A cognition‐inspired trajectory prediction method for vehicles in interactive scenarios by Shanshan Xie, Jiachen Li, Jianqiang Wang

“…Methods based on deep learning can fit complex functions, but they usually focus on vehicles' behavioral characteristics. …”
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The Paucity of Female Educational Leadership in Politically Volatile Context of Zimbabwe by Zvisinei Moyo

“…These events formed a complex multi-layered volatility that silenced not only academic research but other forms of documentation. …”
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Orientation affects hydrogen bonding cooperativity in polyproline II helical bundles by Rubén López-Sánchez, Miguel Mompeán, Douglas V. Laurents

“…HBC was recently reported for these PPII helices when arranged along one parallel layer, but its existence in the more abundant antiparallel or mixed parallel/antiparallel PPII assemblies is still unknown. …”
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STUDY OF CRUSTAL STRUCTURE OF THE FLORES ISLAND USING RECEIVER FUNCTION METHOD by Nanda Dewi Pamungkas Siwi, Ramadhan Priadi, Puji Ariyanto

“…Formed as a consequence of very complex tectonic setting that might cause relatively high level of seismic in the region. …”
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Achieving liquid processors by colloidal suspensions for reservoir computing by Raphael Fortulan, Noushin Raeisi Kheirabadi, Alessandro Chiolerio, Andrew Adamatzky

“…Liquid substrates, such as colloids, are of particular interest due to their ability to conform to various shapes while exhibiting complex dynamics resulting from the collective behaviour of the constituent colloidal particles. …”
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A visual SLAM loop closure detection method based on lightweight siamese capsule network by Yuhan Zhou, Mingli Sun

“…Traditional loop closure detection algorithms rely on the bag-of-words model, which involves a complex process, has slow loading speeds, and is sensitive to changes in illumination or viewing angles. …”
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Juvenile Cosmology; Or Richard Powers’ Post-Global Doughnut by Judith Roof

“…The consciousness enacted by Operation Wandering Soul is not defined, thus, only as the perspective of its wandering soul surgeon protagonist Kraft, but as the accruing of all time and place, layered as an enactment of a complex and networked consciousness belonging to no one and everyone. …”
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A Deep Learning Approach for General Aviation Trajectory Prediction Based on Stochastic Processes for Uncertainty Handling by Houru Hu, Ye Yuan, Qingwen Xue

“…However, current research faces multiple challenges including variable weather conditions, complex aircraft interactions, and flight pattern constraints specified by general aviation regulations. …”
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Simulating Pulp Vitality Measurements via Digital Optical Twins: Influence of Dental Components on Spectral Transmission by David Hevisov, Thomas Peter Ertl, Alwin Kienle

“…Optical diagnostic techniques represent an attractive complement to conventional pulp vitality tests, as they can provide direct information about the vascular status of the pulp. However, the complex, multi-layered structure of a tooth significantly influences the detected signal and, ultimately, the diagnostic decision. …”
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THE SPECIAL PROJECT REVERSE ENGINEERING STUDY OF RADIOELECTRONIC PRODUCTS by M. S. Kostin, D. S. Vorunichev

“…While the study and analysis of modern methods and means of prototyping of the Defense industrial complex. In this work, methods and means of special design reverse engineering of the topology of multi-layer printed circuit boards and case integrated circuits are considered. …”
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Analysis of the Bimetallic Joint of a Hot-Forged Crosshead Composed of ASTM B221 6060 Aluminum and AWS A5.36 E110C-G M Low Alloy Steel Obtained by Localized Fusion Additive Manufac... by Joélson Vieira da Silva, Lirio Schaeffer, Anderson Daleffe, Alexandre Milanez, Henrique Cechinel Casagrande, Gilson de March

“…Fabrication of the crossheads involved metal deposition, resulting in a wear-resistant outer layer using AWS A5.36 E110C-G M welding wire and an inner layer filled with ASTM B221 6060 rolled aluminum. …”
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An overview of methods to qualitatively and quantitatively characterize the structure of polymer-coated cardboards: Advantages and limitations by Allison Vercasson, Sébastien Gaucel, Valérie Guillard, Hélène Angellier-Coussy

