MAS4DT: A novel proposal for developing Digital Twins following a Multi-Agent system approach

Abstract

The Digital Twin (DT) concept has evolved into its current definition since its creation in 2003. It now comprises a physical entity and its virtual counterpart, plus their interrelated data connections and uses the virtual counterpart to monitor, simulate, control, and predict the physical entity's behaviour. Most of the proposals in this field have focused on specific use cases rather than on describing the proper guidelines for designing DTs. This paper addresses a significant research challenge by means of a domain-agnostic proposal for DT design. Our new proposal, MAS4DT, is a method for guiding stakeholders in their DT designs following the Multi-Agent Systems (MAS) paradigm, so that the MAS provides the support for the development of the virtual counterpart of the DT. In this work, the application of MAS4DT is illustrated by a DT wind turbine design. We also describe MAS4DT's evaluation in a controlled experiment of its understandability with regard to the 5 dimensions model, another well-known proposal for this type of design. The evaluation was designed considering the properties that a DT should support. The results show that MAS4DT outperforms the 5 dimensions model and indicates its potential use for DT design. Finally, this controlled experiment represents the first empirical validation of proposals for developing DT. The design of this controlled experiment can be used in subsequent similar evaluations.