Simulation (often referred to as digital twins) is the imitation of the operation of a real-world process or system. The act of simulating something first requires that a model be developed; this model represents the key characteristics, behaviors and functions of the selected physical or abstract system or process. The model represents the system itself, whereas the simulation represents the operation of the system over time. (from https://en.wikipedia.org/wiki/Simulation)

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Title Ecosystem for Collaborative Manufacturing Processes _ Intra- and Interfactory Integration and Automation
Description cross-domain analytics and a Decision Support System.
Comments The DFM is re-used in the Decision Support System, in Simulation and in the Deep Learning Toolkit.
 Computational Modelling, Simulation and Prediction of Logistics I Result title Computational Modelling, Simulation and Prediction of Logistics I Result description Modelling, Simulation and Prediction of Logistics II.
 Computational Modelling, Simulation and Prediction of Logistics II Result title Computational Modelling, Simulation and Prediction of Logistics I
 Computational Modelling, Simulation and Prediction of Logistics II Result title Computational Modelling, Simulation and Prediction of Logistics I
 Digital Factory Model II Result comments System modelling, simulation and forecasting
 System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting Taxon description The model represents the system itself, whereas the simulation represents the operation of the system over time.
 Simulation Taxon description The model represents the system itself, whereas the simulation represents the operation of the system over time.
 IoT - Internet of Things Comments The DFM is re-used in the Decision Support System, in Simulation and in the Deep Learning Toolkit.
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Description of assets (Z-ESTIMATE), the management of the aforementioned strategies through event modelling, KPI monitoring and real-time decision support (Z-MANAGE), the replacement, reconfiguration, re-use,
Comments This context includes the sensorial data processing to be used as simulation inputs and the simulation process itself (physics-based modelling).
 Z-Bre4k system architecture Result title Z-Bre4k system architecture
 Z-Bre4k semantic modelling Result description Details on Z-Bre4k ontology, modelling of production assets, products, processes and manufacturing operations.
 System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting Taxon description The model represents the system itself, whereas the simulation represents the operation of the system over time.
 Simulation Taxon description The model represents the system itself, whereas the simulation represents the operation of the system over time.
 Data processing Comments This context includes the sensorial data processing to be used as simulation inputs and the simulation process itself (physics-based modelling).
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Description extend the prototyping processes within the manufacturing workflow; however, monitoring and optimizing production processes have not yet greatly benefited from an integrated information workflow and simulation
Comments Number of new users (not previously applying cloud/HPC and/or modelling/simulation): at least 15 new users by M42.
 Numerical modelling and simulation of heat treating processes Result title Numerical modelling and simulation of heat treating processes Result description Numerical modelling and simulation could help to derive operation conditions of this process and make it less dependent on the user.
 Cloud-based modelling for improving resin infusion process Result comments System modelling, simulation and forecasting Thanks to cloud resources, enough power computing is available to analyze different scenarios in a few days instead of several
 System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting Taxon description The model represents the system itself, whereas the simulation represents the operation of the system over time.
 Number of participating SMEs Comments Number of new users (not previously applying cloud/HPC and/or modelling/simulation): at least 15 new users by M42.
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Description A Robotic production systems Integrated Design and simulation environment (R-ID) for the eco-efficient design of robotic plants focused on the simulation of energy flows under a co-evolving product-process-robotic
Comments Robotic plants simulation and optimization tools which increase energy efficiency with a minimum Life Cycle Cost Integrated LCC and LCA tools allow the identification of sustainable
 DC Power Supply System Result title DC Power Supply System Result comments Manufacture of motor vehicles, trailers and semi-trailers Manufacture of other transport equipment Manufacture of railway system components Manufacture of aero components
 Energy-efficient high precision assembly of aerospace components Result description The demonstration focuses on AREUS approaches concerning robot system modelling and control method optimization, applicable to existing production configurations.
 DC-Robot architecture Result comments Manufacture of motor vehicles, trailers and semi-trailers Manufacture of other transport equipment Manufacture of railway system components Manufacture of aero components
 Single and Multi-Robot Energy Consumption simulation Result comments Manufacture of motor vehicles, trailers and semi-trailers Manufacture of other transport equipment Manufacture of railway system components Manufacture of aero components
  Robot Energy efficient Trajectories and eco-modes/ acceleration profiles library Result comments Manufacture of motor vehicles, trailers and semi-trailers Manufacture of other transport equipment Manufacture of railway system components Manufacture of aero components
  Multi-robot scheduling and optimization software tools Result comments Manufacture of motor vehicles, trailers and semi-trailers Manufacture of other transport equipment Manufacture of railway system components Manufacture of aero components
  PLC software tool for energy optimal control of robot stations Result comments Manufacture of motor vehicles, trailers and semi-trailers Manufacture of other transport equipment Manufacture of railway system components Manufacture of aero components
 software tool for LCA and LCC of Robotic Production Systems Result comments Manufacture of motor vehicles, trailers and semi-trailers Manufacture of other transport equipment Manufacture of railway system components Manufacture of aero components
  Result comments Manufacture of motor vehicles, trailers and semi-trailers Manufacture of other transport equipment Manufacture of railway system components Manufacture of aero components
 System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting
 Control technologies Taxon description communication technologies, system modelling approaches and distributed intelligence architectures.
