An intelligent scheduling algorithm for complex manufacturing system simulation with frequent synchronizations in a cloud environment

2019 ◽  
Vol 11 (4) ◽  
pp. 357-370 ◽  
Author(s):  
Feng Yao ◽  
Yiping Yao ◽  
Lining Xing ◽  
Huangke Chen ◽  
Zhongwei Lin ◽  
...  
Keyword(s):  
Manufacturing System ◽  
System Simulation ◽  
Scheduling Algorithm ◽  
Cloud Environment ◽  
Intelligent Scheduling

DDQN-TS: A novel bi-objective intelligent scheduling algorithm in the cloud environment

2021 ◽  
Author(s):  
Zhao Tong ◽  
Feng Ye ◽  
Bilan Liu ◽  
Jinhui Cai ◽  
Jing Mei
Keyword(s):  
Scheduling Algorithm ◽  
Cloud Environment ◽  
Intelligent Scheduling

Task Scheduling Algorithm based on Resources Segregation in Cloud Environment

2018 ◽  
pp. 96-101
Author(s):  
Shailendra Raghuvanshi ◽  
Priyanka Dubey
Keyword(s):  
Load Balancing ◽  
Task Scheduling ◽  
Waiting Time ◽  
Virtual Machines ◽  
Scheduling Algorithm ◽  
Cloud Environment ◽  
Task Scheduling Algorithm ◽  
Machine Utilization ◽  
Independent Tasks ◽  
Optimal Machine

Load balancing of non-preemptive independent tasks on virtual machines (VMs) is an important aspect of task scheduling in clouds. Whenever certain VMs are overloaded and remaining VMs are under loaded with tasks for processing, the load has to be balanced to achieve optimal machine utilization. In this paper, we propose an algorithm named honey bee behavior inspired load balancing, which aims to achieve well balanced load across virtual machines for maximizing the throughput. The proposed algorithm also balances the priorities of tasks on the machines in such a way that the amount of waiting time of the tasks in the queue is minimal. We have compared the proposed algorithm with existing load balancing and scheduling algorithms. The experimental results show that the algorithm is effective when compared with existing algorithms. Our approach illustrates that there is a significant improvement in average execution time and reduction in waiting time of tasks on queue using workflowsim simulator in JAVA.

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