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Description the machine, and jointly this will preserve current and future investment in the field.
Comments performance characteristics Reducing the consumption of energy Manufacturing performance characteristics Environmental sustainability Mechatronics and robotics technologies Technologies and enablers
 Continuous Data recording of internal and external data in the FAGOR CNC Result title Continuous Data recording of internal and external data in the FAGOR CNC
 Smart diagnostics based on energy consumption Result description The commercialisation of this technique will have a significant net reduction in machine tool energy consumption supporting sustainable “factories of the future” and reduced operating costs.
 RP 3.4 Energy monitoring and management in future manufacturing enterprises Taxon title RP 3.4 Energy monitoring and management in future manufacturing enterprises
 Measurement, sensing, condition and performance monitoring technologies Taxon description Continuous monitoring of the condition and performance of the manufacturing system on component and machine level, enables sustainable and competive manufacturing, also by introducing autonomous diagnosis
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Description The direct final outcome of LIAA will be five working co-worker solutions to diverse industrial assembly use cases and a strong unifying framework providing a basis for future co-worker solutions.
Comments manufacturing C MANUFACTURING Applications areas and sectors C25 Manufacture of fabricated metal products, except machinery and equipment Applications areas and sectors C MANUFACTURING C28 Manufacture
 UR Capabilities Result description URCaps share the same goal as LIAA; focussing on lean manufacturing and assembly by providing a platform for synergetic human-robot-interaction.
 Uniform Task Description Result comments LIAA Laboratory for Manufacturing System and Automation
 WORLD MODEL Result comments LIAA Laboratory for Manufacturing System and Automation
 OPEL Demonstrator Result comments LIAA Laboratory for Manufacturing System and Automation
 Smartwatch Application Result comments LIAA Laboratory for Manufacturing System and Automation
 C25 Manufacture of fabricated metal products, except machinery and equipment Taxon title C25 Manufacture of fabricated metal products, except machinery and equipment
 Domain 5: Human-centric manufacturing Taxon description At the core of future manufacturing is the information generated in the factory environment, which needs to be managed and adequately transformed from the data level to the knowledge level.
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Description about the possibilities of automated robot assembly in SMEs.
Organisation University of Southern Denmark
Comments Sub-Domain 2.1 Adaptive and smart manufacturing devices, components and machines Domain 2: Adaptive and smart manufacturing systems RP 2.2 Embedded cognitive functions for supporting the use of machinery
 Teaching a Robot the Semantics of Assembly Tasks Result title Teaching a Robot the Semantics of Assembly Tasks
 Final assembly & customization of drive systems and control boxes Result description One of the challenges in their production process is that they have high volume products, but with various customization possibilities for our customers.
 Assembly of Automotive Lights Result acronym Assembly of Automotive Lights
 RP 2.2 Embedded cognitive functions for supporting the use of machinery and robot systems in changing shop floor environments Taxon title RP 2.2 Embedded cognitive functions for supporting the use of machinery and robot systems in changing shop floor environments
 Intelligent machinery components, actuators and end-effectors Taxon description Intelligent components enable the deployment of safe, energy-efficient, accurate and flexible or reconfigurable products and production systems.
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Description Obtaining more intelligent and cost-effective solutions is essential for meeting performance targets in machines, and will bring enormous benefits in the design and development of machine tools.
Organisation THE UNIVERSITY OF HUDDERSFIELD
Comments Domain 2: Adaptive and smart manufacturing systems FoF Partnership SRIA Research priorities Sub-Domain 2.1 Adaptive and smart manufacturing devices, components and machines FoF Partnership SRIA Research
 Domain 2: Adaptive and smart manufacturing systems Taxon title Domain 2: Adaptive and smart manufacturing systems
 RP 2.7 Micro-precision into micro and macro-production equipment Taxon description High-precision manufacturing and micro-manufacturing oblige precision manufacturing to increase with one order of magnitude the accuracy of conventional machines and controls.
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Description programme, the combination of manufacturing technologies and ICT is at the core of the construction of this consortium.
Organisation Institute for Advanced Manufacturing - University of Nottingham
Comments chains - Predictive manufacturing capabilities & logistics of the future MIE Consultation 2020 (Closed) Specific Objective 1: Excellent, responsive and smart factories & supply chains R&I Objective 1.6
 Analysis of the feed drives control parameters on structural chatter vibrations Result title Analysis of the feed drives control parameters on structural chatter vibrations
 MC-SUITE application based on six different modules ready to reduce the gap between the simulated and the real process Result description The final aim of the MC-SUITE project is to open the doors of the manufacturing workshops to this new revolution.
