Using spectral characterization to identify healthcare-associated infection (HAI) patients for clinical contact precaution by Jiaming Cui, Sungjun Cho, Methun Kamruzzaman, Matthew Bielskas, Anil Vullikanti, B. Aditya Prakash

“…Our experiments show that our methods outperform several natural structural and clinical approaches on real-world hospital testbeds and pick meaningful solutions.…”
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Design and Analysis of Adaptive Hierarchical Low-Power Long-Range Networks by Dimitrios Amaxilatis, Ioannis Chatzigiannakis

“…A platform-agnostic software firmware is produced that is evaluated in real-world large-scale testbeds. The performance of the networking scheme is evaluated through a series of experimental scenarios that generate environments with varying channel quality, failing nodes, and mobile nodes. …”
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CarSpeak : a content-centric network for autonomous driving by Suresh Kumar, Swarun

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Comprehensive review of drones collision avoidance schemes: challenges and open issues by Rezaee, Mohammad Reza, Abdul Hamid, Nor Asilah Wati, Hussin, Masnida, Ahmad Zukarnain, Zuriati

“…Challenges encompass precise detection of small and moving obstacles, minimizing path deviations at minimal cost, high machine learning and automation expenses, prohibitive costs of real testbeds, limited environmental comprehension, and security apprehensions. …”
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Optimization parameter for mpeg-4 data over wireless sensor network by Hashim, Norlezah

“…Therefore this project aims to create an embedded code in TelG mote according to this concept. Experiment testbeds are conducted for indoor and outdoor to investigate the network performance in term of packet delivery ratio and total packet loss. …”
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Reinforcement Learning Agents Playing Ticket to Ride–A Complex Imperfect Information Board Game With Delayed Rewards by Shuo Yang, Michael Barlow, Thomas Townsend, Xuejie Liu, Dilini Samarasinghe, Erandi Lakshika, Glennn Moy, Timothy Lynar, Benjamin Turnbull

“…Board games are extensively studied in the AI community because of their ability to reflect/represent real-world problems with a high-level of abstraction, and their irreplaceable role as testbeds of state-of-the-art AI algorithms. Modern board games are commonly featured with partially observable state spaces and imperfect information. …”
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Evaluation of Future Internet Technologies for Processing and Distribution of Satellite Imagery by J. Becedas, R. Pérez, G. González, J Álvarez, F. García, F. Maldonado, A. Sucari, J. García

“…Finally, the advantages of using federated testbeds to carry out large scale, industry driven experiments are analysed evaluating the feasibility of an experiment developed in the European infrastructure Fed4FIRE and its migration to a commercial cloud: SoftLayer®, an IBM Company.…”
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Smart5Grid Solutions for enhanced TSO grid observability and manageability in massive RES penetration environment [version 2; peer review: 1 approved, 2 approved with reservations,... by Ioannis Chochliouros, Michalis Rantopoulos, Vasiliki Vlahodimitropoulou, Ralitsa Rumenova, Krassimir Vlachkov, Daniel Shangov, Atanas Velkov, Georgi Hristov, Nicola Cadenelli, Angelos Antonopoulos, Dimitrios Brodimas, Nikolaos Tzanis

“…The software and methods used for the OEP development and experimental testbeds applied to measure its latency performance in both tailored pilot demos are explained at length. …”
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An Energy Aware Adaptive Sampling Algorithm for Energy Harvesting WSN with Energy Hungry Sensors by Bruno Srbinovski, Michele Magno, Fiona Edwards-Murphy, Vikram Pakrashi, Emanuel Popovici

“…The proposed algorithm is evaluated using two in-field testbeds that are supplied by two different energy harvesting sources (solar and wind). …”
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Machine Learning for DDoS Attack Detection in Industry 4.0 CPPSs by Firooz B. Saghezchi, Georgios Mantas, Manuel A. Violas, A. Manuel de Oliveira Duarte, Jonathan Rodriguez

