QAAPT: an interoperable web-based open-source tool for antimicrobial resistance data analysis and visualisation by Mohammad Julhas Sujan, Sanjay Gautam, Ahmed Taha Aboushady, Adam Clark, Sooyoung Kwon, Hea Sun Joh, Marianne Holm, John Stelling, Florian Marks, Florian Marks, Florian Marks, Florian Marks, Nimesh Poudyal

“…The QAAPT tool was created by the Capturing Data on Antimicrobial Resistance Patterns and Trends in Use in Regions of Asia project, led by the International Vaccine Institute (IVI). This open-source web-based tool/application generates statistical and visual outputs of AMR data, offers data curation options, and can be integrated with laboratory information management systems. …”
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Research and Design of an Active Light Source System for UAVs Based on Light Intensity Matching Model by Rui Ming, Tao Wu, Zhiyan Zhou, Haibo Luo, Shahbaz Gul Hassan

“…Therefore, this paper proposes an adaptive active light source system based on light intensity matching to address the issue of visual feature loss caused by environmental light intensity and scale variations in multi-UAV collaborative navigation. …”
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A New Method for Indoor Visible Light Imaging and Positioning Based on Single Light Source by Xinxin Cheng, Xizheng Ke, Huanhuan Qin

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Research on integrated fusion technology of multi-source heterogeneous hybrid information based on Mesh network by ZHANG Weiren, HUANG Xuxing

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Protocol for open-source automated universal high-content multiplex fluorescence for RNA in situ analysis by Jean Descarpentrie, Florian Bernard, Wilfried Souleyreau, Lucie Brisson, Thomas Mathivet, Ioannis S. Pateras, Océane C.B. Martin, Maria Lopez Chiloeches, Teresa Frisan

“…Summary: In situ hybridization visualizes RNA in cells, but image analysis is complex. …”
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Single source self balanced switched capacitor based singe phase nine level inverter by Surya Natarajan, AjithKumar G

“…The solution for this is to provide isolation between load and source. The proposed single phase switched capacitor multilevel inverter possess the feature of virtual isolation between the load and the source. …”
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An Approach for Multi-Source Land Use and Land Cover Data Fusion Considering Spatial Correlations by Jing Yang, Yiheng Jiang, Qirui Song, Zheng Wang, Yang Hu, Kaiqiang Li, Yizhong Sun

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Research on fault location method for micro-grid based on multi-source information fusion alarm by YANG Zhichun, LI Muyuan, HAN Ji, YANG Fan, SHEN Yu, MIN Huaidong

“…In order to address the issues of poor noise resistance and robustness resulting from a single source of fault diagnosis data, this paper proposes a method for fault location in micro-grid relay protection that integrates multiple sources of alarm information. …”
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A multi-source melt pool compilation for vision-based analytics applications in additive manufacturing by William Jabbour, Mutahar Safdar, Jiarui Xie, Yaoyao Fiona Zhao

“…Melt pool signatures, represented through various modalities (e.g., visual, thermal, acoustic) and metrics (e.g., temperatures, gradients, rates), capture essential process patterns. …”
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Research on somatic interactive exhibition design of lacquer artwork based on multi-source data analysis by Ke Ni

“…First, it explores the theoretical foundation of multi-source data and related algorithms, with a focus on ACS and ACO algorithms within neural networks, providing strong theoretical support for the model design. …”
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STPam: Software for Intelligently Analyzing and Mining Spatiotemporal Processes Based on Multi-Source Big Data by Rongjun Xiong, Zeqiang Chen, Huiwen Pan, Dongyang Liu, Aiguo Sun, Nengcheng Chen

“…In summary, STPam aids researchers in visualizing and analyzing geospatial processes and also holds potential application value in assisting regional management authorities in making disaster prevention and mitigation decisions.…”
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Py-CoMSIA: An Open-Source Implementation of Comparative Molecular Similarity Indices Analysis in Python by Christopher L. Haga, Crystal N. Le, Xue D. Yang, Donald G. Phinney

