Abstract
In this article, we consider a cyber-physical system (CPS) with multiple Internet of Things (IoT) devices. There are multiple independent linear time-invariant processes in the system, which are sampled by sensors, scheduled by controllers, and controlled by actuators. In the literature of wireless control CPS, commonly assume that the system just have one controller and ignore the processing time on server. In this work we employ the edge computing, the controllers are facilitated by edge server and cloud server. The processing time of status update depends on the characteristic of different servers and processes. By taking into account such conditions, we mainly investigate how to choose the destination of status updates (i.e., edge server or cloud server) to minimize the average mean square error (MSE) of the entire system. To address this issue, we formulate a Markov decision process (MDP) problem and obtain the optimal scheduling policy. The threshold property of the optimal scheduling policy is proved, and a suboptimal policy is proposed to overcome the curse of dimensionality. Furthermore, the processing preemption mechanism is considered to schedule the status updates more flexibly, and its consistency property is proved. The simulation results illustrate that the selection of controller is related to the timeliness of process and show the superiority of the proposed policies.
| Original language | English |
|---|---|
| Pages (from-to) | 18559-18572 |
| Number of pages | 14 |
| Journal | IEEE Internet of Things Journal |
| Volume | 9 |
| Issue number | 19 |
| DOIs | |
| State | Published - 1 Oct 2022 |
| Externally published | Yes |
Keywords
- Age of Information (AoI)
- Internet of Things (IoT)
- cyber-physical system (CPS)
- edge computing
- multiprocess
- preemption
Fingerprint
Dive into the research topics of 'On Scheduling Policy for Multiprocess Cyber-Physical System With Edge Computing'. Together they form a unique fingerprint.Cite this
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver