Scheduling Algorithms for High-Performance Computing: An Application Perspective of Fog Computing

Razzaq, Sidra; Wahid, Abdul; Khan, Faheem; Amin, Noor Ul; Shah, Munam Ali; Akhunzada, Adnan; Ali, Ihsan

doi:10.1007/978-3-319-99966-1_10

Cited by 8 publications

(5 citation statements)

References 20 publications

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“…Fog computing is providing on-demand services at the edge network. Fog computing offers high security, high computing data center [ 84 , 85 ], and low latency as compared to cloud computing. The wireless communication [ 86 ] supported by fog computing is Wi-Fi, 3G, 4G, Zigbee, Mobile ad-hoc network [ 87 , 88 , 89 ], and wired communication.…”

Section: Smart Technologies Of the Iot Based Healthcare System For Co...mentioning

confidence: 99%

Application and Challenges of IoT Healthcare System in COVID-19

Al‐Atawi

Khan

Kim

2022

Sensors

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The importance of the IoT is increasing in every field of life, and it especially has a significant role in improving the efficiency of the healthcare system. Its demand further increased during COVID-19 to facilitate the patient remotely from their home digitally. Every time the COVID-19 patient visited the doctor for minor complications, it increased the risk of spreading the virus and the cost for the patient. Another alarming situation arose when a patient was in a critical position and may not claim an emergency service from the nearby healthcare system, increasing the death rate. The IoT uses healthcare services to properly monitor COVID-19 patients by using the interconnected network to overcome these issues. Through the IoT, the patient is facilitated by the health care system without spreading the virus, decreasing the death ratio during COVID-19. This paper aims to discuss different applications, technologies, and challenges of the IoT healthcare system, related to COVID-19. Different databases were searched using keywords in PubMed, ResearchGate, Scopus, ACM, Springer, Elsevier, Google Scholar, etc. This paper is trying to discuss, identify, and highlight the useful applications of the IoT healthcare system to provide guidelines to the researchers, healthcare institutions, and scientists to overcomes the hazards of COVID-19 pandemics. Hence, IoT is beneficial by identifying the symptoms of COVID-19 patients and by providing better treatments that use the healthcare system efficiently. At the end of the paper, challenges and future work are discussed, along with useful suggestions through which scientists can benefit from the IoT healthcare system during COVID-19 and in a severe pandemic. The survey paper is not limited to the healthcare system and COVID-19, but it can be beneficial for future pandemics or in a worse situation.

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Section: Smart Technologies Of the Iot Based Healthcare System For Co...mentioning

confidence: 99%

Application and Challenges of IoT Healthcare System in COVID-19

Al‐Atawi

Khan

Kim

2022

Sensors

Self Cite

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“…Various methods associated with VM allocation and VM selection are evaluated and combined in a suitable combination to discover the best task scheduling combination for the effective and optimized user data processing. In [24] the authors aimed to provide an easy and concise view of the High-Performance Computing (HPC) algorithms. Firstly, they presented the classification of scheduling algorithms based on multiple factors like fairness, waiting time, throughput, overhead, etc.…”

Section: Task Scheduling and Resource Allocation In Fog Environmentmentioning

confidence: 99%

Performance Enhancement of Fog Environment with Deadline Aware Resource Allocation Algorithm

El‐Bahnasawy

Elnattat

El‐Sayed

et al. 2022

Menoufia Journal of Electronic Engineering Research

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Fog computing is a new computing paradigm that has been proposed to extend cloud computing services to the edges of cloud computing networks. Minimizing the total completion time of an application without violating user-defined deadline is one of the most important problems that are related to task scheduling in fog environments. In this paper, we have proposed a new algorithm called Deadline Aware Resource Allocation (DARA) algorithm. The main contribution of this algorithm is to enhance the performance of fog environment by allocating resources in an efficient manner under deadline constraint. The algorithm is compared with Dynamic Resource Allocation Method (DRAM) algorithm. Simulation results proved that our proposed algorithm provides better performance in terms of makespan, total cost, and resource utilization.

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“…Current research studies in HPC areas have been focusing on enhancing the efficiency of resource management. To increase HPC utilization and improve response time, various implementations of tasks scheduling algorithms are proposed [1]. To improve the performance of the scheduler, a study [2] proposes a method for predicting job waiting time, allowing the scheduler to make use of the information in decision making.…”

Section: Literature Reviewmentioning

confidence: 99%

Trusted Electronic Contract for Enabling Peer-to-Peer HPC Resource Sharing

Piyoungkorn¹,

Chaisawat²,

Vorakulpipat³

2022

Applied Sciences

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With the growing need for HPC resource usage in Thailand, this study aims to foster the creation of an HPC resource sharing ecosystem based on available in-house computing infrastructure. The model of computing resource sharing based on blockchain technology is presented for bridging communication between multiple clusters of HPC systems. The use of blockchain technology allows states among HPC systems to be synchronized and extends capabilities in enforcing governing rules. A smart contract was deployed on the blockchain network to enable users to request computing resources. Upon a request being made, a matching scheme performs the automatic selection of a suitable cluster based on current cluster utilization data and distance from users. Since users and clusters are anonymized from each other, a trusted payment scheme and permission access control are presented to assure both parties. As the system leverages off-chined and on-chained data exchange to carry out the operation, the secure gateway is proposed to mitigate technical difficulty from the client’s perspective and ensure information is securely flowing to and from legitimate actors. The result of this work ensures HPC service providers can maximize the utilization of their resources and monetize idle computing time, while users can access demanded resources conveniently and pay at a reasonable price.

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Scheduling Algorithms for High-Performance Computing: An Application Perspective of Fog Computing

Cited by 8 publications

References 20 publications

Application and Challenges of IoT Healthcare System in COVID-19

Application and Challenges of IoT Healthcare System in COVID-19

Performance Enhancement of Fog Environment with Deadline Aware Resource Allocation Algorithm

Trusted Electronic Contract for Enabling Peer-to-Peer HPC Resource Sharing

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