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Description requirements for versatility, transferability, remote monitoring and control by a plug-and-play cloud based communication platform for managing the data and data processing remotely, advanced IoT system
 Periodic Reporting for period 1 - SERENA (VerSatilE plug-and-play platform enabling remote pREdictive mainteNAnce) Result description The use cases and system requirements have utilized the pilot cases? definition but are provided as a generalized set of requirements so as to increase the target of SERENA system.
 System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting Taxon description The model represents the system itself, whereas the simulation represents the operation of the system over time.
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Title Predictive Cognitive Maintenance Decision Support System
Description The project will deploy and test a predictive cognitive maintenance decision-support system able to identify and localize damage, assess damage severity, predict damage evolution, assess remaining asset
 LCC: system boundaries and functional unit test definition Result title LCC: system boundaries and functional unit test definition Result description LCC: system boundaries and functional unit test definition
 System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting Taxon description The model represents the system itself, whereas the simulation represents the operation of the system over time.
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Comments Furthermore, FALCON supports the optimization of Forecasting and Simulation mechanism.
 Periodic Reporting for period 1 - FALCON (Feedback mechanisms Across the Lifecycle for Customer-driven Optimization of iNnovative product-service design) Result description The platform will include new simulation and forecasting technologies and will moreover benefit from new semantic and cross-sectoral search capabilities to exploit PLM information.
 System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting Taxon description The model represents the system itself, whereas the simulation represents the operation of the system over time. Comments Furthermore, FALCON supports the optimization of Forecasting and Simulation mechanism.
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Title Twin-model based virtual manufacturing for machine tool-process simulation and control
Description The main objective of Twin-Control is the development of a simulation and control system that integrates the different aspects that affect machine tool and machining performance.
 Local Monitoring and Control System Result title Local Monitoring and Control System Result description Collision Avoidance System: a graphical simulation environment that uses real positions of the machine, and I able to predict collisions and stop the machine in advance.
 Periodic Reporting for period 2 - TWIN-CONTROL (Twin-model based virtual manufacturing for machine tool-process simulation and control) Result description Collision Avoidance System: a graphical simulation environment that uses real positions of the machine, and I able to predict collisions and stop the machine in advance.
 Machine Tool Digital Twin with Life Cycle features Result comments Manufacture of motor vehicles, trailers and semi-trailers Manufacture of railway system components Manufacture of aero components Design Engineering Product Lifecycle Management (PLM) Simulation
 Data modelling Taxon title Data modelling Taxon description Data modeling in software engineering is the process of creating a data model for an information system by applying certain formal techniques.
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Title Decentralised architectures for optimised operations via virtualised processes and manufacturing ecosystem collaboration
Description DISRUPT offers a set of decision support tools based on three core modules (modelling, simulation and optimisation) and a secure and flexible plug-n-play platform that will allow engineers from different
Comments To implement the entire system as a bundle of cloud-based tools and services To provide modelling and design services.
 Periodic Reporting for period 1 - DISRUPT (Decentralised architectures for optimised operations via virtualised processes and manufacturing ecosystem collaboration) Result title Periodic Reporting for period 1 - DISRUPT (Decentralised architectures for optimised operations via virtualised processes and manufacturing ecosystem collaboration) Result description To that end, DISRUPT will offer a set of decision support tools based on three core interrelated and interacting modules: modelling, simulation and optimisation.
 D3.1: DESIGN OF DECISION SUPPORT TOOLKIT Result comments System modelling, simulation and forecasting
 System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting Taxon description The model represents the system itself, whereas the simulation represents the operation of the system over time.
 Simulation Taxon description The model represents the system itself, whereas the simulation represents the operation of the system over time.

Associated results & demonstrators

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Title Periodic Reporting for period 1 - COMPOSITION (Ecosystem for Collaborative Manufacturing Processes ? Intra- and Interfactory Integration and Automation)
Description techniques -Semi-automatic formation of new supply chain using agents Multi-level modelling and simulation -Addressing the problem of developing a holistic and complete data model for representing manufacturing
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Title Cloud-based modelling for improving resin infusion process
Description Instead of needing up to 15-20 days to run on a in-house workstation, these simulations could be run in a few days on an HPC system.
  System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting
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Title Numerical modelling and simulation of heat treating processes
Description Numerical modelling and simulation could help to derive operation conditions of this process and make it less dependent on the user.
  System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting
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Description The other more pragmatic approach, which has been adopted, was to be in agreement with the technique used by companies for the validation of their lines, namely, the simulation of the line for a long production
  System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting
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Description ‚ÄčAdapting truck manufacturing systems to serve new products and production volume changes Results demonstrated Tools and processes for production site modelling and design optimisation based on laser
  System modelling, simulation and forecasting Taxon title System modelling, simulation and forecasting