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Learning systems and cognitive robotics

The AI Innovation Center "Learning Systems and Cognitive Robotics" supports companies in exploiting the economic opportunities offered by artificial intelligence and machine learning in particular. In application-oriented research projects and in direct cooperation with industrial companies, the Stuttgart-based Fraunhofer Institutes for

Production and quality management
Logistics and merchandise management
Development and innovation
Marketing and communication
Administration and organization

Current projects

ML-supported prediction of screw straightening quality

This is a quote Arthur Dent Fraunhofer IAO Contact at the AI Advancement Center Fraunhofer Contact - Name Placeholder andreas.frommknecht@ipa.fraunhofer.de

Example project Post Taxonomy Placeholder Initial situation In the production of screws, slight initial bends regularly occur, which are corrected manually before further processing in a hydraulic pressing machine. The screws are mounted on two prisms with a fixed distance between them,...

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AI agent system for scheduling

This is a quote Arthur Dent Fraunhofer IAO Contact at the AI Advancement Center Fraunhofer Contact - Name Placeholder andreas.frommknecht@ipa.fraunhofer.de

Example project Post Taxonomy Placeholder Initial situation The Hamm Klinik Nahetal in Bad Kreuznach is a specialist clinic for oncological rehabilitation and follow-up rehabilitation. Around 60 new patients start their three-week stay every week. At the beginning, an individual...

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Potential for the use of AI in electronic manufacturing services (EMS)

This is a quote Arthur Dent Fraunhofer IAO Contact at the AI Advancement Center Fraunhofer Contact - Name Placeholder andreas.frommknecht@ipa.fraunhofer.de

Example project Post Taxonomy Placeholder Initial situation Grüninger Electronics is a service provider for Electronic Manufacturing Services (EMS) from Weinstadt in Baden-Württemberg. The company offers solutions for complex electronic projects and accompanies its customers from the planning stage to the finished...

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EnayaKI (Enayati Calculation Interface)

This is a quote Arthur Dent Fraunhofer IAO Contact at the AI Advancement Center Fraunhofer Contact - Name Placeholder andreas.frommknecht@ipa.fraunhofer.de

Example project Post Taxonomy Placeholder Initial situation Customer inquiries are usually received by e-mail in unstructured form as drawings, text and additional information. The required materials and their quantities for the execution of the order are currently determined manually from these...

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Current publications

© LAONG - Adobe Stock
XAI for debugging ML models

State of the art and recommendations for organizations This study discusses the use of explainable AI (XAI) methods for debugging AI models. While XAI methods ideally support the debugging of...

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AI Automation Workflow Enabling Business Process Orchestration © NicoElNino - Adobe Stock
Metrics in machine learning

This study examined the use of metrics for quality assurance of AI systems throughout the entire ML lifecycle, from data preparation, feature engineering and training to inference....

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Manufacturing with an industrial robot in an industrial metaverse
Industrial Metaverse in Cognitive Robotics

Market Analysis and Research Gaps The aim of the study is to systematically analyze the Industrial Metaverse in cognitive robotics and to identify market potentials, application fields, and development needs. Through the...

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© Tameem – Adobe Stock/Fraunhofer IAO
Unlocking business documents with RAG

How to Chat with Your Own Data Using Retrieval-Augmented Generation This study offers a concise overview of Retrieval Augmented Generation (RAG), an approach where information from a selection...

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Project partners

In the AI Innovation Center, the Stuttgart-based Fraunhofer Institutes for Production Engineering and Automation IPA and for Industrial Engineering and Organization IAO together with the Institute of Human Factors and Technology Management IAT of the University of Stuttgart. The AI Innovation Center is part of CyberValley and S-TEC.

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The AI Innovation Center receives financial support from the Ministry of Economic Affairs, Labor and Tourism.

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