“…<b>Methods:</b> Py-CoMSIA was developed in Python using RDKit and NumPy for calculations and PyVista for visualizations. <b>Results:</b> Py-CoMSIA provides a functional open-source alternative to proprietary CoMSIA software. …”
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Insights into the effects of geographical sourcing area on nutrient composition and sensory attributes of nine edible insects by Jackson Ishara, Rehema Matendo, Jeremiah Ng’ang’a, Saliou Niassy, Karume Katcho, John Kinyuru

“…A principal component analysis (PCA-Biplot) indicated that the two axes accounted for up to 97.7% of the observed variability in the nutrient composition and sensory attributes of commonly consumed edible insects sourced from different geographical area. Visualized results after cluster analysis using non-metric multidimensional scaling (NMDS) indicated that the geographical sourcing area has substantial and significant effect on the nutrient composition as well as sensory attributes of the studied commonly edible with a stress value of 0.185.…”
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Mesenchymal Stem Cell–Sourced Exosomes as Potentially Novel Remedies for Severe Dry Eye Disease by Carl Randall Harrell, Valentin Djonov, Ana Volarevic, Aleksandar Arsenijevic, Vladislav Volarevic

“…Severe dry eye disease (DED) is an inflammatory condition characterized by a lack of sufficient moisture or lubrication on the surface of the eye, significantly impacting the quality of life and visual function. Since detrimental immune response is crucially responsible for the development and aggravation of DED, therapeutic agents which modulate phenotype and function of eye-infiltrated inflammatory immune cells could be used for the treatment of severe DED. …”
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5G Indoor/Outdoor Field Trial of Deep Joint Source-Channel Coding Method by Daisuke Hisano, Keigo Matsumoto, Yoshiaki Inoue, Yuko Hara, Kazuki Maruta, Yu Nakayama, Hiroshi Tatsukawa, Yuji Kawai, Yoshinori Shinohara, Hiroki Ikeda

“…This paper presents the first outdoor field trials of deep joint source-channel coding (DeepJSCC) for image transmission over a 5G system. …”
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BirdRecon: A free open source tool for image based bird species recognition by Hari Kishan Kondaveeti, Nabin Kumar Upadhaya, Dheeraj Sai Tukkugudam, Rahul Panigrahi, Sirivella Madhan Chandra Mouli, Valli Kumari Vatsavayi, Nagendra Panini Challa

“…The experimental results demonstrate that the proposed ensemble model achieves a classification accuracy of 99.6%, precision of 99.7%, and recall of 99.6%, outperforming the existing state-of-the-art methods by a margin of 0.51%.BirdRecon is implemented as both a web and mobile application, offering real-time bird species identification with multilingual support (English, Hindi, and Telugu) and additional features, such as species descriptions through Google Gemini and visual references from Wikimedia Commons. The open-source nature of the system, available on GitHub, promotes collaboration and further advancements. …”
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Optimized Design of Cultural Space in Wuhan Metro: Analysis and Reflection Based on Multi-Source Data by Zhengcong Wei, Yangxue Hu, Yile Chen, Tianjia Wang

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Sharing Platform of Water Conservancy Data Based on CKAN by SONG Lili, WU Wei, WANG Gaoxu, ZHANG Xuan, XU Yi, WU Yongxiang

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Selecting a Monitoring Technology for a Control System of Distributed Oil Production Facilities by Mykhaylo Lobur, Mykola Maliar

“…It is a combination of the Prometheus time series database server and the Grafana information visualization and analysis system. The important factors that determined the choice of this platform were the availability of the open source code and a large library of ready-made templates for displaying the well parameters in real time. …”
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Response of ornamental plants to salinity: impact on species-specific growth, visual quality, photosynthetic parameters, and ion uptake by Zirui Wang, Zirui Wang, Shital Poudyal, Kelly Kopp, Yunhua Zhang

“…However, the increasing scarcity of freshwater resources necessitates the use of alternative irrigation sources, such as reclaimed water. Reclaimed water typically contains elevated salt levels that can induce salt stress. …”
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