Real-time service task scheduling with fine-grained resource utilization to benefit important industrial business

IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computers & Industrial Engineering Pub Date : 2024-08-30 DOI:10.1016/j.cie.2024.110523
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Abstract

Scheduling of service-oriented industrial businesses to meet the real-time requirements and improve the computing resources utilization is important. To this end, a Fine-grained Online Service Task Scheduling (FOSTS) method is proposed. First, a service task model that separates the invoked service from the task is established. Then, a service invocation-oriented allocation mechanism that allocates the invoked tasks based on priority is proposed to achieve fine-grained resource utilization. In addition, a task suspension mechanism to release resources for important tasks by suspending non-important tasks is proposed. The proposed FOSTS is tested in a typical industrial scenario and its performance is compared with many common and state-of-the-art methods. The simulation results show the effectiveness and superior performance of the proposed FOSTS compared to the other methods.

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利用细粒度资源利用率进行实时服务任务调度,使重要的工业业务受益
调度面向服务的工业业务以满足实时要求并提高计算资源利用率非常重要。为此,本文提出了一种细粒度在线服务任务调度(FOSTS)方法。首先,建立了将调用服务与任务相分离的服务任务模型。然后,提出一种以服务调用为导向的分配机制,根据优先级分配调用的任务,以实现细粒度的资源利用。此外,还提出了一种任务暂停机制,通过暂停非重要任务来为重要任务释放资源。我们在一个典型的工业场景中测试了所提出的 FOSTS,并将其性能与许多常见的先进方法进行了比较。仿真结果表明,与其他方法相比,拟议的 FOSTS 非常有效,性能优越。
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来源期刊
Computers & Industrial Engineering
Computers & Industrial Engineering 工程技术-工程:工业
CiteScore
12.70
自引率
12.70%
发文量
794
审稿时长
10.6 months
期刊介绍: Computers & Industrial Engineering (CAIE) is dedicated to researchers, educators, and practitioners in industrial engineering and related fields. Pioneering the integration of computers in research, education, and practice, industrial engineering has evolved to make computers and electronic communication integral to its domain. CAIE publishes original contributions focusing on the development of novel computerized methodologies to address industrial engineering problems. It also highlights the applications of these methodologies to issues within the broader industrial engineering and associated communities. The journal actively encourages submissions that push the boundaries of fundamental theories and concepts in industrial engineering techniques.
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