RFSoC Modulation Classification With Streaming CNN: Data Set Generation & Quantized-Aware Training by Andrew Maclellan, Louise H. Crockett, Robert W. Stewart

“…Evaluated on AMD’s RFSoC2x2 development board, the design integrates General Matrix Multiplication (GEMM) optimisations and fixed-point arithmetic. We also present a method for creating Deep Learning (DL) data sets for wireless communications, incorporating the RFSoC into the data generation loop. …”
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Application of PS2M Aptamer as Receptor Layer for Electrochemical Detection of Lead Ions by Izabela Zaras, Olga Kujawa, Marcin Olszewski, Marta Jarczewska

“…Herein, we present studies on the electrochemical detection of lead ions using PS2M aptamer, which contains several guanine nucleotides, as the receptor element. Firstly, the method of aptamer-based layer fabrication was optimized along with the choice of a redox active indicator, which was a source of current signal. …”
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A framework for optimisation and techno-economic analysis of CO2 pressurisation strategies for pipeline transportation by Andreasen Anders, Bonto Maria, Montero Fernando

“…The presented framework is developed based on open-source components and information available in the public domain. …”
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An Enhanced Approach for Remaining Useful Life Prediction of Bearings Using Incomplete Lifecycle Data by Xunmeng An, Chao Zhang, Caiye Liu, Wentao Zhao

“…Accurately predicting the remaining useful life (RUL) of rolling bearings is crucial for ensuring optimal equipment operation and timely maintenance. …”
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Analysis of the main approaches to modeling management processes for special-purpose organizational and technical systems by A. V. Melnikov, A. A. Karavaev, A. O. Zheleznyakov

“…This circumstance will allow us to further develop methodological recommendations to improve the efficiency and validity of management decisions.Method. This work uses: formal models, structural models of objects, models under conditions of complete certainty, models under conditions of risk using a decision tree, models under conditions of uncertainty, mathematical programming models, quality models, efficiency models.Result. …”
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Exploring Task-Related EEG for Cross-Subject Early Alzheimer’s Disease Susceptibility Prediction in Middle-Aged Adults Using Multitaper Spectral Analysis by Ziyang Li, Hong Wang, Jianing Song, Jiale Gong

“…Time–frequency features were extracted using the Multitaper method, followed by multidimensional reduction techniques. …”
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Exploring Biomass Waste-Derived Biochar as a Catalyst for Levulinic Acid Conversion to γ-Valerolactone: Insights into Synthesis, Characterization, and Catalytic Performance by Joao Carlos Alves Macedo, Maryam Shirinkar, Richard Landers, André Henrique Rosa

“…The gelification method using alginate enhanced the ruthenium and iron content on the surface of the biochar. …”
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Blind super-resolution network based on local fuzzy discriminative loss for fabric data augmentation by Ning Dai, Xiaohan Hu, Kaixin Xu, Xudong Hu, Yanhong Yuan, Bo Cao, Luhong Shi

“…In the field of fabric defect detection, the development of algorithms has been hindered by issues such as poor quality and limited quantity of open-source datasets. Traditional data augmentation methods offer limited improvements in model performance, while generative data augmentation methods are plagued by difficulties in training generative models, susceptibility to artifacts, and the need for re-labeling. …”
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Evolution and Attribution Analysis of Habitat Quality in China’s First Batch of National Parks by Pengyue Dai, Yanfang Wang, Jinhong Ye, Jing Chen, Runze Li, Xiping Cheng

“…By integrating the land use transfer matrix with the InVEST model, we quantified habitat quality changes, while the geographical detector method was employed to analyze the key natural and socioeconomic drivers. …”
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Trends in electronic health record metadata use for management purposes by Nuo Xu, Ishwar Badwaik, Gunwoo Lee, Eric W. Ford

“…These trends are indicative of the growing importance of EHR metadata in management decision‐making, clinical quality improvement, and optimizing workforce efficiency. Conclusions EHR metadata holds great promise as a managerial and health service research source. …”
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Rooftop solar programme and citizens' perceptions for sustainable lifestyle: A study of Ahmedabad city, Gujarat by Shreya Dave, Venkat Ram Reddy Minampati, Parth Prajapati

