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Multilevel Central Trust Management Approach for Task Scheduling on IoT-Based Mobile Cloud Computing
With the increasing number of mobile devices and IoT devices across a wide range of real-life applications, our mobile cloud computing devices will not cope with this growing number of audiences soon, which implies and demands the need to shift to fog computing. Task scheduling is one of the most de...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8747413/ https://www.ncbi.nlm.nih.gov/pubmed/35009649 http://dx.doi.org/10.3390/s22010108 |
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author | Ali, Abid Iqbal, Muhammad Munawar Jamil, Harun Akbar, Habib Muthanna, Ammar Ammi, Meryem Althobaiti, Maha M. |
author_facet | Ali, Abid Iqbal, Muhammad Munawar Jamil, Harun Akbar, Habib Muthanna, Ammar Ammi, Meryem Althobaiti, Maha M. |
author_sort | Ali, Abid |
collection | PubMed |
description | With the increasing number of mobile devices and IoT devices across a wide range of real-life applications, our mobile cloud computing devices will not cope with this growing number of audiences soon, which implies and demands the need to shift to fog computing. Task scheduling is one of the most demanding scopes after the trust computation inside the trustable nodes. The mobile devices and IoT devices transfer the resource-intensive tasks towards mobile cloud computing. Some tasks are resource-intensive and not trustable to allocate to the mobile cloud computing resources. This consequently gives rise to trust evaluation and data sync-up of devices joining and leaving the network. The resources are more intensive for cloud computing and mobile cloud computing. Time, energy, and resources are wasted due to the nontrustable nodes. This research article proposes a multilevel trust enhancement approach for efficient task scheduling in mobile cloud environments. We first calculate the trustable tasks needed to offload towards the mobile cloud computing. Then, an efficient and dynamic scheduler is added to enhance the task scheduling after trust computation using social and environmental trust computation techniques. To improve the time and energy efficiency of IoT and mobile devices using the proposed technique, the energy computation and time request computation are compared with the existing methods from literature, which identified improvements in the results. Our proposed approach is centralized to tackle constant SyncUPs of incoming devices’ trust values with mobile cloud computing. With the benefits of mobile cloud computing, the centralized data distribution method is a positive approach. |
format | Online Article Text |
id | pubmed-8747413 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-87474132022-01-11 Multilevel Central Trust Management Approach for Task Scheduling on IoT-Based Mobile Cloud Computing Ali, Abid Iqbal, Muhammad Munawar Jamil, Harun Akbar, Habib Muthanna, Ammar Ammi, Meryem Althobaiti, Maha M. Sensors (Basel) Article With the increasing number of mobile devices and IoT devices across a wide range of real-life applications, our mobile cloud computing devices will not cope with this growing number of audiences soon, which implies and demands the need to shift to fog computing. Task scheduling is one of the most demanding scopes after the trust computation inside the trustable nodes. The mobile devices and IoT devices transfer the resource-intensive tasks towards mobile cloud computing. Some tasks are resource-intensive and not trustable to allocate to the mobile cloud computing resources. This consequently gives rise to trust evaluation and data sync-up of devices joining and leaving the network. The resources are more intensive for cloud computing and mobile cloud computing. Time, energy, and resources are wasted due to the nontrustable nodes. This research article proposes a multilevel trust enhancement approach for efficient task scheduling in mobile cloud environments. We first calculate the trustable tasks needed to offload towards the mobile cloud computing. Then, an efficient and dynamic scheduler is added to enhance the task scheduling after trust computation using social and environmental trust computation techniques. To improve the time and energy efficiency of IoT and mobile devices using the proposed technique, the energy computation and time request computation are compared with the existing methods from literature, which identified improvements in the results. Our proposed approach is centralized to tackle constant SyncUPs of incoming devices’ trust values with mobile cloud computing. With the benefits of mobile cloud computing, the centralized data distribution method is a positive approach. MDPI 2021-12-24 /pmc/articles/PMC8747413/ /pubmed/35009649 http://dx.doi.org/10.3390/s22010108 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ali, Abid Iqbal, Muhammad Munawar Jamil, Harun Akbar, Habib Muthanna, Ammar Ammi, Meryem Althobaiti, Maha M. Multilevel Central Trust Management Approach for Task Scheduling on IoT-Based Mobile Cloud Computing |
title | Multilevel Central Trust Management Approach for Task Scheduling on IoT-Based Mobile Cloud Computing |
title_full | Multilevel Central Trust Management Approach for Task Scheduling on IoT-Based Mobile Cloud Computing |
title_fullStr | Multilevel Central Trust Management Approach for Task Scheduling on IoT-Based Mobile Cloud Computing |
title_full_unstemmed | Multilevel Central Trust Management Approach for Task Scheduling on IoT-Based Mobile Cloud Computing |
title_short | Multilevel Central Trust Management Approach for Task Scheduling on IoT-Based Mobile Cloud Computing |
title_sort | multilevel central trust management approach for task scheduling on iot-based mobile cloud computing |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8747413/ https://www.ncbi.nlm.nih.gov/pubmed/35009649 http://dx.doi.org/10.3390/s22010108 |
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