On Energy Efficiency and Performance Evaluation of Single Board Computer Based Clusters: A Hadoop Case Study

Qureshi, Basit; Koubâa, Anis

doi:10.3390/electronics8020182

Cited by 17 publications

(5 citation statements)

References 38 publications

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“…(1) Definition of energy efficiency The concept of energy efficiency was first proposed by foreign scholars, and later scholars gradually added environmental protection, economic and other indicators in the research process for evaluation [8]. Energy efficiency refers to the degree to which energy is effectively utilized.…”

Section: Energy Efficiency Evaluation Researchmentioning

confidence: 99%

Energy Efficiency Evaluation Model Based on Malmquist Index

2022

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With the continuous increase of energy demand, the use of energy has caused many environmental problems, and the energy crisis has gradually attracted people's attention. By understanding energy efficiency, it provides good policy suggestions for improving my country's energy efficiency. The purpose of this paper is to use the Malmquist index model to analyze the energy efficiency evaluation model. In the experiment, the correlation matrix data of the original variables in the energy efficiency evaluation model, the standard values of the energy subsystem indicators over the years and the evaluation table of the energy subsystem evaluation results are analyzed and summary. The experimental results show that the correlation coefficients between the selected indicators are all less than 0.7, that is, the correlation between the indicators is weak, and there is no strong correlation indicator (repetitive indicator). Energy consumption structure, improve energy efficiency, and improve the energy efficiency evaluation system model.

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Section: Energy Efficiency Evaluation Researchmentioning

confidence: 99%

Energy Efficiency Evaluation Model Based on Malmquist Index

2022

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“…Penggunaan cluster SBC dalam proses enkripsi RSA dapat mengungguli satu komputer pribadi multicore [12][8] dengan biaya pembelian perangkat yang sama. Biaya operasi cluster SBC juga jauh lebih efisien jika dibandingkan dengan satu komputer pribadi multicore [13][14] [15].…”

Section: Pendahuluanunclassified

Optimalisasi Pemrosesan Distributed RSA Algorithm dengan Metode Penjadwalan Proses Pada Single Board Computer Cluster

2022

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Data security is still a major issue regarding the need for data confidentiality. The encryption process using the RSA algorithm is still the most popular method used in securing data because the complexity of the mathematical equations used in this algorithm makes it difficult to hack. However, the complexity of the RSA algorithm is still a major problem that hinders its application in a more complex application. Optimization is needed in the processing of this RSA algorithm, one of which is by running it on a distributed system. In this paper, we propose an approach with a FIFO process scheduling algorithm that runs on a single board computer cluster. The test results show that the allocation of resources in a system that uses a FIFO process scheduling algorithm is more efficient and shows a decrease in the overall processing time of RSA encryption

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“…The work done in [6] evaluates the energy efficiency and the performance of single board computer based clusters. The authors carried out extensive testing to analyze the performance of these clusters using popular performance benchmarks.…”

Section: Literature Reviewmentioning

confidence: 99%

Cluster of Single-Board Computers at the Edge for Smart Grids Applications

et al. 2021

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Increases in power demand and consumption are very noticeable. This increase presents a number of challenges to the traditional grid systems. Thus, there is the need to come up with a new solution that copes with the stringent demand on energy and provides better power quality, which gives a better experience to the end users. This is how the concept of smart grids (SG) came to light. SGs have been introduced to better monitor and control the power produced and consumed. In addition to this, SGs help with reducing the electricity bill through the integration of renewable energy sources. The underlying smartness of the SGs resides in the flow of information in addition to the flow of energy. Information/data flowing implies the use of smart sensors and smart meters that sense and send data about the power produced and consumed, and the data about the environment where they are deployed. This makes SGs a direct application of IoT. In this paper, we are implementing an edge platform that is based on single-board computers (SBCs) to process data stemming from SG. The use of SBCs is driven by the energy efficiency and cost effectiveness concepts that the SG is trying to apply. The platform in question is tested against a distributed job that averages random numbers using Hadoop’s MapReduce programming model. The SBC that we are using in this implementation is the NVIDIA Jetson Developer Kit. The results of this work show that a cluster of SBCs is low-cost, easy to maintain, and simple to deploy, which makes it a great candidate for providing edge computing. Although it revealed a performance that beat the one of the remote cloud servers, it could not outperform the single-computer edge platform.

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On Energy Efficiency and Performance Evaluation of Single Board Computer Based Clusters: A Hadoop Case Study

Cited by 17 publications

References 38 publications

Energy Efficiency Evaluation Model Based on Malmquist Index

Energy Efficiency Evaluation Model Based on Malmquist Index

Optimalisasi Pemrosesan Distributed RSA Algorithm dengan Metode Penjadwalan Proses Pada Single Board Computer Cluster

Cluster of Single-Board Computers at the Edge for Smart Grids Applications

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