fuzzy-Based Multi-criteria Assessment of Sustainability in Rare Earth Use for Hydrogen Storage by Gang Kou, Serhat Yüksel, Serkan Eti, Hasan Dinçer, Merve Acar

“…Fractal structures are particularly effective in modeling linguistic fuzziness because their recursive nature closely mirrors the layered and imprecise way humans often express subjective judgments. …”
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