Resource Optimization for Grid-Connected Smart Green Townhouses Using Deep Hybrid Machine Learning by Seyed Morteza Moghimi, Thomas Aaron Gulliver, Ilamparithi Thirumarai Chelvan, Hossen Teimoorinia

“…Real datasets are used to optimize resource consumption, including electricity, gas, and water. Renewable Energy Sources (RESs), such as PV systems, are integrated with smart grid technology. …”
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Fall Detection Using Federated Lightweight CNN Models: A Comparison of Decentralized vs. Centralized Learning by Qasim Mahdi Haref, Jun Long, Zhan Yang

“…The models were trained using three random seeds to ensure result robustness and stability across varying data partitions. Among all configurations, decentralized MobileNetV2 achieved the best results, with a mean test accuracy of 0.9927, F1-score of 0.9917, and average training time of 111.17 s per round. …”
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A Comparative Study of Direct Power Control Strategies for STATCOM Using Three-Level and Five-Level Diode-Clamped Inverters by Diyaa Mustaf Mohammed, Raaed Faleh Hassan, Naseer M. Yasin, Mohammed Alruwaili, Moustafa Ahmed Ibrahim

“…For power electronic interfaces, Direct Power Control (DPC) has emerged as a leading control technique, especially in applications such as synchronous motors, induction motors, and other electric drives; renewable energy sources (such as photovoltaic inverters and wind turbines); and converters that are grid-connected, such as Virtual Synchronous Generator (VSG) and Static Compensator (STATCOM) configurations. …”
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CO2 concentration-based comparison of EMAR and MCFC technologies for carbon capture: Energy and life cycle cost assessments by Ata Chitsaz, Morteza Khalilian, Amirhossein Hasanzadeh

“…These studies assessed the impact of CO₂ concentration in emission sources and system design parameters on carbon capture work and life cycle costs. …”
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Understanding peer support among healthcare assistants delivering hospice care at home: a protocol for a realist review by Sonja McIlfatrick, Felicity Hasson, Tracey McConnell, Katarzyna Anna Patynowska

“…Comprehensive searches of academic databases (CINAHL, MEDLINE, AMED, Scopus) and grey literature sources will be conducted between November and December 2024, with no restrictions on publication date applied. …”
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Abstract expressionism and its relationship to visual attraction In the designs of modern women's fabrics by Haider Hashim Mammuod Al – Husseini

“…The conclusions included: two most common designs rely on pluralism in the formations to cling to the experience, and modify your style of work, and configurations for your staff in the design and qualification in the design and qualification on the one hand and promote attractions and the right to search recommendations and a list of sources …”
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Enhancing the experience and outcomes of children with complex care needs in acute paediatric settings: a realist review protocol by Jane Coad, Eyal Cohen, Rachel Williams, Joseph C Manning, Emma Popejoy, Alison Pearson

“…The review will result in a programme theory which will include context-mechanism-outcome configurations and provide data to support claims of generative causation.Ethics and dissemination Ethical approval is not required for this review as it does not involve primary research. …”
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Advanced Microgrid Systems: Bridging the Gap Between Renewable Energy Integration, Stability, and Scalable Deployment - A Review by Bashiru Olalekan Ariyo, Lambe Mutalub Adesina, Olalekan Ogunbiyi

“…Microgrids (MGs) are emerging as pivotal solutions for addressing the growing global demand for reliable, decentralized energy systems, particularly given the variability of renewable energy sources (RESs) and integration challenges. This study critically reviews advancements in MG modeling, control dynamics, and optimization strategies, with a specific focus on dual-mode operations encompassing grid-connected and islanded systems. …”
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Fully Solar Residential Energy Community: A Study on the Feasibility in the Italian Context by Grazia Barchi, Marco Pierro, Mattia Secchi, David Moser

“…Expanding the installation and use of renewable energy sources will help Europe reach its energy and climate goals. …”
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Characterizing How Meteorological Forcing Selection and Parameter Uncertainty Influence Community Land Model Version 5 Hydrological Applications in the United States by Hisham Eldardiry, Ning Sun, Hongxiang Yan, Patrick Reed, Travis Thurber, Jennie Rice

“…Our results suggest that uncertainty in CLM5 runoff simulations resulting from both forcing and parametric sources is markedly higher in arid regions, for example, Great Plains and Midwest regions. …”
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The effect of product design on recycling efficiency of lithium-ion batteries through structural equation modeling and life cycle assessment by Haitao Chen, Yongxun Yang, Zhaohui Dong