 RP 2.13 M2M cloud connectivity for future manufacturing enterprises Taxon title RP 2.13 M2M cloud connectivity for future manufacturing enterprises Taxon description To cope with the challenges of distributed devices and high-data volumes, future ICT research for manufacturing should leverage future cloud infrastructures to enable assets spread across distributed shop
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Description Competitive manufacturing industry must be able to react to change and to understand the balance of possible options when making decisions on complex multi-faceted problems.
Comments connectivity for future manufacturing enterprises FoF Partnership SRIA Research priorities Sub-Domain 2.2 Dynamic Production systems and Factories Domain 2: Adaptive and smart manufacturing systems Domain
 RP 2.13 M2M cloud connectivity for future manufacturing enterprises Taxon title RP 2.13 M2M cloud connectivity for future manufacturing enterprises Taxon description To cope with the challenges of distributed devices and high-data volumes, future ICT research for manufacturing should leverage future cloud infrastructures to enable assets spread across distributed shop
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Description The suitability of the resulting framework is not only driven by but will be validated with end-users - manufacturing companies- in two steps: In the first, the joint iterative development of the framework
Organisation Eindhoven University of Technology
Comments C10 Manufacture of food products Applications areas and sectors C MANUFACTURING C13 Manufacture of textiles Applications areas and sectors C MANUFACTURING C16 Manufacture of wood and of products of wood
 The application of business process management in smart manufacturing: towards dynamic allocation of manufacturing resources Result title The application of business process management in smart manufacturing: towards dynamic allocation of manufacturing resources
 Software tool for modelling mixed-actor manufacturing processes Result description Manufacturing process modelling environment: Mixed-actor manufacturing processes are modelled as business process types, specifying the end-to-end manufacturing process of a series of products. Result acronym Software tool for modelling mixed-actor manufacturing processes
 Significance of the results for SMEs Taxon title Significance of the results for SMEs
 RP 2.11 Dynamic Manufacturing Execution Environments for their Smarter Integration into dynamic and agile factories Taxon description The high dynamicity of future manufacturing systems requires a constant optimization of quality and resource usage.
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Description and a secure API to try and test the Digital Twin of the production equipment, on top supplier and customer data.
Organisation CTIPC - Technical Industrial Centre of the French plastics and Composites
 M-SOS: Additive Manufacturing Scheduling Optimization Service Result title M-SOS: Additive Manufacturing Scheduling Optimization Service
 MARKET4.0 Metal domain DATA SPACE based on IDS RA Result description Challenge: Today, the selection of a new manufacturing equipment requires a big technical effort on the customer side, determining the most suitable equipment for his requirements.
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Description success and jobs creation. sCorPiuS investigates, in particular, the role of CPS as a lever to empower manufacturing performance and proposes the creation of a roadmap capable to preempting the most important
Organisation University of applied sciences and arts of southern switzerland (SUPSI)
Comments Domain 2 - Adaptive and Smart Manufacturing Systems Impact Workshop D2-Area 1: Smart Industrial components Impact Workshop Domain 2 - Adaptive and Smart Manufacturing Systems IoT Impact Workshop Specific
 State of the Art of Cyber-Physical Systems Result title State of the Art of Cyber-Physical Systems
 Periodic Reporting for period 2 - sCorPiuS (European Roadmap for Cyber-Physical Systems in Manufacturing) Result description sCorPiuS aims to define the roadmap for CPS4MFG (CPS for Manufacturing) in Europe and promote CPS adoption in Manufacturing sector to increase European Industry competitiveness.Main Objectives of the
 Domain 4: Collaborative and mobile enterprises Taxon description In addition to leveraging the collaboration paradigm, manufacturing enterprises of the future and stakeholders in their holistic value chain should shy away from building additional functionalities on
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Description The goal of C2NET Project is the creation of cloud-enabled tools for supporting the supply network optimization of manufacturing and logistic assets based on collaborative demand, production and delivery
Organisation Tampere University of Technology
Comments Workshop Domain 4 - Collaborative and Mobile Enterprises IoT Impact Workshop Specific Clusters Domain 4: Collaborative and mobile enterprises FoF Partnership SRIA Research priorities RP 4.1 Cloud-based Manufacturing
 Situation awareness in the Internet of Things Result title Situation awareness in the Internet of Things
 C2NET Project: Tools for agile collaboration Result description WangJournal title: Enterprise Interoperability in the Digitized and Networked Factory of the Future, Proceedings of the Workshops of the Eighth International Conference I-ESA 2016 Edited by M.