“…The abundant solar energy source provides an immense scope to create ample opportunities to produce affordable and clean energy. …”
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Real-time fMRI pattern decoding and neurofeedback using FRIEND: an FSL-integrated BCI toolbox. by João R Sato, Rodrigo Basilio, Fernando F Paiva, Griselda J Garrido, Ivanei E Bramati, Patricia Bado, Fernanda Tovar-Moll, Roland Zahn, Jorge Moll

“…Although EEG-based neurofeedback has been long employed both in experimental and clinical investigation, functional MRI (fMRI)-based neurofeedback emerged as a promising method, given its superior spatial resolution and ability to gauge deep cortical and subcortical brain regions. …”
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Potential Use of Natural Zeolite and Green Shells in Biodiesel Production by Anggun Puspitarini Siswanto*, Intan Ardina Damayani

“…The adsorption process is carried out to reduce the FFA levels and acid numbers contained in waste cooking oil so that the transesterification reaction process can run optimally. Natural zeolite can be used as a good adsorbent to purify and lower the acid number of waste cooking oil. …”
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A robust multi-scale clustering framework for single-cell RNA-seq data analysis by Songrun Jiang, Chunyan Wang, Qiucheng Sun, Zhi Zhang

“…To address these challenges, we introduce a new method, single-cell Multi-Scale Clustering Framework (scMSCF), which combines multi-dimensional PCA for dimensionality reduction, K-means clustering, and a weighted ensemble meta-clustering approach, enhanced by a self-attention-driven Transformer model to optimize clustering performance. scMSCF constructs an initial clustering framework using a multi-layer dimensionality reduction strategy to establish a robust consensus on clustering structure. …”
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An Experimental Study on Microalgae Oil Extraction Through Ultrasound-assisted Algasonic Machine by Widyastuti Endrika, Dewi Ratih, Putriajati Dela Ayu, Danny Ariella Melody, Prasetyo Joko

“…However, efficient, eco-friendly methods are needed to extract oil from microalgae. …”
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Religiosity and Social Support as Determinants of Self-Concept: A Case Study on Women Affected by Infidelity by Eva Fitria Yulianty, Siti Sekar Ayu Fadillah, S Zazirah, Yulina Eva Riany

“…Although religiosity does not instantly eliminate emotional pain, it serves as a significant source of strength, calm, and hope in the process of healing emotional wounds. …”
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Investigating associations between physical activity and presenteeism: a scoping review protocol by Valérie Hervieux, Caroline Biron, Justine Dima

“…In light of these issues, clarification through a scoping review of the literature on the subject is warranted.Method and analysis A search strategy will be conducted in six scientific databases: MEDLINE, CINAHL, PsycINFO, ABI Inform Global, Web of Science and Business Source Premier. …”
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Comparative study of drying techniques on the anti-inflammatory content of bitter leaf simplicia (Vernonia amygdalina Del.) by Yulianida Tamala, Moh. Yani, Illah Sailah, Ernie Halimatushadyah, Trina Ekawati Tallei

“…The IC₅₀ values for the three drying methods were determined to be 25.33 ppm, 61.05 ppm, and 114.25 ppm, respectively. …”
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Enhancing CO₂ Fixation in Microalgal Systems: Mechanistic Insights and Bioreactor Strategies by Zhongliang Sun, Chenmei Bo, Shuonan Cao, Liqin Sun

“…Future efforts should focus on integrating these methods into large-scale photobioreactor systems to optimize cost-effective, sustainable production.…”
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A Study to Assess the Perceptions, Attitudes, and Practices of Edentulous Patients Regarding the Maintenance of Complete Denture Prostheses by Misbah Khalid, Omaima Arshad, Raza Ullah Khan, Aamir Ghafoor, Romeysah Adnan, Hira Riaz, Muhammad Amer Khan

“…While many participants engage in basic denture cleaning routines, the lack of consistent professional care and reliance on suboptimal cleaning methods underscore the need for targeted interventions to promote optimal denture hygiene. …”
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