“…Multi-group analysis demonstrates the superior recyclability of CTP and CTB designs compared to traditional configurations. The study also evaluates the improvement potential for recycling efficiency across various materials, providing a basis for optimizing recycling strategies. …”
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Advancements in Integrated Thermoelectric Power Generation and Water Desalination Technologies: A Comprehensive Review by Oranit Traisak, Pranjal Kumar, Sara Vahaji, Yihe Zhang, Abhijit Date

“…The findings underscore the importance of optimizing material properties, system configurations, and operating conditions to maximize efficiency and output while reducing economic and environmental costs.…”
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Understanding and Addressing Variability Through Recalibration in a Brain–Computer Interface for Intelligent Vehicle Control Using Long-Term Implanted Human Neural Data: A C... by Yicong Xiao, Spencer Kellis, Christopher. F Reiche, Florian Solzbacher

“…Even when trained on sufficient neural data, the performance of a brain-computer interface (BCI) is susceptible to error due to both systematic and random noise. Error from both sources may increase over time with changes in the neural signal or recording process. …”
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Advancing Arabic Word Embeddings: A Multi-Corpora Approach with Optimized Hyperparameters and Custom Evaluation by Azzah Allahim, Asma Cherif

“…To train our models, we collected data from three distinct sources: Wikipedia, newspapers, and 32 Arabic books, each selected to capture specific linguistic and contextual features of Arabic. …”
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Investigating Differences in the Palomar-Green Blazar Population Using Polarization by Janhavi Baghel, P. Kharb, T. Hovatta, Luis C. Ho, C. Harrison, E. Lindfors, Silpa S., S. Gulati

“…Jansky Very Large Array (VLA) in A- and B-array configurations at 6 GHz of seven radio-loud (RL) quasars and eight BL Lac objects belonging to the Palomar-Green (PG) “blazar” sample. …”
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Exploring Built Environment Visual Interactions: A SoftBIM Data-Driven Approach for a Database About the Outdoor View by Matteo Cavaglià, Alberto Speroni, Juan Diego Blanco Cadena, Andrea Giovanni Mainini, Tiziana Poli

“…Windows and glazed facades provide outdoor views, serving as vital sources of visual information that aid navigation and interaction within buildings. …”
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Advanced Microgrid Protection Utilizing Zero Sequence Components With Hard-Ware-in-the-Loop Testing by Zahra Ghanem, Feras Alasali, Naser El-Naily, Hassen Loukil, Haytham Y. Mustafa, Saad M. Saad, Abdelaziz Salah Saidi, William Holderbaum

“…Secondly, the study demonstrates the use of Configurable Function Blocks (CFCs) in digital relays to dynamically adjust relay settings based on zero sequence current detection. …”
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Temporal Behavior and Latitudinal Relationships between Key Solar Parameters and Green Line Emissions in the Solar Corona by Jacob Oloketuyi, Yu Liu, Linhua Deng, Abouazza Elmhamdi, Khaled Nasser Almosabeh, Fengrong Zhu, Haitang Li, Feiyang Sha, Qiang Liu, Oladipo Emmanuel Abe, Charles Owolabi, Olufemi Olusola

“…Utilizing data from both ground-based and space-based sources spanning from 1996 to 2024, covering solar cycles 23 to 25, the investigation employs the multitaper and cross-correlation analyses. …”
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Using Polarization to Uncover the Lyα Emission Mechanism in Lyα Nebulae by Eunchong Kim, Yujin Yang, Sung-Joon Park, Ann Zabludoff, Paul Smith, Myung Gyoon Lee, Woong-Seob Jeong, Buell Jannuzi, Narae Hwang, Byeong-Gon Park

“…Mapping their polarization offers critical insights, but imaging polarimetry to date has revealed polarization patterns that are difficult to interpret due to differences in the types and spatial configurations of their embedded sources. In this study, we more than double the sample size of polarization observations by targeting four additional Ly α nebulae: 4C41.17, SSA22-Sb3-LAB1, JACKPOT, and MAMMOTH-1, all of which host active galactic nuclei (AGN), from radio-loud to radio-quiet to type-I to type-II. …”
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Study of different thermal management systems for traction batteries to obtain vehicle lightweighting by Giulia Sandrini, Daniel Chindamo, Marco Gadola, Andrea Candela, Paolo Magri

“…However, even fully electric vehicles are not characterized by zero global emissions, due to the production of electricity from sources that are not always renewable. Moreover, this type of vehicle is afflicted by the limited range provided by the battery pack and its long recharging time. …”
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