Integrated model-centric framework for support of manufacturing operations. Part I: The framework
Document Type
Article
Publication Date
1-11-2010
Abstract
Model-centric technologies must overcome a number of challenges limiting their ability to meet the needs of the Process Industries. First, a software component enabling the formulation of hybrid data-driven/model-based problems must be developed so that a number of realistic computer-aided process-engineering (CAPE) activities can be performed in an industrial environment. Second, these software components must be integrated into a single software platform so that the synergy between complementary model-based applications is unlocked and fully exploited by end-users. In this work we present a model-centric framework for integrated simulation, parameter estimation, data reconciliation and optimisation of industrial process systems. This framework is based on a new software architecture for CAPE that promotes the formulation of process-operations problems based on first-principles process models. This is achieved via the innovative Problem Definition Component (PDC) and the underlying mechanism of domain-specific data models, given in the form of templates (Data-Model Templates, or DMTs) and definitions (Data-Model Definitions, or DMDs). An industrial case-study is presented to illustrate the framework. © 2009 Elsevier Ltd. All rights reserved.
Publication Source (Journal or Book title)
Computers and Chemical Engineering
First Page
17
Last Page
35
Recommended Citation
Rolandi, P., & Romagnoli, J. (2010). Integrated model-centric framework for support of manufacturing operations. Part I: The framework. Computers and Chemical Engineering, 34 (1), 17-35. https://doi.org/10.1016/j.compchemeng.2009.08.006