PRIORITY IR: Protocol for implementation research on single-dose postpartum IV iron to treat iron-deficiency anemia among women in India and Pakistan [version 1; peer review: await... by Valerie L. Flax, Umesh Charantimath, Narjis Rizvi, Avinash Kavi, Saleem Jessani, Manjunath Somannavar, Sarah Saleem, Anika Hannan, Shivaprasad S. Goudar, Simal Thind, Elizabeth M. McClure, Richard Derman, Rosemary Frasso

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Influence of the Selected Parameters on the Effectiveness of IGCC System Integrated With CCS Installation by Skorek-Osikowska Anna, Bartela Łukasz, Kotowicz Janusz

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4D-CTA image and geometry dataset for kinematic analysis of abdominal aortic aneurysmsZenodo by Mostafa Jamshidian, Adam Wittek, Saeideh Sekhavat, Farah Alkhatib, Jens Carsten Ritter, Paul M. Parizel, Donatien Le Liepvre, Florian Bernard, Ludovic Minvielle, Antoine Fondanèche, Jane Polce, Christopher Wood, Karol Miller

“…The ground truth data includes the patient-specific finite element (FE) biomechanical model and a synthetic systolic 3D-CTA image. …”
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Joint Adaptive Resolution Selection and Conditional Early Exiting for Efficient Video Recognition on Edge Devices by Qingli Wang, Chengwu Yu, Shan Chen, Weiwei Fang, Naixue Xiong

“…Given a video frame, RSEE firstly determines what input resolution is to be used for processing by the dynamic resolution selector, then sends the resolution-adjusted frame into the backbone network to extract features, and finally determines whether to stop further processing based on the accumulated features of current video at the early-exiting gate. …”
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FloodGNN-GRU: a spatio-temporal graph neural network for flood prediction by Arnold Kazadi, James Doss-Gollin, Antonia Sebastian, Arlei Silva

“…In this paper, we propose FloodGNN-GRU, a spatio-temporal flood prediction model that combines a graph neural network (GNN) and a gated recurrent unit (GRU) architecture. Compared to existing approaches, FloodGNN-GRU (i) employs a graph-based model (GNN); (ii) operates on both spatial and temporal dimensions; and (iii) processes the water flow velocities as vector features, instead of scalar features. …”
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Comprehensive Review on the Exploitation of Advanced Memory Optimization Strategies to Improve Performance for Convolutional and Spiking Neural Networks in Medical Imaging Using Ha... by N. Srikanth Prasad, S. Sundar

“…In addition, in-memory computing will be a key focus to mitigate the inefficiency of data movement, adaptability of Field-Programmable Gate Array (FPGA) for custom workloads, parallel processing by Graphics Processing Unit (GPU), and domain-specific optimizations of Application-Specific Integrated Circuit (ASIC). …”
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Speech Encryption Algorithm Based on Nonorthogonal Quantum State with Hyperchaotic Keystreams by F. J. Farsana, K. Gopakumar

“…With the advancement in modern computational technologies like cloud computing, there has been tremendous growth in the field of data processing and encryption technologies. In this contest there is an increasing demand for successful storage of the data in the encrypted domain to avoid the possibility of data breach in shared networks. …”
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Survey of deployment locations and underlying hardware architectures for contemporary deep neural networks by Miloš Kotlar, Dragan Bojić, Marija Punt, Veljko Milutinović

“…Researchers interested in studying trade-offs among data processing bandwidth, data processing latency, and processing power consumption would benefit from the classification made in this article.…”
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Developing an Hourly Water Level Prediction Model for Small- and Medium-Sized Agricultural Reservoirs Using AutoML: Case Study of Baekhak Reservoir, South Korea by Jeongho Han, Joo Hyun Bae

“…However, issues such as the overprediction of peak water levels and delays in predicting sudden water level changes were observed, likely due to inaccuracies in the ultra-short-term forecast precipitation data and the lack of information on reservoir operations (e.g., gate openings and drainage plans for agriculture). …”
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DEVELOPMENTS IN THE LITHUANIAN DAIRY SECTOR IN 2004–2021 AND THE MAIN FACTORS AFFECTING THEM by Deiva MIKELIONYTĖ, Ovidija EIČAITĖ

