A Wireless Sensor Network for Precise Volatile Organic Compound Monitoring by Gianfranco Manes, Giovanni Collodi, Rosanna Fusco, Leonardo Gelpi, Antonio Manes

“…The paper describes the WSN platform, detailing various units (gateways, nodes, detectors) and shows the features of scalability and reconfigurability, with minimal intrusiveness or obtrusiveness. …”
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MeTa Learning-Based Optimization of Unsupervised Domain Adaptation Deep Networks by Hsiau-Wen Lin, Trang-Thi Ho, Ching-Ting Tu, Hwei-Jen Lin, Chen-Hsiang Yu

“…Future work will explore scalability in diverse real-world scenarios and further optimize the meta-learning framework. …”
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Harnessing the power of seaweed: unveiling the potential of marine algae in drug discovery by Leonel Pereira, Ana Valado

“…However, challenges related to compound identification, extraction methods, scalability of seaweed cultivation, and understanding the mechanisms of action still need to be addressed. …”
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A review on control systems hardware and software for robots of various scale and purpose. Part 2. Service robotics by Aleksey M. Romanov

“…The goal of the review is finding common approaches used in various areas of robotics to build on their basis a uniform methodology for designing scalable intelligent control systems for robots with a given level of fault tolerance on a unified component base. …”
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Comprehensive Study on Zero-Shot Text Classification Using Category Mapping by Kai Zhang, Qiuxia Zhang, Chung-Che Wang, Jyh-Shing Roger Jang

“…Existing zero-shot text classification methods based on large pre-trained models with added prompts exhibit strong representational capacity and scalability but have relatively poor commercial applicability. …”
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A spherical vector-based adaptive evolutionary particle swarm optimization for UAV path planning under threat conditions by Yanfei Liu, Hao Zhang, Hao Zheng, Qi Li, Qi Tian

“…Finally, we conducted comparative studies and in six benchmark scenarios with varying threat levels, and the results demonstrated that the proposed algorithm outperforms others in the initial solution effectiveness, the final solution accuracy, convergence stability, and scalability.…”
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Wireless sensor network for fire detection with network coding to improve security and reliability by Johannes Braun, Faouzi Derbel

“…This technique operates locally on nodes through the use of virtual cluster heads and an innovative Weighted Composite Value (WCV) Table, optimizing routing decisions for improved performance and scalability. This article provides a comprehensive exploration of the benefits of network coding in WSNs for fire alarm systems and presents a real-world implementation, demonstrating its potential for improving the performance of these systems.…”
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Beyond Needles: Immunomodulatory Hydrogel-Guided Vaccine Delivery Systems by Md Mohosin Rana, Cigdem Demirkaya, Hector De la Hoz Siegler

“…Additionally, this review addresses critical challenges, including safety, scalability, and regulatory considerations, offering insights into hydrogel-guided strategies for eliciting targeted immune responses and advancing global immunization efforts.…”
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Damage Detection and Localization from Dense Network of Strain Sensors by Simon Laflamme, Liang Cao, Eleni Chatzi, Filippo Ubertini

“…When dealing with large structures, damage diagnosis, localization, and prognosis necessitate a large number of sensors, which is a nontrivial task due to the lack of scalability of traditional sensing technologies. In order to address this challenge, the authors have recently proposed a novel sensing solution consisting of a low-cost soft elastomeric capacitor that transduces surface strains into measurable changes in capacitance. …”
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Survey of Distributed Computing Frameworks for Supporting Big Data Analysis by Xudong Sun, Yulin He, Dingming Wu, Joshua Zhexue Huang

“…In performing such tasks, these frameworks face three challenges: computational inefficiency due to high I/O and communication costs, non-scalability to big data due to memory limit, and limited analytical algorithms because many serial algorithms cannot be implemented in the MapReduce programming model. …”
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A fair non-collateral consensus protocol based on Merkle tree for hierarchical IoT blockchain by Seyedeh Somayeh Fateminasab, Davoud Bahrepour, Seyed Reza Kamel Tabbakh

“…This paper proposes a fair non-collateral consensus protocol named Proof of Action (PoAct), which utilizes Merkle tree-based techniques to address scalability, lightweightness, and energy efficiency in HIoTB. …”
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Big Data-Based E-Commerce Transaction Information Collection Method by Bingwen Yan, Chunqiong Wu, Rongrui Yu, Baoqin Yu, Nafang Shi, Xiukao Zhou, Yanliang Yu

“…Through the efficiency test of the collection method, the information scalability ability test, and the accuracy test, the important context was sorted out after integration, the sources of trading information were sorted out, and the data analysis of the collected information was conducted to optimize the information collection method and verify the feasibility of the method.…”
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SNCA: Semi-Supervised Node Classification for Evolving Large Attributed Graphs by Faima Abbasi, Muhammad Muzammal, Qiang Qu, Farhan Riaz, Jawad Ashraf

“…We perform an extensive experimental study on real-world datasets to showcase the efficiency, scalability, robustness, and pertinence of the solution. …”
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Enhancing energy autonomy of greenhouses with semi-transparent photovoltaic systems through a comparative study of battery storage systems by Mohammadreza Gholami, Ali Arefi, Anwarul Hasan, Chengdao Li, S. M. Muyeen

“…The study provides insights into optimizing renewable energy systems in greenhouses, emphasizing practical implications for scalability and economic feasibility.…”
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Effect of lighting cycles and wastewater concentrations on biomass growth and lipid content of green microalgae in laundry wastewater treatment by Vera Viena, Elvitriana, Juwandi, Suhendrayatna

“…This study highlights the dual benefits of pollution control and biodiesel feedstock production, demonstrating scalability and cost-effectiveness for sustainable wastewater treatment and biofuel generation. …”
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A systematic and comprehensive review on low power wide area network: characteristics, architecture, applications and research challenges by Ass Diane, Ousmane Diallo, El Hadji Malick Ndoye

“…This research work has developed the characteristics of LPWANs and the techniques used to achieve long-range energy efficiency, high scalability, and low cost. In addition, it presents the application areas of LPWAN technologies with use-case network architectures for each area, addresses spectrum and energy optimization, and discusses open research challenges that need to be focused to provide guidelines for further contributions.…”
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Method for synthesizing a logic element that implements several functions simultaneously by S. I. Sovetov, S. F. Tyurin

“…Moreover, using a single LUT for a single function reduces system-on-a-chip (SoC) scalability. Therefore, the purpose of the present work is to develop a LUT structure for implementing several logic functions simultaneously on inactive transmitting transistors.Methods. …”
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Optimizing Energy Consumption and Latency in IoT Through Edge Computing in Air–Ground Integrated Network With Deep Reinforcement Learning by Vitou That, Kimchheang Chhea, Jung-Ryun Lee

“…Simulation results show that this approach significantly minimizes energy consumption and latency, outperforming conventional optimization methods. Additionally, scalability tests confirm that our framework can efficiently integrate an increasing number of IoT devices and UAVs.…”
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Development and characterization of in vitro inducible immortalization of a murine microglia cell line for high throughput studies by Hana Yeh, Matthew A. De Cruz, Yang You, Seiko Ikezu, Tsuneya Ikezu

“…To advance our understanding of microglial biology while enabling scalability for high-throughput assays, we developed an inducible immortalized murine microglial cell line using a tetracycline expression system. …”
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Is Membrane Filtration Applicable for the Recovery of Biologically Active Substances from Spent Lavender? by Yoana Stoyanova, Nevena Lazarova-Zdravkova, Dimitar Peshev

“…Notably, no membrane fouling occurred, confirming the method’s scalability without compromising biological activity. …”
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