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Description Manual tasks cannot be fully automated with a good ratio of cost vs robustness using standard robots due to: high product variability, dedicated process equipment and high cost of maintenance by expert
Comments storage Technologies and enablers Data collection, storage, analytics, processing and AI Information and communication technologies Data processing Technologies and enablers Data collection, storage,
 Digital world model for Human Robot Collaborative operations Result description in a unified data format.
 Data storage Taxon title Data storage
 Domain 3: Digital, virtual and resource-efficient factories Taxon description granularity, zoom in and out functionalities, and real-time data acquisition from all the factory resources (i.e. assets, machines, workers and objects).
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Comments platforms Technologies and enablers Data spaces Information and communication technologies System modelling - digital twins, simulation Technologies and enablers Engineering tools Standards Standards
 Open source framework SkillPro Result description Additionally a deployment guideline will be available as a kind of user manual for developers and system integrators.
 Digital manufacturing platforms - data platforms Taxon title Digital manufacturing platforms - data platforms
 Domain 3: Digital, virtual and resource-efficient factories Taxon description granularity, zoom in and out functionalities, and real-time data acquisition from all the factory resources (i.e. assets, machines, workers and objects).
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Comments acquisition Technologies and enablers Data collection, storage, analytics, processing and AI Information and communication technologies Cyper Physical Production System and digital twins requires data
 Standardisation in 5G Result description Given its global nature, and the connections it creates between ICT and non-ICT sectors, 5G critically depends on standards to ensure interoperability, security, privacy and data protection.
 Data acquisition Taxon title Data acquisition Taxon description   Data acquisition applications are usually controlled by software programs developed using various general purpose programming languages So, as a summary, Data acquisition
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Comments addressing data acquisition and analysis at the lowest level: optimizing the use of network and computing resources by applying Edge Computing patterns.
 CPS Data Model Architecture - M12 release Result title CPS Data Model Architecture - M12 release Result description Report on the CPS data models and ontologies of the project, including techniques for their aggregation into higher level data models. This is the first of two incremental releases.
 Data acquisition/monitoring/analysis (SCADA) implemented but isolated Taxon title Data acquisition/monitoring/analysis (SCADA) implemented but isolated Comments addressing data acquisition and analysis at the lowest level: optimizing the use of network and computing resources by applying Edge Computing patterns.
 Domain 3: Digital, virtual and resource-efficient factories Taxon description granularity, zoom in and out functionalities, and real-time data acquisition from all the factory resources (i.e. assets, machines, workers and objects).
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 Deep multi-sensorial data analysis for production monitoring in hard metal industry Result title Deep multi-sensorial data analysis for production monitoring in hard metal industry
 "RECLAIM Reliability analysis tool #3" Result description Contains the final version of the tool supporting the characterisation of production systems acquisition of machines failure data and calculation of reliability metrics
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Comments storage and information mining Technologies and enablers Data storage Data collection, storage, analytics, processing and AI Information and communication technologies Standards Standards and standardisation
 Improvement on Āµ-milling process Result description By the use of a piezoelectric dynamometer, a charge amplifier and an acquisition board, it is possible to evaluate in real time the cutting force signals.
 ICT solutions for next generation data storage and information mining Taxon title ICT solutions for next generation data storage and information mining
 Domain 3: Digital, virtual and resource-efficient factories Taxon description granularity, zoom in and out functionalities, and real-time data acquisition from all the factory resources (i.e. assets, machines, workers and objects).
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Description Software Development Kit (OAK) for Factories of the Future that aims to be the reference system software for collaborative manufacturing and logistics processes including its associated resources and data
Comments acquisition Technologies and enablers Data collection, storage, analytics, processing and AI Information and communication technologies Data storage Technologies and enablers Data collection, storage
 vfOS - ID5.4a - Data Analytics(M18) Result title vfOS - ID5.4a - Data Analytics(M18)
 vfOS - ID5.1a - Data Infrastructure Middleware(M18) Result description The result of T5.1 will be a software module (D5.1) implementing the pipeline for sensor data acquisition, cleaning, storing, simple enrichment, indexing and querying.
 Data acquisition Taxon title Data acquisition Taxon description   Data acquisition applications are usually controlled by software programs developed using various general purpose programming languages So, as a summary, Data acquisition
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Description From a technical point of view, the project will focus on: data (exchange and integration); services (adaptation, interoperability); and workflows (integration, co-operation).
Comments . - Management of data and information is archived in a standard format (STEP, ISO 10303), reducing product costs and preserving existing jobs. - Accessibility for services from any point and any device
 Product Lifecycle and Engineering Data Management (PLM) on the Cloud Result title Product Lifecycle and Engineering Data Management (PLM) on the Cloud
 Comparing CAD Models with 3D Scanned Manufactured Parts on the Cloud Result description The ICT supported manual process containing error prone steps is being replaced by a validated software application that bridges domain barriers and enhances the achieved quality of the inspection.
 Domain 3: Digital, virtual and resource-efficient factories Taxon description granularity, zoom in and out functionalities, and real-time data acquisition from all the factory resources (i.e. assets, machines, workers and objects).
 Number of participating SMEs Comments . - Management of data and information is archived in a standard format (STEP, ISO 10303), reducing product costs and preserving existing jobs. - Accessibility for services from any point and any device
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Description UPTIME will enable manufacturing companies having installed sensors to fully exploit the availability of huge amounts of data with respect to the implementation of a predictive maintenance strategy.
Organisation SUITE5 DATA INTELLIGENCE SOLUTIONS LIMITED
Comments for the acquisition of sensor data from the field.