 Domain 4: Collaborative and mobile enterprises Taxon description In addition to leveraging the collaboration paradigm, manufacturing enterprises of the future and stakeholders in their holistic value chain should shy away from building additional functionalities on
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Description The widespread adoption of new melting shop as an operating process is in itself fostering the creation of even more powerful induction-plasma power supplies, versatile melt control technology, high-power
Organisation POZNAN UNIVERSITY OF TECHNOLOGY
Comments Environmental sustainability Manufacturing performance characteristics Reducing the consumption of energy Manufacturing performance characteristics Environmental sustainability ENERGY REDUCTION IN CAST
 New cast iron manufacturing production line Result title New cast iron manufacturing production line
 Methodology of innovative cast iron industrial processes Result description Methodology of experimental validation of models by the tests realised in RODA Foundry based on the original measuring procedures and special elaborated equipment
 Reducing the consumption of energy Taxon title Reducing the consumption of energy
 Knowledge-workers and operators Taxon description The European Factories of the Future are expected to provide global manufacturing competitiveness, but also to create a large amount of work opportunities for the European population.
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Description Thus, the synergistic potential of composite materials will pave the way for the integration and uptake of bio-based materials in mass customised manufacturing (manufacturing as a service).
Organisation University of Limerick
 Common workshop: Bio-Uptake, Redol and Bioeconomy within the framework of the Green Week Result title Common workshop: Bio-Uptake, Redol and Bioeconomy within the framework of the Green Week Result description On the 7th of June 2023 a workshop was organised within the framework of the Green Week, entitled: "Towards circular bioeconomy: BIO-UPTAKE smart bioplastic composites, REDOL circular products
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Description The Future Fashion Design (FFD) project aims to remove the main barriers inhibiting the wider adoption of Virtual Prototyping (VP) by textile and clothing companies by drastically improving the speed of
Comments Integrated High-performance Computing in Factory Life Cycle Management FoF Partnership SRIA Research priorities Domain 3: Digital, virtual and resource-efficient factories Domain 6: Customer-focused manufacturing
 Domain 6: Customer-focused manufacturing Taxon title Domain 6: Customer-focused manufacturing Taxon description Previously considered solely as a "marketing target", the customer in the recent years has earned a special status in the space of future manufacturing enterprises.
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Description of the RLW system.
Organisation THE UNIVERSITY OF WARWICK
Comments Material efficient Manufacturing processes FoF Partnership SRIA Research priorities Sub-Domain 1.2 Complex structures, geometries and scale Domain 1: Advanced manufacturing processes Domain 3: Digital
 RP 3.13 Integration of design methods and tools Taxon title RP 3.13 Integration of design methods and tools
 RP 3.1 Integrated factory models for evolvable manufacturing systems Taxon description of future factories.
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Description The OPTIMISED environment will use semantically enriched process modelling, big-data generation, capture and perform analytics to effectively support planning specialists, manufacturing engineers, team
Organisation Institute for Advanced Manufacturing - University of Nottingham
Comments performance characteristics Economic sustainability Product quality - Quality assurance Manufacturing performance characteristics Economic sustainability Reducing the consumption of energy Manufacturing
 OPTIMISED – Developing a State of the Art System for Production Planning for Industry 4.0 in the Construction Industry Using Simulation-Based Optimisation Result title OPTIMISED – Developing a State of the Art System for Production Planning for Industry 4.0 in the Construction Industry Using Simulation-Based Optimisation
 Periodic Reporting for period 2 - OPTIMISED (Operational Planning Tool Interfacing Manufacturing Integrated Simulations with Empirical Data) Result description technology, simulation in the form of a digital twin, data analytics...
 Reducing the consumption of energy Taxon title Reducing the consumption of energy
 Domain 3: Digital, virtual and resource-efficient factories Taxon description In the factories of the future, assets and inventories together with production and assembly lines would be dynamically designed, configured, monitored and maintained.
