Description development of this proactive quality control system will be based on the design and development of new hardware technologies, techniques and software solutions that in turn are based on real-time multi-data
Comments storage and information mining Technologies and enablers Data storage Data collection, storage, analytics, processing and AI Information and communication technologies System modelling - digital twins
 Multi-scale modelling from multi-sensor data fusion for visualization, design, analysis and additive manufacturing Result title Multi-scale modelling from multi-sensor data fusion for visualization, design, analysis and additive manufacturing
 Adaptive and smart device for error-free fixtures for small parts Result description and fixturing accuracy) - Reduced throughput time (on-line errors detection and suppression -> no need for re-machining; reduced machining setup - Ease of integration Progress Status: - System modelling
 System modelling - digital twins, simulation Taxon title System modelling - digital twins, simulation
 RP 5.2 Advanced Information Models for knowledge creation and learning Taxon description Future ICT research should focus on context-aware information modelling on data captured from the shop floor and enterprise backend systems.

Comments Enterprises Impact Workshop D4-Area 1: Networked Factories Impact Workshop Domain 4 - Collaborative and Mobile Enterprises Number of developed systems and technologies Additional KPIs Social Simulation tool Data
 Data mining tool Result title Data mining tool Result acronym Data mining tool
 Simulation tool Result description The combination of Agent-Based Simulation Modelling with System Dynamics Simulation Modelling which enables generation of total PES against competition The purpose of the Simulation Tool is to estimate
 Digital manufacturing platforms - data platforms Taxon title Digital manufacturing platforms - data platforms
 RP 6.3 Collaborative product-service systems design environments for SME involvement Taxon description API, data standards).

Description building up, or even propagation in the production system (Z-PREVENT), the estimation of the remaining useful life of assets (Z-ESTIMATE), the management of the aforementioned strategies through event modelling
Comments Data modelling Technologies and enablers Data collection, storage, analytics, processing and AI Information and communication technologies Within Z-BRE4K a semantic data modelling is used for
 Data Management Plan (DMP) Result title Data Management Plan (DMP)
 Z-Bre4k semantic modelling Result description Details on Z-Bre4k ontology, modelling of production assets, products, processes and manufacturing operations.
 Data modelling Taxon title Data modelling
 Data storage Taxon description Data storage is the recording (storing) of information (data) in a storage medium.

Description , enriching the manufacturing engineering process with on-line data, and simulating and optimizing the production process with the vision to support it in real-time.
Comments As data can have huge volume, in the future highways not just for data but also for bringing algorithms/models to the data become more and more important.
 Cloud-based modelling for improving resin infusion process Result title Cloud-based modelling for improving resin infusion process
 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.
 System modelling - digital twins, simulation Taxon title System modelling - digital twins, simulation
 RP 3.3 Integrated High-performance Computing in Factory Life Cycle Management Taxon description ICT solutions for technical and historical data storage and knowledge mining for factory level operations are required that will analyse and process the data collected from an integration of factory information
 R&I Objective 1.6: Data ‘highways’ and data spaces in support of smart factories in dynamic value networks Comments As data can have huge volume, in the future highways not just for data but also for bringing algorithms/models to the data become more and more important.

Description QU4LITY will demonstrate, in a realistic, measurable, and replicable way an open, certifiable and highly standardised, SME-friendly and transformative shared data-driven ZDM product and service model for
Organisation INTERNATIONAL DATA SPACES EV
Comments and communication technologies Data modelling Technologies and enablers Data collection, storage, analytics, processing and AI Information and communication technologies Cognitive and artificial intelligence
 Data Management Plan Result title Data Management Plan
 Business Models and Innovation Activities (Version 1) Result description Report on business modelling and innovation opportunities for all partners
 Data modelling Taxon title Data modelling
 Data storage Taxon description Data storage is the recording (storing) of information (data) in a storage medium.

Description This will ensure and establish a cheap and accurate model creation instead of manual modelling. Optimization will be performed and results will be verified through simulations.
Comments Big Data is collected from the production plants and modern machine learning techniques are used to learn models from data, drastically reducing the manual modelling efforts.
 A flexible architecture for data mining from heterogeneous data sources in automated production systems Result title A flexible architecture for data mining from heterogeneous data sources in automated production systems
 System modelling - digital twins, simulation Taxon title System modelling - digital twins, simulation
 RP 3.5 Multi-level simulation and analytics for improving production quality and throughput Taxon description Distributed simulation systems offer good local optimization outcomes but lack interoperability and holistic modelling options, especially for complex manufacturing systems.
 Information and communication technologies Comments Big Data is collected from the production plants and modern machine learning techniques are used to learn models from data, drastically reducing the manual modelling efforts.

Description Fortissimo 2 will drive the uptake of advanced modelling, simulation and data analytics by European engineering and manufacturing SMEs and mid-caps.
Comments processing Technologies and enablers Data collection, storage, analytics, processing and AI Information and communication technologies Data modelling Technologies and enablers Data collection, storage
 Near Real-time Analysis of Airframe Certification Test Data Result title Near Real-time Analysis of Airframe Certification Test Data
 Optimising gas and flame detector layouts in hazardous manufacturing and production plants Result description Gexcon, the software provider, produces FLACS, a CFD modelling software used for safety studies.
 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.

Description The data collected is analysed to detect complex events that trigger automated actions.
Comments Data analytics and Complex Event Processing (CEP) modules [SAG] mainly at lower levers.
 D4.2: DATA ANALYTICS TOOLKIT Result title D4.2: DATA ANALYTICS TOOLKIT
 D4.2 Data Analytics Toolkit Result description Data Analytics Toolkit
 Data analytics Taxon title Data analytics Comments Data analytics and Complex Event Processing (CEP) modules [SAG] mainly at lower levers.
 RP 3.1 Integrated factory models for evolvable manufacturing systems Taxon description getting a holistic overview of KPIs computed on collected data.

Description Data across the (multi-sided) company internal value chain is integrated by the IIMS with optimisation and modelling tools for resource management including innovative, multi-level, real-time
Comments Data modelling Technologies and enablers Data collection, storage, analytics, processing and AI Information and communication technologies The COMPOSITION project contains a Digital Factory Model
 Process Modelling and Monitoring Framework Result title Process Modelling and Monitoring Framework
 Process Modelling Representation and Monitoring Framework Result description A public report, led by Fraunhofer, documenting the Process Modelling Representation and Monitoring Framework
 Data modelling Taxon title Data modelling
 RP 5.9 Linking organisational knowledge in connected enterprises Taxon description Future research should focus on context aware information modelling on data captured at the enterprise and human-machine interaction levels.