Human Intention Recognition

This use case is related to the detection of human presence and prediction of their behaviors. Having the human factor taken into account, together with robot navigation, better planning can be achieved but also a safer environment. In this regard, DFKI-EI simulated a typical working day where ten (10) workers participated. The tasks of the workers […]

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Human Supervised Learning for Visual Quality Inspection

Once a model is deployed in production, it requires careful maintenance. During production, unforeseen issues can arise, and humans are essential for immediate problem-solving and recalibration of the model. The synergy of machine learning models with human expertise is therefore crucial to optimize the production quality control process. Human feedback is vital for refining the […]

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Natural Language Processing (NLP)

Natural Language Processing related components, proof of concepts and recommendations to facilitate the interaction between humans and machines and to get contextual information enabling efficient collaboration. TRL3 DevelopersR2M Developed in ProjectDeveloped in STARSTAR Technical Categories (JRC)CommunicationNatural language processing TrendArtificial Intelligence TypesSoftwareMachine LearningSoftwareConsultancy and Support

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Production Planning Linearization

This Use Case linearizes production planning towards reducing the work peaks and consequently the number of extra work hours, but also towards reducing production down times as well. It leverages advanced online process sensing/monitoring systems and different parameters and variables into the manufacturing process and products. To this end, non-destructive testing techniques are employed in order to […]

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Production Processes Simulations for Accelerated Decisions and Safe Processes

This Use Case develops human-centred digital twins that simulate production processes in real time, towards identifying scenarios that ensure safety and achieve the required flexibility. The digital twin enables the high-level planning and management systems to access detailed real time information from the production line, in order to get the general state of any production […]

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PyTorch

PyTorch is an open source machine learning framework that accelerates the path from research prototyping to production deployment. DevelopersLINUX Programming LanguagePython TrendArtificial Intelligence TypesSoftwareFrameworkSoftwareMachine Learning Website: pytorch.org

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Risk Assessment and Mitigation Engine (RAME)

This module is destined to assess risk for assets associated with AI-based systems in manufacturing lines. DevelopersUBITECH Developed in ProjectDeveloped in STARSTAR ManagementAssetsVulnerabilitiesThreatsMitigation Actions TrendArtificial IntelligenceIndustry 4.0 TypesSoftwareData Protection Used in ProjectUsed in STAR

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Robot Reconfiguration Based on the Dynamic Layout

This use case consists in the dynamic update to the navigation route of the mobile robot, by considering human and/or other (non-moving) objects in the environment. It enables easier reconfiguration of the robot in case the layout of the environment (including the production stations) changes. The layout is constantly monitored with the help of two […]

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Safe Collaboration Between Human and Machine

This use case emphasizes on the safety of interactions between human and machine during quality inspection tasks. In this use-case the goal is to ensure mental and physical safety of the factory workers, by monitoring workers’ fatigue when performing manual labelling of images.  By detecting workers’ fatigue, attention and/or mental stress during the labelling process […]

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Simulated Reality (SR)

Simulated reality is responsible for producing synthetic data to aid the training and evaluation of AI algorithms. To cope with incomplete training datasets and data hungry AI algorithms the actual production process is emulated to generate both plausible in-distribution data as well as unknown out-of-distribution inputs to evaluate/enhance the robustness and flexibility of AI in […]

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Star Security Policies Manager (SSPM)

This module specifies and configures security policies that are destined to govern the operation of the DPT, AI Cyber-Defence and RAME modules. DevelopersGFT Developed in ProjectDeveloped in STARSTAR TrendArtificial Intelligence TypesSoftwareData Protection Used in ProjectUsed in STAR

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