 Data-driven FMECA Mechanisms Result title Data-driven FMECA Mechanisms
 Data Management and Processing Patterns Result description Documentation of the patterns specified for the industrialfactories data acquisition harmonization and processing
 Data acquisition Taxon title Data acquisition Taxon description   Data acquisition applications are usually controlled by software programs developed using various general purpose programming languages So, as a summary, Data acquisition Comments for the acquisition of sensor data from the field.
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Comments Technologies and enablers Mechatronics and robotics technologies IoT - Internet of Things Technologies and enablers Information and communication technologies Digital manufacturing platforms - data
 EMA DEMO Result description After the acquisition, a sensor vector (a .csv file, with all data) is generated. This file represents the input for the successive IFaCOM Processing Algorithms segment.
 Digital manufacturing platforms - data platforms Taxon title Digital manufacturing platforms - data platforms
 Domain 3: Digital, virtual and resource-efficient factories Taxon description granularity, zoom in and out functionalities, and real-time data acquisition from all the factory resources (i.e. assets, machines, workers and objects).
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Description data processing remotely, advanced IoT system and smart devices for data collection and monitoring of machinery conditions, artificial intelligence methods for predictive maintenance (data analytics
Comments FoF Partnership SRIA Research priorities Domain 5: Human-centric manufacturing Data acquisition Technologies and enablers Data collection, storage, analytics, processing and AI Information and communication
 Data Management Plan Result title Data Management Plan
 Metrology Equipment Use Case Result description Data acquisition is performed via the SERENA databox, serving as a gateway and providing data from the edge to the SERENA cloud platform.
 Data acquisition Taxon title Data acquisition Taxon description   Data acquisition applications are usually controlled by software programs developed using various general purpose programming languages So, as a summary, Data acquisition
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Description Many Industrial Data Platforms based on IOT Data in Motion and Analytics Data at Rest have been recently developed to implement effective Industry 4.0 pilots (I4MS Phase III platforms).
Organisation SUITE5 DATA INTELLIGENCE SOLUTIONS LIMITED
 Data Management Plan - Initial version Result title Data Management Plan - Initial version
 A Smart Predictive Maintenance Toolbox for drawing lines of car body elements - SPMTcar Result description On the one hand, the acquisition of data for its analysis is complex due to the impact that occurs in each stamping cycle.
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Description The same component will be used for managing product related data pertaining to the manufacturer, supplier and the customer.
Comments Data processing in the platform is manual and done by the user. DecisiĆ³n is, in most cases, manual.
  Automatic estimation of environmental impact for specific manufacturing processes and production activities (potential result) Result description Statistical analysis of energy demand / usage profiles, utilizing near real-time environmental impact data.
 Data acquisition Taxon title Data acquisition Taxon description   Data acquisition applications are usually controlled by software programs developed using various general purpose programming languages So, as a summary, Data acquisition
 Data processing Comments Data processing in the platform is manual and done by the user. DecisiĆ³n is, in most cases, manual.
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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 Time synchronisation between the systems is often a problem whcih needs to be addressed for tasks like data acquisition.
 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
 Data acquisition Taxon title Data acquisition Taxon description   Data acquisition applications are usually controlled by software programs developed using various general purpose programming languages So, as a summary, Data acquisition
 IoT - Internet of Things Comments Time synchronisation between the systems is often a problem whcih needs to be addressed for tasks like data acquisition.
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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 , storage, analytics, processing and AI Technologies and enablers Information and communication technologies Data acquisition Technologies and enablers Data collection, storage, analytics, processing
 Data Management Plan Result title Data Management Plan
 Pilot - FAGOR Zero-Defects Manufacturing Digital Press Machine Result description Such process has a great complexity from the point of view of the acquisition, measurement and transmission of the parameters and variables.
 Data acquisition Taxon description   Data acquisition applications are usually controlled by software programs developed using various general purpose programming languages So, as a summary, Data acquisition
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Description WORKERS" (FACTS4WORKERS), therefore a serious effort will be put into integrating already available IT enablers into a seamless & flexible Smart Factory infrastructure based on worker-centric and data-driven
Comments data acquisition Pathways General purpose software Autonomous Smart Factories Pathway Data acquisition/monitoring/analysis (SCADA) implemented but isolated Pathways Dedicated software in silos Autonomous
 Data Management Plan Result title Data Management Plan Result description Data Management Plan
 Manual data acquisition Taxon title Manual data acquisition
 Data acquisition Taxon description   Data acquisition applications are usually controlled by software programs developed using various general purpose programming languages So, as a summary, Data acquisition
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Comments Manual data acquisition Pathways General purpose software Autonomous Smart Factories Pathway Basic way of acquiring data from the involved shop floors.
 DELIVERABLE D6.2 - Data Management Plan Result title Data Management Plan
 Data Management Plan Result title Data Management Plan
 DELIVERABLE D2.2 - Knowledge model for human resource optimization Result description Finally, the last part of this deliverable focuses on Ontology Exploitation through Knowledge Visualization, Data Integration, Rules inferences, Context-Driven Information Acquisition and the alignment
 DELIVERABLE D4.4 - Data aggregation toolkit and control middleware that integrates social collaboration and sensing environments Result acronym SatisFactory - Data aggregation and middleware
 Manual data acquisition Taxon title Manual data acquisition
 Domain 3: Digital, virtual and resource-efficient factories Taxon description granularity, zoom in and out functionalities, and real-time data acquisition from all the factory resources (i.e. assets, machines, workers and objects).