Tensor nested ring embedding used for domain adaptation of cross-source heterogeneous remote sensing feature tensors by Tong Gao, Min Liu, Wei Hu, Hao Chen

“…To efficiently represent heterogeneous data and eliminate the structure difference, unlike the existing Tucker-based methods consuming an exponential storage cost with tensor order, the tensor-nested ring (TNR)-learning theory is built via rigorous mathematical analysis to learn shared feature space under a linear storage cost. …”
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Neural Network Pruning for Lightweight Metal Corrosion Image Segmentation Models by Vincent F. Yu, Gemilang Santiyuda, Shih-Wei Lin, Udjianna S. Pasaribu, Yuli Sri Afrianti

“…Metal corrosion detection is essential for ensuring structural safety and minimizing economic losses. While deep learning (DL)-based image segmentation has improved corrosion detection accuracy and efficiency, its high computational demands hinder deployment on resource-constrained edge devices. …”
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Enhancement of optical limiting activity of para-aminobenzoic acid using silver nanoparticles by Shradha Lakhera, Meenakshi Rana, Vivek Dhuliya, L. P. Purohit, A. Dhanusha, T. C. Sabari Girisun, Shruti Sharma, Papia Chowdhury, Km Sakshi, Soumyendu Roy, Devendra Kumar

“…The XRD spectra for PABA + AgNPs confirm its crystalline structure. The absorption spectra of AgNPs and PABA + AgNPs indicate complete stability of the samples. …”
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Approaches to Pharmaceutical Analysis of Modern Peptide and Oligonucleotide Products as Illustrated by a Small Interfering RNA-Based Novel Therapeutic for the Treatment of Bronchia... by L. M. Krasnykh, V. V. Smirnov, G. V. Ramenskaya, G. F. Vasilenko, I. P. Shilovsky, M. R. Haitov

“…According to literature sources the amino acid sequence of linear peptides can be analysed using various enzymes and subsequent identification of proteolysis products by mass spectrometry. …”
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Rapid Microwave-Assisted Synthesis of CuSe Nanoparticles for High-Sensitivity Serotonin Biosensing in Serum by Sankar Sekar, Ramalingam Manikandan, Shiva Kumar Arumugasamy, Saravanan Sekar, Youngmin Lee, Seung-Cheol Chang, Sejoon Lee

“…The sensor exhibited a linear response in the concentration range of 10 to 1000 nM, with an excellent correlation coefficient (R² = 0.9998) and a low detection limit of 3 nM. …”
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Effects of europium doping on thermal property and failure behaviour of Gd2Zr2O7 thermal barrier coatings by Zaoyu Shen, Yuqing Luo, Guanxi Liu, Jianwei Dai, Limin He, Rende Mu

“…The thermo-physical property of the GdEuZrO ceramics are superior to Gd2Zr2O7 and YSZ due to the substitution of Eu. A feathery structure characterized by inner-gaps and linear pores is observable at the column tips. …”
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INFLUENCE OF MICROSTRUCTURED COLLAGEN HYDROGEL ON PANCREATIC ISLET CELL CULTURES by L. A. Kirsanova, N. V. Baranova, G. N. Bubentsova, G. N. Skaletskaya, N. V. Perova, V. I. Sevastianov, N. N. Skaletskiy

“…As a biomatrix, the microstructured collagen hydrogel of linear series Sphero® GEL was used. Islet cell cultures obtained from newborn rabbit pan- creas were inoculated onto the biomatrix surface, covered with growth medium, and placed in a CO2 incubator. …”
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NSGT: A Plasma Position Prediction Method for the HL-2A Tokamak Device Based on Transformer by Ling Zhou, Bin Yang, Xiangcheng Lin, Kaihao Zhu, Ziran Lan, Xiangwen Li

“…To address the problem that the performance of traditional methods is hard to enhance further, we propose a Non - Stationary - Gated Linear Unit Transformer (NSGT) model integrating multi - source data processing. …”
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NetDA: An R Package for Network-Based Discriminant Analysis Subject to Multilabel Classes by Li-Pang Chen

“…In this paper, we introduce the R package NetDA, which aims to deal with multiclassification with network structures in predictors accommodated. To address the natural feature of network structures, we apply Gaussian graphical models to characterize dependence structures of the predictors and directly estimate the precision matrix. …”
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Thiophosphate-Based Covalent Organic Framework (COF) or Porous Organic Polymer (POP)? by Christophe Menendez, Yannick Coppel, Baptiste Martin, Anne-Marie Caminade

