Investigating Ultrafiltration Membranes and Operation Modes for Improved Lentiviral Vector Processing by Jennifer J. Labisch, Maria Evangelopoulou, Tobias Schleuß, Andreas Pickl

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Automatic Elevation Contour Vectorization: A Case Study in a Deep Learning Approach by Jakub Vynikal, Jan Pacina

“…In this study, we apply a convolutional neural network (U-Net) to improve the automation of this vectorization process. Leveraging a recent benchmark for historical map vectorization, our method demonstrates increased robustness to disruptive factors and reduces the need for manual corrections.…”
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The usage of dataflow model in GPU and big data processing by Huayou SU, Songzhu MEI, Rongchun LI, Yong DOU

“…Dataflow model is an efficient computing model.It has been widely used in software and hardware fields due to its natural advantages in parallelism.In terms of hardware architecture,the dataflow model leads the computer architecture to the direction of supporting higher concurrency from the traditional von Neumann architecture.The stream processor based on the long vector processing unit and the SIMT GPU are two instances of using dataflow technology.In terms of programming models,dataflow ideas have been widely used in the field of big data programming models,such as MapReduce and Spark.The architecture of NVIDIA GPU and CUDA programming model were analyzed from the perspective of dataflow model.The applying and trend of dataflow and GPU were analyzed in big data processing,and ideas and methods were provided for applying GPU-based systems to the field of big data processing.…”
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« L’architecture globale », une lecture dynamique des territoires dans la globalisation by Cécile Renard

“…We assume the existence of « worlding » vectors (processes) which can propel the territories on the global archipelago. …”
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OVERCOMING THE CONSEQUENCES OF WORK AT THE END OF 1932 OF THE SPECIAL L. M. KA-GANOVICH COMMISSION IN THE KUBAN (BY THE EXAMPLE OF AN ADVANCED COLLECTIVE FARM) by A. Skorik

“…Also, the significance of the work lies in a detailed micro historical analysis of the problem posed with the aim of identifying different vector processes and understanding the positive dynamics of the socio-economic indicators of the above-mentioned advanced (strong) Kuban collective farm as an illustrative example.…”
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Optimization of mechanical and safety properties by designing interface characteristics within energetic composites by Guijun Wang, Yanqing Wu, Kun Yang, Quanzhi Xia, Fenglei Huang

“…In this work, a mesostructure model reflecting the real internal structure of PBX is established through image digital modeling and vectorization processing technology. The microscopic molecular structure model of PBX is constructed by molecular dynamics, and the interface bonding energy is calculated and transferred to the mesostructure model. …”
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Pixels relationship analysis for extracting building footprints by A. Emelyanov, A. Emelyanov, V. Knyaz, V. Knyaz, V. Kniaz, V. Kniaz, D. Artist

“…First, a convolutional neural network is used to train the binary semantic segmentation model and then regularization and vectorization processes are performed. The main difference from existing methods is a new regularization method based on compiling a neighborhood matrix for each point belonging to the “building” class. …”
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EDT-MCFEF: a multi-channel feature fusion model for emergency department triage of medical texts by Tao Lin, Shiming Yi

“…The model employs a hybrid masking approach and RoBERTa (Robustly Optimized BERT Approach) to facilitate feature enhancement and word vector processing of text. Moreover, the model employs a convolutional neural network (CNN) and a multi-headed attention (MHA) mechanism to extract text features from multiple channels, effectively capturing both local and global features. …”
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