Abstract

The distinctive feature of new generation information systems is not only their complexity in terms of number of elements, number of connections and hierarchy levels, but also their constantly changing structure and behavior. In this situation the problem of receiving actual information about the observed complex Cyber–Physical Systems (CPS) current status becomes a rather difficult task. This information is needed by stakeholders for solving tasks concerning keeping the system operational, improving its efficiency, ensuring security, etc. Known approaches to solving the problem of the complex distributed CPS actual status definition are not enough effective. The authors propose a model based approach to solving the task of monitoring the status of complex CPS. There are a number of known model based approaches to complex distributed CPS monitoring, but their main difference in comparison with the suggested one is that known approaches by the most part use static models which are to be build manually by experts. It takes a lot of human efforts and often results in errors. Our idea is that automata models of structure and behavior of the observed system are used and both of these models are built and kept in actual state in automatic mode on the basis of log file information. The proposed approach is based, on one hand, on the results of the authors researches in the field of automatic synthesis of multi-level automata models of observed systems and, on the other hand, on well known algorithms of process mining. In the paper typical monitoring tasks are described and generalized algorithms for solving them using the proposed system of models are presented. An example of real life systems based on the suggested approach is given. The approach can be recommended to use for building CPS of medium and high complexity, characterized by high structural dynamics and cognitive behavior.

Highlights

  • Advances in technology, in particular in microelectronics, communication systems and knowledge based information systems (IS), have brought a new level of complexity of anthropogenic systems.An example is Cyber–Physical Systems (CPS), which consist of a large number of different natural objects and man-made systems that are considered as a whole

  • This paper proposes a model based approach to building monitoring system (MS) where the model of the observed system (OS) is artifact of the monitoring process

  • The task of determining the current status of complex systems of different nature is faced by developers of complex systems in different statements

Read more

Summary

Introduction

In particular in microelectronics, communication systems and knowledge based information systems (IS), have brought a new level of complexity of anthropogenic systems. The task of managing a CPS consisting of a large number of elements and links, the structure of which is constantly changing, is quite a complex problem. The task of managing the CPS of the second type is the task of assigning resources, in a situation where the structure of available resources is permanently changing This leads to the need to solve the task of operational determination of the status of the observed system (OS). CPS of the second type are partially observed systems, obtaining full information on the current status of the OS requires additional efforts, in particular, there is often a need to use dynamically generated test procedures. Taking into account structural dynamics and the large number of elements, the generation of such procedures is not a trivial task

Suggested Approach to CPS MS Building
Practical Benefits of Suggested Approach Usage
Existing Approaches and Technologies
Requirements to OS Model System
Generalized MS Structure
OS Models
Possible Approaches to Implementation
Basic Variants of CPS MS Organization
10. Basic Types of CPS CM
11. Possible Approaches to the Implementation of the Main MS Subsystems
12. Example of Realization
Findings
13. Conclusions
Full Text
Paper version not known

Talk to us

Join us for a 30 min session where you can share your feedback and ask us any queries you have

Schedule a call

Disclaimer: All third-party content on this website/platform is and will remain the property of their respective owners and is provided on "as is" basis without any warranties, express or implied. Use of third-party content does not indicate any affiliation, sponsorship with or endorsement by them. Any references to third-party content is to identify the corresponding services and shall be considered fair use under The CopyrightLaw.