Using Models at Runtime For Monitoring and Adaptation of Networked Physical Devices: Example of a Flexible Manufacturing System
نویسندگان
چکیده
The emergence of software-intensive systems connecting physical devices to network-based applications involves new design challenges. As an example, flexible manufacturing systems composed of multiple networked devices in interaction with the physical world, are subject to imprecision and to unpredictable breakdowns. Applications and control software are therefore highly complex, and must operate in heterogeneous and rapidly changing environments. To address these issues, we describe an approach using models at runtime for efficiently monitoring and adapting the software controlling mechatronic devices. We consider a decentralized system, in which each device is represented as an agent. Each agent maintains a model integrating a representation of itself, of its environment and of the agent society, and uses this model to detect inconsistencies, to envision possible future states and to create explanations based on past states. In this paper, we focus on presenting our model and highlighting the results, benefits and challenges arising from using models at run-time with networked physical devices.
منابع مشابه
Optimizing Flexible Manufacturing System: A Developed Computer Simulation Model
In recent years, flexible manufacturing system as a response to market demands has been proposed to increase product diversity, optimum utilization of machines andperiods of short-term products.The development of computer systems has provided the ability to build machines with high functionality and the necessary flexibility to perform various operations. However, due to the complexity and the ...
متن کاملMonte Carlo Simulation to Compare Markovian and Neural Network Models for Reliability Assessment in Multiple AGV Manufacturing System
We compare two approaches for a Markovian model in flexible manufacturing systems (FMSs) using Monte Carlo simulation. The model which is a development of Fazlollahtabar and Saidi-Mehrabad (2013), considers two features of automated flexible manufacturing systems equipped with automated guided vehicle (AGV) namely, the reliability of machines and the reliability of AGVs in a multiple AGV jobsho...
متن کاملPreventing Key Performance Indicators Violations Based on Proactive Runtime Adaptation in Service Oriented Environment
Key Performance Indicator (KPI) is a type of performance measurement that evaluates the success of an organization or a partial activity in which it engages. If during the running process instance the monitoring results show that the KPIs do not reach their target values, then the influential factors should be identified, and the appropriate adaptation strategies should be performed to prevent ...
متن کاملPerformance Prediction of a Flexible Manufacturing System
The present investigation presents a stochastic model for a flexible manufacturing system consisting of flexible machine, loading/unloading robot and an automated pallethandling device. We consider unreliable flexible manufacturing cell (FMC) wherein machine and robot operate under individual as well as common cause random failures. The pallethandling system is completely reliable. The pallet o...
متن کاملDRILL WEAR PREDICTION SYSTEM USING OF MOTOR CURRENT AND FUZZY LOGIC METHOD
In automation flexible manufacturing systems, tool wear detection during the cutting process is one of the most important considerations. This study presents an intelligent system for online tool condition monitoring in drilling process .In this paper, analytical and empirical models have been used to predict the thrust and cutting forces on the lip and chisel edges of a new drill. Also an empi...
متن کامل