Process Mining Approaches to Detect Organizational Properties in Cyber-Physical Systems
نویسندگان
چکیده
Cyber-physical systems (CPS) are service systems that connect physical and cyber elements through global networks. CPS put upon sensors and actuators as well as omnipresent status data of smart products in order to facilitate the design of innovative service offerings. CPS typically require the cooperation of several actors such as manufacturers of smart products and service providers. Organizational mining uses event log data produced by information systems to explore organizational structures and to analyze social networks representing communication structures. Hence, organizational mining is a promising approach for changing the organization of several actors in a CPS for the better and for improving the delivery of innovative CPS service offerings. However, approaches of this kind so far have not been discussed with regard to CPS. From a review of the literature on organizational mining this article therefore identifies 18 different approaches, and it discusses their requirements and possible challenges and obstacles of using them in a CPS. The main results from the analysis include that organizational mining may generally be well applicable to CPS while some serious challenges related to CPS characteristics such as distribution in space, different levels of granularity, and time issues require for further research.
منابع مشابه
Active Requirement Mining of Bounded-Time Temporal Properties of Cyber-Physical Systems
This paper uses active learning to solve the problem of mining bounded-time signal temporal requirements of cyber-physical systems or simply the requirement mining problem. By utilizing robustness degree, we formulates the requirement mining problem into two optimization problems, a parameter synthesis problem and a falsification problem. We then propose a new active learning algorithm called G...
متن کاملApplication of Rough Set Theory in Data Mining for Decision Support Systems (DSSs)
Decision support systems (DSSs) are prevalent information systems for decision making in many competitive business environments. In a DSS, decision making process is intimately related to some factors which determine the quality of information systems and their related products. Traditional approaches to data analysis usually cannot be implemented in sophisticated Companies, where managers ne...
متن کاملA hybrid-logic approach towards fault detection in complex cyber-physical systems
Existing data mining approaches to complex systems anomaly detection use uni-variate and/or multi-variate statistical hypothesis testing to assign anomaly scores to data streams associated with system components. The former approach assumes statistical independence of individual components, while the latter assumes substantial global systemic correlation. As a compromise between these two epist...
متن کاملGame Theoretic Solutions to Cyber Attack and Network Defense Problems
Game Theoretic Solutions to Cyber Attack and Network Defense Problems There are increasing needs for research in the area of cyber situational awareness. The protection and defense against cyber attacks to computer network is becoming inadequate as the hacker knowledge sophisticates and as the network and each computer system become more complex. Current methods for alert correlation to detect ...
متن کاملIntelligent Predictive Maintenance (IPdM) system – Industry 4.0 scenario
Industry 4.0 is a collective term for technologies and concepts of value chain organization. Based on the technological concepts of Radio Identification (RFID), Cyber-Physical Systems (CPS), the Internet of Things (IoT), Internet of Services (IoS), and Data Mining (DM), it facilitates the vision of the Smart Factory. Within the modular structured Smart Factories of Industry 4.0, CPS monitor phy...
متن کامل