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Description In nearly every sector of industrial manufacturing polishing techniques are used. But often manual polishing is the only option because the tasks are too complex to be automated.
Organisation University of Modena and Reggio Emilia
Comments of new functionalities through (mass production) surface manufacturing processes FoF Partnership SRIA Research priorities Sub-Domain 1.1 Processing novel materials and structures (into products) Domain
 Fluid jet polishing of steel moulds Result title Fluid jet polishing of steel moulds
 Periodic Reporting for period 3 - SYMPLEXITY (Symbiotic Human-Robot Solutions for Complex Surface Finishing Operations) Result description In almost every sector of industrial manufacturing polishing techniques are applied.
 RP 1.5 Delivery of new functionalities through (mass production) surface manufacturing processes Taxon title RP 1.5 Delivery of new functionalities through (mass production) surface manufacturing processes
 Domain 1: Advanced manufacturing processes Taxon description Products of the future are expected to be more complex (3D, nano-micro-meso-macro-scale, smart), so processes need to handle complexity and enhanced functionality whilst not adding or at least minimizing
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Description The primary outcomes of vf-OS are an: Open Operating System (vf-OS) and Software Development Kit (OAK) for Factories of the Future that aims to be the reference system software for collaborative
Comments technologies The Open Operating Sytem (vf-OS) for Factories of the Future aims to be the reference operating system software for collaborative manufacturing and logistics processes and therefore enabling
Result product FIWARE, curated framework of open source platform components To accelerate the development of Smart Solutions
 A Novel Approach to Software Development in the MicroserviceEnvironment of vf-OS Result title A Novel Approach to Software Development in the MicroserviceEnvironment of vf-OS
 vfOS - ID3.4a - vf-OS Enablers(M12) Result description The delivery will be the Creation/Repackaging and delivery of code/package of vf-OS specific manufacturing enablers according to the vf-OS Kernel framework.
 vfOS - ID3.2a - FI-WARE Generic Enablers(M12) Result comments FIWARE, curated framework of open source platform components To accelerate the development of Smart Solutions FIWARE FOUNDATION EV vf-OS
 vfOS - ID3.2b - FI-WARE Generic Enablers(M18) Result comments FIWARE, curated framework of open source platform components To accelerate the development of Smart Solutions FIWARE FOUNDATION EV vf-OS
 Advanced material processing technologies Taxon description The efficiency and sustainability of both the manufacturing of actual and future products is still very much determined by the processes that shape and assemble the components of these products.
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Description The constituent sub-modules will target additional applications and markets.The objectives of the BRIDLE project are of central importance to the photonics and manufacturing industries in Europe.
Organisation Institute for Advanced Manufacturing - University of Nottingham
Comments , Reduction of material consumption (in %) Additional KPIs Contribution to the reduction in the use of material resources compact Systems, high Efficiency, Domain 1: Advanced manufacturing processes FoF
 Sub-Domain 1.1 Processing novel materials and structures (into products) Taxon title Sub-Domain 1.1 Processing novel materials and structures (into products)
 Domain 1: Advanced manufacturing processes Taxon description The set of research priorities under this domain focuses on innovative processes for efficient and high quality manufacturing for either both new and current materials or products.
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Description -Pico-second lasers operating at high average powers -Pulsed lasers emitting at new wavelengths for precision cutting of thin metal sheets and brittle materials like glass (addressing products of consumer
Organisation UNIVERSITY OF SOUTHAMPTON
Comments Domain 1 - Advanced Manufacturing Processes Impact Workshop D1-Area 3: Laser-based Manufacturing Impact Workshop Domain 1 - Advanced Manufacturing Processes Number of patent applications Additional KPIs
 LJC process for sapphire identified Result description New state-of-the-art defined for edge quality. -Synova
 Domain 1: Advanced manufacturing processes Taxon description The set of research priorities under this domain focuses on innovative processes for efficient and high quality manufacturing for either both new and current materials or products.
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Description The key to creating products that can meet the demands of a diversified customer base is a short development cycle yielding low cost, high quality goods in sufficient quantity to meet demand.