“…The accession of Lithuania into the EU in 2004 initially had a positive effect on the primary dairy sector, with an increase in raw milk production, sales of raw milk for processing, and farm gate milk prices until 2007. However, in the period between 2008 and 2021, both raw milk production and sales of raw milk for processing showed a decreasing trend. …”
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Object detection with afordable robustness for UAV aerial imagery: model and providing method by Viacheslav Moskalenko, Artem Korobov, Yuriy Moskalenko

“…Gate units are trained to deactivate transformer encoders that are irrelevant to the input data and disturbances. …”
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An Efficient Dynamic Engineering Implementation Architecture for MIMO Radar System by Ruyue Wen, Hua Zhang, Luping Xu

“…The MIMO radar system needs to process these data efficiently and quickly to ensure the real-time performance of the system. …”
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Evaluating The Performance of DWT-DCT Feature Extraction in Guitar Chord Recognition by Linggo Sumarno

“…The outcome of this study will help improve the data processing, which can be applied in real time, in this case in Field Programmable Gate Array (FPGA)-based chord recognition systems. …”
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Text classification using SVD, BERT, and GRU optimized by improved Seagull optimization (ISO) algorithm by Yuanyuan Chen, Nan Sun, Yuanbang Li, Rong Peng, Abbas Habibi

“…The methodology utilized in the current research comprised several phases to guarantee optimum results. Preprocessing was an essential phase, which included addressing missing data, special character and punctuation removal, handling contractions, text normalization, noise removal, and stopword removal. …”
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TRANSPORT DEVELOPMENT OPPORTUNITIES IN THE RURAL AREAS OF THE STARA ZAGORA URBAN AREA IN BULGARIA by Kamen PETROV, Nikolay TSONKOV

“…In this paper, quantitative and qualitative analysis is used and the results are also used to assess the impact of price fluctuations on vegetable marketing channels including vegetable processing enterprises. Data on vegetable prices were extracted from the tempo on line database and the analysis was also based on interviews with key stakeholders in the vegetable processing chain. …”
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A comparative study and simple baseline for travel time prediction by Chuang-Chieh Lin, Ming-Chu Ho, Chih-Chieh Hung, Hui-Huang Hsu

“…A multitude of studies have proposed methods to address this issue, yet these approaches often involve multiple stages and steps, including data preprocessing, feature selection, data imputation, prediction model. …”
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Capturing Global Structural Features and Global Temporal Dependencies in Dynamic Social Networks Using Graph Convolutional Networks for Enhanced Analysis by Ling Wu, Boen Li, Kun Guo, Qishan Zhang

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基于DSP和FPGA的锥齿轮传动噪声测试分析系统设计 by 刘甜, 吴小平, 陈洪芳, 石照耀

“…To remedy the defects of hearing determine methods which over-reliance on the experience of works andcan not accurately judge the bevel gear mesh quality,a design of bevel gear mesh noise measurement and analysis system based on DSP and FPGA is proposed.DSP used as the controlling and data processing core in the system,collecting noise signal,after filtering,analog-digital conversion,spectrum analysis,bevel gear meshquality is comprehensive judged,By field programmable gate array（FPGA） logic control to coordinate DSP,the entire system functions are achieved.Using keyboard and LCD hardware design,humanmachine interface is implemented.In addition,by serial communication,this system can communicate with PC and implement signal data storage.Generally,the system is favorable for its integrated functions,simple structures and provide a powerful measurement and analysis tool for controlling bevel gear mesh quality.…”
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1-Bit/2-Level Analog-to-Digital Conversion Based on Comparator and FPGA for Aperture Synthesis Passive Millimeter-Wave Imager by Xiangzhou Guo, Ghulam Mehdi, Muhammad Asif, Anyong Hu, Jungang Miao

“…The main error sources during sampling are identified as the timing error of sampling clocks and threshold offset of comparators and analyzed in detail. The sampled data are captured by field programmable gate arrays (FPGAs) to perform further signal processing, and a data capture module performing the serial-to-parallel conversion and per-bit deskew is designed in the FPGA to transfer sampled data from the sampling clock domain to the internal processing clock domain. …”
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Effects of regional location on the genotype and phenotype of historical Irish brewing yeast by Daniel W. M. Kerruish, Daniel W. M. Kerruish, Paul Cormican, Elaine M. Kenny, Carl J. M. Whelan, Steve Gilsenan, Eibhlin Colgan, Katherine A. Smart, Chris A. Boulton, Sandra N. E. Stelma

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