“…Understanding and quantifying the complex structure of these multilayered materials is essential for assessing the coating quality and predicting the performance; however, it remains challenging. …”
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Development of the fetal myocardium and changes in myocardial fibers orientation. by Biagio Castaldi, Marny Fedrigo, Daniela P Boso, Irene Cattapan, Elena De Filippi, Francesca M Susin, Paolo Peruzzo, Giulia Comunale, Paola Veronese, Ornella Milanesi, Annalisa Angelini, Giovanni Di Salvo

“…<h4>Background and aims</h4>The mature left ventricular myocardium is arranged in a complex three-dimensional network of fibers that form a counterclockwise helix in the endocardial layer and a clockwise helix in the epicardial layer. …”
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OCR-Augmented GPT for Accurate Text Extraction in Industrial Environments by Jonghyeok Park, Jaehyung Cho, Soohee Han, Kyungjun Kim

“…Optical character recognition (OCR) in industrial environments often struggles with degraded text, such as handwriting or text obscured by complex backgrounds. Traditional methods address these challenges by re-identifying handwritten text or modifying backgrounds, but these approaches are costly and time-consuming. …”
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Resource‐explicit interactions in spatial population models by Samuel E. Champer, Bryan Chae, Benjamin C. Haller, Jackson Champer, Philipp W. Messer

“…Here, we present a novel modelling method in which the resources available to a population are abstractly represented as an additional layer of the simulation. Instead of interacting directly with one another, individuals interact indirectly via this resource layer. …”
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Magnetically sensitive nanocomposites and magnetic liquids based on magnetite, gemcitabine, and antibody HER2 by A. L. Petranovska, M. V. Abramov, N. M. Оpanashchuk, S. P. Turanska, P. P. Gorbyk, N. V. Kusyak, A. P. Kusyak, N. Yu. Lukyanova, V. F. Chekhun

“…The average value of the thickness of the adsorbed layer of GC in the composition of Fe3O4@GC NC is 2.4±0.1 nm, as evaluated by the method of magnetic granulometry. …”
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Quantitative Analysis of Kinetochore Protein Levels and Inter-Kinetochore Distances in Mammalian Cells During Mitosis by Neeraj Wasnik, Mahima Singhal, Sukirti Khantwal, Sanghamitra Mylavarapu, Sivaram Mylavarapu

“…The mammalian kinetochore is a multi-layered protein complex that forms on the centromeric chromatin. …”
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Wireless key generation system for internet of vehicles based on deep learning by Han WANG, Liquan CHEN, Zhongmin WANG, Tianyu LU

“…In recent years, the widespread application of internet of vehicles technology has garnered attention due to its complex nature and point-to-point communication characteristics.Critical and sensitive vehicle information is transmitted between different devices in internet of vehicles, necessitating the establishment of secure and reliable lightweight keys for encryption and decryption purposes in order to ensure communication security.Traditional key generation schemes have limitations in terms of flexibility and expandability within the vehicle network.A popular alternative is the physical layer key generation technology based on wireless channels, which offers lightweight characteristics and a theoretical basis of security in information theory.However, in the context of internet of vehicles, the movement speed of devices impacts the autocorrelation of generated keys, requiring improvements to traditional channel modeling methods.Additionally, the randomness and consistency of generated wireless keys are of higher importance in applications in internet of vehicles.This research focused on a key generation system based on the wireless physical layer, conducting channel modeling based on line-of-sight and multipath fading effects to reflect the impact of vehicle speed on autocorrelation.To enhance the randomness of key generation, a differential quantization method based on cumulative distribution function was proposed.Furthermore, an information reconciliation scheme based on neural network auto-encoder was introduced to achieve a dynamic balance between reliability and confidentiality.Compared to the implementation of Slepian-Wolf low-density parity-check codes, the proposed method reduces the bit disagreement rate by approximately 30%.…”
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Transformer enabled multi-modal medical diagnosis for tuberculosis classification by Sachin Kumar, Shivani Sharma, Kassahun Tadesse Megra

“…The proposed approach leverages the image embedding layer to convert image into visual tokens, and another clinical embedding layer to convert clinical data into text tokens. …”
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Crystal structure of the fungal mannosyltransferase Och1 reveals active site primed for N-glycan binding. by Emma T R Kelly, Dmitry Rodionov, Barry Sleno, Pedro A Romero, Albert M Berghuis

“…Heavily glycosylated glycoproteins anchor a complex meshwork of branching mannose chains, forming the outer cell wall layer in most yeast and mold species. …”
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