Organisation Karlsruhe Institute of Technology
Comments priorities RP 6.9 On-demand manufacturing of customer-centric products FoF Partnership SRIA Research priorities Domain 6: Customer-focused manufacturing RP 6.10 Customer focused products quality assessment
 Final Report Summary - SKILLPRO (Skill-based Propagation of "Plug&Produce"-Devices in Reconfigurable Production Systems by AML) Result title Final Report Summary - SKILLPRO (Skill-based Propagation of "Plug&Produce"-Devices in Reconfigurable Production Systems by AML)
 Open source framework SkillPro Result description The main components of the SkillPro framework will soon be available as an open-sourced version.
 RP 6.9 On-demand manufacturing of customer-centric products Taxon title RP 6.9 On-demand manufacturing of customer-centric products
 RP 2.11 Dynamic Manufacturing Execution Environments for their Smarter Integration into dynamic and agile factories Taxon description The high dynamicity of future manufacturing systems requires a constant optimization of quality and resource usage.
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Description , testing and use of products; To extend and improve the use of Simulation and optimize it through comparison with test bench and real usage data; Precise and quick measures and simulations of Cost
Organisation University of applied sciences and arts of southern switzerland (SUPSI)
Comments Domain 6 - Customer-focused Manufacturing Impact Workshop D6-Area 2: Innovative product-service design using manufacturing intelligence Impact Workshop Domain 6 - Customer-focused Manufacturing IoT Impact
 A survey of product lifecycle models: towards complex products and service offers Result title A survey of product lifecycle models: towards complex products and service offers
 Report on P-S Engineering and Manufacturing ubiquitous Search Tools Development and Integration Result description The document contains the results of Task 4.4 - enabling the manufacturing intelligence layer to work on data coming from both digital design world and the Internet of Things and sensors world.
 Domain 6: Customer-focused manufacturing Taxon title Domain 6: Customer-focused manufacturing Taxon description Manufacturing enterprises that design and develop products without involving customers in the loop are likely to end up with commercially unsuccessful products.
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Description of highly customized products through the application of industrial robots.
Comments processes FoF Partnership SRIA Research priorities Sub-Domain 1.1 Processing novel materials and structures (into products) FoF Partnership SRIA Research priorities Domain 1: Advanced manufacturing processes
 Sub-Domain 1.1 Processing novel materials and structures (into products) Taxon title Sub-Domain 1.1 Processing novel materials and structures (into products)
 Domain 1: Advanced manufacturing processes Taxon description Products of the future are expected to be more complex (3D, nano-micro-meso-macro-scale, smart), so processes need to handle complexity and enhanced functionality whilst not adding or at least minimizing
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Description The project will implement a novel comprehensive methodology for the management of dynamic manufacturing networks.
Organisation THE UNIVERSITY OF WARWICK
Comments of products of wood and cork, except furniture; manufacture of articles of straw and plaiting materials Applications areas and sectors C MANUFACTURING C29 Manufacture of motor vehicles, trailers and semi-trailers
 The IMAGINE DMN Simulation Demonstrator is a game-like, web application, developed within the context of the IMAGINE FP7 FoF project. Result title The IMAGINE DMN Simulation Demonstrator is a game-like, web application, developed within the context of the IMAGINE FP7 FoF project.
 Novel end-to-end management methodology of dynamic manufacturing networks Result description and coordinated view of information from various manufacturing sources and systems.
 IMAGINE reference architecture and IMAGINE platform Result description and coordinated view of information from various manufacturing sources and systems.
 C16 Manufacture of wood and of products of wood and cork, except furniture; manufacture of articles of straw and plaiting materials Taxon title C16 Manufacture of wood and of products of wood and cork, except furniture; manufacture of articles of straw and plaiting materials
 RP 4.6 Collaborative Demand and Supply Planning, Traceability, and Execution Taxon description There is need in the future to enable manufacturing enterprises collaborating in global supply networks to cope with variable demands and highly complex products.
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Description In multi-partners projects and business, aimed at developing innovative joint products, Large Enterprises suffer from a lack of synergy and cohesion with the Small-Medium and Micro Enterprises, due to
Comments Area 1: Networked Factories Impact Workshop Domain 4 - Collaborative and Mobile Enterprises Domain 4: Collaborative and mobile enterprises FoF Partnership SRIA Research priorities RP 4.1 Cloud-based Manufacturing
 VENIS Application case on "Aerospace New Product Development" Result description This application case shows the application of VENIS and the benefits that derive from it in the development process of a new product.
