Survey on Multi-Objective Task Allocation Algorithms for IoT Networks
The Internet of Things (IoT) has been an area of growing research interest for decades. Task allocation is an important problem for the optimized operation of Internet-of-Things networks. This paper provides an overview of recent research in the field of Internet-of-Things task allocation optimizati...
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MDPI AG
2022-12-01
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Series: | Sensors |
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Online Access: | https://www.mdpi.com/1424-8220/23/1/142 |
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author | Dominik Weikert Christoph Steup Sanaz Mostaghim |
author_facet | Dominik Weikert Christoph Steup Sanaz Mostaghim |
author_sort | Dominik Weikert |
collection | DOAJ |
description | The Internet of Things (IoT) has been an area of growing research interest for decades. Task allocation is an important problem for the optimized operation of Internet-of-Things networks. This paper provides an overview of recent research in the field of Internet-of-Things task allocation optimization. First, the task allocation problem for the IoT itself is analyzed and divided into distinct sub-problem categories, such as deployment optimization, static or dynamic optimization as well as single- or multi-objective optimization. Following that, the commonly used optimization objectives are explained. Various recent works in the field of task allocation optimization are then summarized and catalogued according to the problem categories. Finally, the paper concludes with a qualitative analysis of the categorized approaches and a description of open problems and highlights promising directions for future research. |
first_indexed | 2024-03-09T09:41:39Z |
format | Article |
id | doaj.art-614d1500349e418aa63aa3b73f060405 |
institution | Directory Open Access Journal |
issn | 1424-8220 |
language | English |
last_indexed | 2024-03-09T09:41:39Z |
publishDate | 2022-12-01 |
publisher | MDPI AG |
record_format | Article |
series | Sensors |
spelling | doaj.art-614d1500349e418aa63aa3b73f0604052023-12-02T00:53:35ZengMDPI AGSensors1424-82202022-12-0123114210.3390/s23010142Survey on Multi-Objective Task Allocation Algorithms for IoT NetworksDominik Weikert0Christoph Steup1Sanaz Mostaghim2Faculty of Computer Science, Otto-von-Guericke University Magdeburg, 39106 Magdeburg, GermanyFaculty of Computer Science, Otto-von-Guericke University Magdeburg, 39106 Magdeburg, GermanyFaculty of Computer Science, Otto-von-Guericke University Magdeburg, 39106 Magdeburg, GermanyThe Internet of Things (IoT) has been an area of growing research interest for decades. Task allocation is an important problem for the optimized operation of Internet-of-Things networks. This paper provides an overview of recent research in the field of Internet-of-Things task allocation optimization. First, the task allocation problem for the IoT itself is analyzed and divided into distinct sub-problem categories, such as deployment optimization, static or dynamic optimization as well as single- or multi-objective optimization. Following that, the commonly used optimization objectives are explained. Various recent works in the field of task allocation optimization are then summarized and catalogued according to the problem categories. Finally, the paper concludes with a qualitative analysis of the categorized approaches and a description of open problems and highlights promising directions for future research.https://www.mdpi.com/1424-8220/23/1/142task allocationIoToptimizationmulti-objectivesurvey |
spellingShingle | Dominik Weikert Christoph Steup Sanaz Mostaghim Survey on Multi-Objective Task Allocation Algorithms for IoT Networks Sensors task allocation IoT optimization multi-objective survey |
title | Survey on Multi-Objective Task Allocation Algorithms for IoT Networks |
title_full | Survey on Multi-Objective Task Allocation Algorithms for IoT Networks |
title_fullStr | Survey on Multi-Objective Task Allocation Algorithms for IoT Networks |
title_full_unstemmed | Survey on Multi-Objective Task Allocation Algorithms for IoT Networks |
title_short | Survey on Multi-Objective Task Allocation Algorithms for IoT Networks |
title_sort | survey on multi objective task allocation algorithms for iot networks |
topic | task allocation IoT optimization multi-objective survey |
url | https://www.mdpi.com/1424-8220/23/1/142 |
work_keys_str_mv | AT dominikweikert surveyonmultiobjectivetaskallocationalgorithmsforiotnetworks AT christophsteup surveyonmultiobjectivetaskallocationalgorithmsforiotnetworks AT sanazmostaghim surveyonmultiobjectivetaskallocationalgorithmsforiotnetworks |