Task scheduling in Internet of Things cloud environment using a robust particle swarm optimization. (5th July 2019)
- Record Type:
- Journal Article
- Title:
- Task scheduling in Internet of Things cloud environment using a robust particle swarm optimization. (5th July 2019)
- Main Title:
- Task scheduling in Internet of Things cloud environment using a robust particle swarm optimization
- Authors:
- Hasan, Mohammed Zaki
Al‐Rizzo, Hussain - Abstract:
- Summary: Internet of Things (IoT) is steadily growing in support of current and projected real‐time distributed Internet applications in civilian and military applications, while Cloud Computing has the ability to meet the performance expectations of these applications. In this paper, we present the implementation of logistics management applications relying on cooperative resources with optimized performances. To dynamically incorporate smart manufacturing objects into logistics management IoT applications within a ubiquitous environment, task scheduling must be provided for resource allocation in an optimized way. Within such environment, we propose a task scheduling algorithm based on a robust Canonical Particle Swarm Optimization (CPSO) algorithm to solve the problem of resource allocation and management in both homogeneous and heterogeneous IoT Cloud Computing. Our objective is to satisfy the Makespan by performing optimal task scheduling while considering different policies of incoming tasks. Performance evaluation from simulation experiments reveals that optimizing the Makespan can be significantly improved by Longest Processing Time (LPT), Shortest Processing Time (SPT), Earliest Computation Time (ECT), Earliest Starting Time (EST), Earliest Deadline First (EDF), and Earliest Duedate (EDD) using our CPSO algorithm as compared with traditional list task scheduling algorithms.
- Is Part Of:
- Concurrency and computation. Volume 32:Number 2(2020)
- Journal:
- Concurrency and computation
- Issue:
- Volume 32:Number 2(2020)
- Issue Display:
- Volume 32, Issue 2 (2020)
- Year:
- 2020
- Volume:
- 32
- Issue:
- 2
- Issue Sort Value:
- 2020-0032-0002-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2019-07-05
- Subjects:
- cloud computing -- Internet of Things -- quality of services -- robust optimization -- task scheduling
Parallel processing (Electronic computers) -- Periodicals
Parallel computers -- Periodicals
004.35 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
- DOI:
- 10.1002/cpe.5442 ↗
- Languages:
- English
- ISSNs:
- 1532-0626
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3405.622000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 23525.xml