 RP 4.1 Cloud-based Manufacturing Business Web for Supply Network Collaboration Taxon title RP 4.1 Cloud-based Manufacturing Business Web for Supply Network Collaboration
 RP 4.6 Collaborative Demand and Supply Planning, Traceability, and Execution Taxon description There is need in the future to enable manufacturing enterprises collaborating in global supply networks to cope with variable demands and highly complex products.
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Description and new consumer-oriented products for the target groups.
Organisation University of applied sciences and arts of southern switzerland (SUPSI)
Comments FoF Partnership SRIA Research priorities RP 6.9 On-demand manufacturing of customer-centric products FoF Partnership SRIA Research priorities Domain 6: Customer-focused manufacturing project_id_EC super_admin
 RP 6.9 On-demand manufacturing of customer-centric products Taxon title RP 6.9 On-demand manufacturing of customer-centric products
 Domain 6: Customer-focused manufacturing Taxon description Previously considered solely as a "marketing target", the customer in the recent years has earned a special status in the space of future manufacturing enterprises.
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Description SuperFlex manufacturing concept of central factory and mini-factories extensions raises a mechanism for sophisticated options analysis of products to be designed and produced at operational level.
Organisation THE HEBREW UNIVERSITY OF JERUSALEM.
Comments FoF Partnership SRIA Research priorities RP 6.9 On-demand manufacturing of customer-centric products FoF Partnership SRIA Research priorities Domain 6: Customer-focused manufacturing project_id_EC super_admin
 Final Report Summary - SUPERFLEX (Develop and demonstrate a ‘Mini-factory’ concept for production of personalized skin care products for elderly population) Result title Final Report Summary - SUPERFLEX (Develop and demonstrate a ‘Mini-factory’ concept for production of personalized skin care products for elderly population)
 RP 6.9 On-demand manufacturing of customer-centric products Taxon title RP 6.9 On-demand manufacturing of customer-centric products
 Domain 6: Customer-focused manufacturing Taxon description Previously considered solely as a "marketing target", the customer in the recent years has earned a special status in the space of future manufacturing enterprises.
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Description All relevant process data will be monitored and analysed in order to reduce development times by predicting appropriate parameter sets for the manufacturing of new customised products.
Comments H2020-FoF-2015 deliverableType_EC super_admin result_rcn_EC super_admin Research & Innovation Action (RIA) Project type - instrument Sub-Domain 1.1 Processing novel materials and structures (into products
 Towards Automatic Calibration of In-line Machine Processes Result title Towards Automatic Calibration of In-line Machine Processes
 Periodic Reporting for period 2 - OPENMIND (On-demand production of entirely customised minimally invasive medical devices) Result description The easy and reliable navigation of the medical devices used in these environments is one of the key aspects for the success of such...
 Domain 6: Customer-focused manufacturing Taxon description Previously considered solely as a "marketing target", the customer in the recent years has earned a special status in the space of future manufacturing enterprises.
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Description On the other side, parts manufacturing through laser based processes require specific designs/adjustments for each one of the applications (this delays considerably the time-to-market of new products).
Organisation THE UNIVERSITY OF SHEFFIELD
Comments condition and performance monitoring technologies Technologies and enablers Mechatronics and robotics technologies Information and communication technologies Technologies and enablers IoT - Internet of
 Periodic Reporting for period 3 - COMBILASER (COMbination of non-contact, high speed monitoring and non-destructive techniques applicable to LASER Based Manufacturing through a self-learning system) Result title Periodic Reporting for period 3 - COMBILASER (COMbination of non-contact, high speed monitoring and non-destructive techniques applicable to LASER Based Manufacturing through a self-learning system)
 Final PDER Result description The exploitation and dissemination activities will be identified within the Plan for Dissemination and Exploitation of Results (PDER).
 Advanced material processing technologies Taxon description The efficiency and sustainability of both the manufacturing of actual and future products is still very much determined by the processes that shape and assemble the components of these products.
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Description Effective innovation needs to be aware of what is going on inside the VE at the production level and at the same time outside of it, where a plethora of elements move fast and often unexpectedly (e.g.
 RP 4.6 Collaborative Demand and Supply Planning, Traceability, and Execution Taxon description There is need in the future to enable manufacturing enterprises collaborating in global supply networks to cope with variable demands and highly complex products.