“…There are few examples of covalent organic frameworks (COFs) based on phosphorus as the building element, probably because the structure of most phosphorus derivatives is pyramidal, which may prevent the stacking expected for classical 2-dimensional COFs. …”
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Topological Harmonic Generation of Nonlinear Optical Skyrmions by Zijian Lyu, Jingze Li, Peizeng Li, Yiqi Fang, Yunquan Liu

“…Skyrmions are quasi-particles with a topologically stable structure, having widespread relevance in fields like condensed matter physics, plasmonics, and photonics. …”
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Long and short-term perspectives on space–time landslide modelling by Tengfei Wang, Kunlong Yin, Zheng Wang, Zhice Fang, Ashok Dahal, Luigi Lombardo

“…The method of choice used across all the experiments corresponds to a Generalized Additive Model, whose structure will account for linear, nonlinear, spatial, and temporal effects.…”
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Effect of Dry-Wet Circulation on Moisture Absorption of Autoclaved Aerated Concrete by Xiao He, Jian Yin, Jiewen Yang, Qiao Liang, Songyun Wu

“…For autoclaved aerated concrete, dry-wet circulation is the main actual service environment and can directly affect moisture absorbability, which influences cracking performance of structure. In this study, autoclaved aerated concrete with dry-wet circulation times of 0, 30, 60, 150, and 270 is selected. …”
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Attrition behavior analysis of four oxygen carriers in the in-situ redox jet attrition reactor by Xianyu Liu, Xin Wu, Daofeng Mei, Jinchen Ma, Haibo Zhao

“…Post-testing characterizations are conducted, including particle size distributions of consumed particles and captured powders, structure properties, and compositional evolution. …”
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Feature learning and generalization in deep networks with orthogonal weights by Hannah Day, Yonatan Kahn, Daniel A Roberts

“…However, such networks still exhibit fluctuations that grow linearly with the depth of the network, which may impair the training of networks with width comparable to depth. …”
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Biomimetic Hydrofoil Propulsion: Harnessing the Propulsive Capabilities of Sea Turtles and Penguins for Robotics by Yayi Shen, Zheming Ding, Xin Wang, Zebing Mao, Zhong Huang, Bai Chen

“…Building on this biomechanical foundation, the review critically examines recent advances in biomimetic flexible hydrofoils that enhance propulsion efficiency through three synergistic mechanisms to enhance thrust generation, while identifying key challenges in material durability and non-linear fluid–structure interactions. The review then surveys existing hydrofoil actuation systems, which commonly reproduce coupled motions with multiple degrees of freedom (DOFs). …”
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On the non-parametric changepoint detection of flow regimes in cyclone Amphan by Venkat Shesu Reddem, Venkata Jampana, Ravichandran Muthalagu, Venkateswara Rao Bekkam, Pattabhi Rama Rao Eluri, Srinivasa Kumar Tummala

“…The segmentations can considerably simplify the parametrization schemes when expressed as linear functions. Moreover, the usefulness of non-parametric automatic detection of data segments of similar statistical properties shall be more apparent when dealing with relatively long time series data.…”
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A molecular specimen bank for contemporary and future study captures landscape-scale biodiversity baselines before Klamath River dam removal by Dylan J. Keel, Katie Karpenko, Scott M. Blankenship, Gregg Schumer, Oshun O’Rourke, Carl O. Ostberg, Daniel A. Chase, Jeffrey J. Duda

“…We used these initial samples, environmental DNA metabarcoding, and generalized linear mixed-effects models to evaluate patterns of pre-dam removal fish richness and diversity. …”
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Adaptive neighbourhood for locally and globally tuned biogeography based optimization algorithm by Parimal Kumar Giri, Sagar S. De, Satchidananda Dehuri

“…It has also been applied to real world optimization problems of type linear or nonlinear, nominal or ordinal as well as mixed variables. …”
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ANALYSIS OF MODELS OF EARLY DEBT REPAYMENT IN THE Generalized CREDIT TRANSACTIONS by Y. E. Kasimov, A. N. Kolesnikov

“…The relationship of this rule with the linear approximation of the exact value; redeemable debt is determined. …”
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