“…Existing techniques use data either artificially synthesized or collected from Information Technology (IT) networks or small-scale lab testbeds. To address this limitation, we use network traffic data captured from a real-world semiconductor production factory. …”
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Improved Sparse Coding Algorithm with Device-Free Localization Technique for Intrusion Detection and Monitoring by Huakun Huang, Zhaoyang Han, Shuxue Ding, Chunhua Su, Lingjun Zhao

“…Experimental results on our real testbeds of indoor DFL show that, in scenarios of living room and corridor, the proposed approach can achieve high localization accuracies of about 100% and 90%, respectively. …”
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Performance Analysis of Google Colaboratory as a Tool for Accelerating Deep Learning Applications by Tiago Carneiro, Raul Victor Medeiros Da Nobrega, Thiago Nepomuceno, Gui-Bin Bian, Victor Hugo C. De Albuquerque, Pedro Pedrosa Reboucas Filho

“…Results show that the performance reached using this cloud service is equivalent to the performance of the dedicated testbeds, given similar resources. Thus, this service can be effectively exploited to accelerate not only deep learning but also other classes of GPU-centric applications. …”
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Wireless sensor network for structural health monitoring: a contemporary review of technologies, challenges, and future direction by Mohammed Abdulkarem, Samsudin, Khairulmizam, Rokhani, Fakhrul Zaman, A. Rasid, Mohd Fadlee

“…Then, comprehensive summaries for the state-of-the-art academic and commercial wireless platform technologies used in laboratory testbeds and field test deployments for structural health monitoring applications are reviewed and tabulated. …”
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Automated SEM-EDS Analysis of Transition Metals and Other Metallic Compounds Emitted from Incinerating Agricultural Waste Plastic Film by Tae-Han Kim, Boo-Hun Choi, Choong-Sik Yoon, Yong-Kyu Ko, Moon-Sung Kang, Joongjin Kook

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Measurement and analysis of real-world 802.11 mesh networks by LaCurts, Katrina L. (Katrina Leigh)

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Attack Detection for Medical Cyber-Physical Systems–A Systematic Literature Review by Simon B. Weber, Stefan Stein, Michael Pilgermann, Thomas Schrader

“…While several researchers used publicly available datasets for training and testing their algorithms, the lack of suitable datasets resulted in the development of testbeds consisting of various medical devices. Based on the results, we formulated five future research topics. …”
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Robotic Park: Multi-Agent Platform for Teaching Control and Robotics by Francisco-Jose Manas-Alvarez, Maria Guinaldo, Raquel Dormido, Sebastian Dormido

“…Although many control algorithms for MRS are proposed, few experimental results are validated on real data, being essential to building new testbeds to conduct MRS research and teaching. Moreover, most existing platforms for experimentation do not offer an overall solution allowing software and hardware design tools. …”
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Measurement and analysis of real-world 802.11 mesh networks by LaCurts, Katrina Leigh, Balakrishnan, Hari

“…This lack of understanding is due in part to the lack of access to data from a wide range of these networks; most researchers have access to only one or two testbeds at any time. In recent years, however, 802.11 mesh networks networks have been deployed commercially and have real users who use the networks in a wide range of conditions. …”
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ELEGANT: Security of Critical Infrastructures With Digital Twins by Bruno Sousa, Miguel Arieiro, Vasco Pereira, Joao Correia, Nuno Lourenco, Tiago Cruz

“…The validation approach of ELEGANT, which leveraged from the capabilities of the Fed4Fire federated testbeds evaluated the feasibility of using cloudified Digital Twins, thus converting a significant part of the projected CAPEX for the in-premises model into on-demand, pay-as-you-go OPEX, eventually paving the way for the establishment of a DTaaS (Digital Twin as a Service) paradigm. …”
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A Survey of Multi-Access Edge Computing in 5G and Beyond: Fundamentals, Technology Integration, and State-of-the-Art by Quoc-Viet Pham, Fang Fang, Vu Nguyen Ha, Md. Jalil Piran, Mai Le, Long Bao Le, Won-Joo Hwang, Zhiguo Ding

“…Then, we outline up-to-date researches on the integration of MEC with the new technologies that will be deployed in 5G and beyond. We also summarize testbeds and experimental evaluations, and open source activities, for edge computing. …”
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