Fidelity

Workflow

Process (computing)

Engineering

Reliability engineering

Computer security

Data consistency

Operating system

Telecommunications

Computer science

Operability

Distributed computing

Physics

Simulation

Database

Optics

Attenuation

Artificial intelligence

High fidelity

Software engineering

Consistency (knowledge bases)

Electrical engineering

Key (lock)

Journal of Manufacturing Systems

Computer Numerical Control Machine Tool (CNCMT) Digital Twin (DT) model is a carrier for complex, time-varying, coupled data of CNCMT, which can theoretically provide a time-varying high-fidelity model. However, there are still many difficulties in its implementation process. And the key issue is how to realize the updated DT model with performance attenuation and validate it. In order to solve this problem, a model consistency retention method for CNCMT DT model is studied and proposed in this paper. Firstly, the framework of consistency retention method for DT model is designed including both digital space and physical space. The principles of data management and performance attenuation update in digital space are elaborated. Then, the implementation method for consistency retention of CNCMT DT model is studied in terms of performance attenuation update workflow for wear and other damage separately. Finally, a case study for the establishment and application of high-fidelity test bench DT model that focusing on rolling guide-rail is carried out to show the implementation flow of the proposed method and verify its operability and effectiveness.

Consistency retention method for CNC machine tool digital twin model