TY - CHAP A1 - Knollmeyer, Simon A1 - Caymazer, Oğuz A1 - Koval, Leonid A1 - Akmal, Muhammad Uzair A1 - Asif, Saara A1 - Mathias, Selvine George A1 - Großmann, Daniel ED - Gruenwald, Le ED - Masciari, Elio ED - Bernardino, Jorge T1 - Benchmarking of Retrieval Augmented Generation: A Comprehensive Systematic Literature Review on Evaluation Dimensions, Evaluation Metrics and Datasets T2 - Proceedings of the 16th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2024) - Volume 3 N2 - Despite the rapid advancements in the field of Large Language Models (LLM), traditional benchmarks have proven to be inadequate for assessing the performance of Retrieval Augmented Generation (RAG) systems. Therefore, this paper presents a comprehensive systematic literature review of evaluation dimensions, metrics, and datasets for RAG systems. This review identifies key evaluation dimensions such as context relevance, faithfulness, answer relevance, correctness, and citation quality. For each evaluation dimension, several metrics and evaluators are proposed on how to assess them. This paper synthesizes the findings from 12 relevant papers and presents a concept matrix that categorizes each evaluation approach. The results provide a foundation for the development of robust evaluation frameworks and suitable datasets that are essential for the effective implementation and deployment of RAG systems in real-world applications. UR - https://doi.org/10.5220/0013065700003838 Y1 - 2024 UR - https://doi.org/10.5220/0013065700003838 UR - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:573-58342 SN - 978-989-758-716-0 SP - 137 EP - 148 PB - SciTePress CY - Setúbal ER - TY - CHAP A1 - Thakur, Akshay A1 - Beck, Robert A1 - Mostaghim, Sanaz A1 - Großmann, Daniel A1 - Kuttler, Moritz ED - Tang, Loon-Ching T1 - Prediction of Top Key Performance Indicator in Automotive Production System using Data Mining T2 - WCSE 2022 Spring Event: Proceedings of 2022 9th International Conference on Industrial Engineering and Applications UR - https://doi.org/10.18178/wcse.2022.04.079 Y1 - 2022 UR - https://doi.org/10.18178/wcse.2022.04.079 SN - 978-981-18-5852-9 SP - 675 EP - 684 PB - SCIEI CY - Rowland Heights ER - TY - CHAP A1 - Mueller, Ralph A1 - Großmann, Daniel A1 - Schmied, Sebastian A1 - Mathias, Selvine George T1 - Architecture of a model in the middle approach for virtual commissioning and integration of production entities T2 - Proceedings: 2021 26th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA45728.2021.9613619 KW - virtual commissioning KW - information model KW - information model management KW - cyber physical system KW - digital twin KW - machine communication KW - aggregation Y1 - 2021 UR - https://doi.org/10.1109/ETFA45728.2021.9613619 SN - 978-1-7281-2989-1 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Schmied, Sebastian A1 - Großmann, Daniel A1 - Mathias, Selvine George A1 - Mueller, Ralph T1 - A concept towards the evolution and versioning of aggregated information models T2 - Proceedings: 2021 26th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA45728.2021.9613193 KW - information modelling KW - versioning KW - evolution of models Y1 - 2021 UR - https://doi.org/10.1109/ETFA45728.2021.9613193 SN - 978-1-7281-2989-1 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Thakur, Akshay A1 - Beck, Robert A1 - Mostaghim, Sanaz A1 - Großmann, Daniel T1 - Survey into predictive key performance indicator analysis from data mining perspective T2 - Proceedings 2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA46521.2020.9212111 KW - KPI selection KW - KPI relationship KW - key performance indicators KW - predictive analysis KW - survey KW - data mining KW - best practices Y1 - 2020 UR - https://doi.org/10.1109/ETFA46521.2020.9212111 SN - 978-1-7281-8956-7 SP - 476 EP - 483 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Mathias, Selvine George A1 - Großmann, Daniel A1 - Schmied, Sebastian A1 - Mueller, Ralph T1 - Decentralized Integration Approach of Disjoint Modules in Factory Environments T2 - IEIM 2022: 2022 The 3rd International Conference on Industrial Engineering and Industrial Management UR - https://doi.org/10.1145/3524338.3524368 KW - Data Acquisition KW - OPC UA KW - Comunication KW - Instruments Y1 - 2022 UR - https://doi.org/10.1145/3524338.3524368 SN - 978-1-4503-9569-4 SP - 195 EP - 199 PB - ACM CY - New York ER - TY - CHAP A1 - Mueller, Ralph A1 - Großmann, Daniel A1 - Schmied, Sebastian T1 - Information model-based virtual commissioning for the testing and co-simulation of real production entities BT - Enabling of a logic for the virtual commissioning of information models using middleware technologies T2 - IEIM 2022: 2022 The 3rd International Conference on Industrial Engineering and Industrial Management UR - https://doi.org/10.1145/3524338.3524380 KW - Virtual Commissioning KW - Information Model KW - Co-Simulation KW - Cyber Physikal System KW - Machine Communication Y1 - 2022 UR - https://doi.org/10.1145/3524338.3524380 SN - 978-1-4503-9569-4 SP - 271 EP - 276 PB - Association for Computing Machinery CY - New York ER - TY - CHAP A1 - Kampa, Thomas A1 - Müller, Christian Klaus A1 - Großmann, Daniel T1 - IP-based Architecture for an Edge Cloud enabled Factory BT - Concept and Requirements T2 - 2022 IEEE 18th International Conference on Factory Communication Systems (WFCS) UR - https://doi.org/10.1109/WFCS53837.2022.9779162 KW - industrial internet of things KW - virtualization KW - brownfield deployment KW - industrial network Y1 - 2022 UR - https://doi.org/10.1109/WFCS53837.2022.9779162 SN - 978-1-6654-1086-1 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Ambrosy, Niklas A1 - Kampa, Thomas A1 - Jumar, Ulrich A1 - Großmann, Daniel T1 - 5G and DetNet: Towards holistic determinism in industrial networks T2 - 2022 IEEE International Conference on Industrial Technology (ICIT) UR - https://doi.org/10.1109/ICIT48603.2022.10002776 KW - 5G KW - Deterministic Networking KW - Time-Sensitive Networking KW - Software-Defined Networking KW - industrial communication Y1 - 2022 UR - https://doi.org/10.1109/ICIT48603.2022.10002776 SN - 978-1-72811-948-9 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Miranda, Jorge A1 - Cabral, Jorge A1 - Banerjee, Suprateek A1 - Großmann, Daniel A1 - Fischer Pedersen, Christian A1 - Wagner, Stefan T1 - Analysis of OPC unified architecture for healthcare applications T2 - ETFA'2017: IEEE 22nd International Conference on Emerging Technologies & Factory Automation UR - https://doi.org/10.1109/ETFA.2017.8247771 KW - ambient assisted living KW - pervasive healthcare KW - industry 4.0 KW - OPC UA KW - HL7 KW - wireless sensor networks KW - cloud computing KW - infrastructure Y1 - 2017 UR - https://doi.org/10.1109/ETFA.2017.8247771 SN - 978-1-5090-6505-9 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Banerjee, Suprateek A1 - Großmann, Daniel T1 - An Electronic Device Description Language based approach for communication with dbms and file system in an industrial automation scenario T2 - ETFA'2016: 2016 IEEE 21st International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA.2016.7733682 KW - Databases KW - File systems KW - Servers KW - Production KW - Automation KW - Standards KW - Middleware Y1 - 2016 UR - https://doi.org/10.1109/ETFA.2016.7733682 SN - 978-1-5090-1314-2 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Großmann, Daniel A1 - Bregulla, Markus A1 - Banerjee, Suprateek A1 - Schulz, Dirk A1 - Braun, Roland T1 - OPC UA server aggregation — The foundation for an internet of portals T2 - ETFA'2014: 19th IEEE International Conference on Emerging Technologies and Factory Automation UR - https://doi.org/10.1109/ETFA.2014.7005354 KW - Servers KW - Automation KW - Aggregates KW - Security KW - Prototypes KW - Computer architecture KW - Market research Y1 - 2014 UR - https://doi.org/10.1109/ETFA.2014.7005354 SN - 978-1-4799-4846-8 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Mathias, Selvine George A1 - Großmann, Daniel A1 - Sequeira, Gerald Joy T1 - A Comparison of Clustering Measures on Raw Signals of Welding Production Data T2 - Proceedings 2019 International Conference on Deep Learning and Machine Learning in Emerging Applications (Deep-ML) UR - https://doi.org/10.1109/Deep-ML.2019.00019 KW - clustering KW - k-means KW - kmeans KW - hierarchical KW - metric evaluation Y1 - 2019 UR - https://doi.org/10.1109/Deep-ML.2019.00019 SN - 978-1-7281-2914-3 SP - 55 EP - 60 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Schmied, Sebastian A1 - Großmann, Daniel A1 - Denk, Bastian T1 - A systematic top-down information modelling approach for workshop-type manufacturing systems T2 - Proceedings 2019 24th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA.2019.8869377 KW - OPC UA KW - information modelling Y1 - 2019 UR - https://doi.org/10.1109/ETFA.2019.8869377 SN - 978-1-7281-0303-7 SP - 1305 EP - 1308 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Mathias, Selvine George A1 - Schmied, Sebastian A1 - Großmann, Daniel T1 - Monitoring of discrete electrical signals from welding processes using data mining and IIoT approaches T2 - Proceedings, IEEE 32nd International Conference on Tools with Artificial Intelligence, (ICTAI 2020) UR - https://doi.org/10.1109/ICTAI50040.2020.00142 KW - electrical signals KW - clustering KW - kmeans KW - hierarchical KW - time series KW - OPC UA KW - multi-label classification KW - metrics Y1 - 2020 UR - https://doi.org/10.1109/ICTAI50040.2020.00142 SN - 978-1-7281-9228-4 SP - 911 EP - 916 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Schmied, Sebastian A1 - Großmann, Daniel A1 - Mathias, Selvine George A1 - Mueller, Ralph T1 - An approach for aggregation and historicization of production entities in the graph T2 - Proceedings 2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA46521.2020.9211907 KW - information modelling KW - aggregation KW - graph database Y1 - 2020 UR - https://doi.org/10.1109/ETFA46521.2020.9211907 SN - 978-1-7281-8956-7 SP - 1107 EP - 1110 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Mueller, Ralph A1 - Großmann, Daniel A1 - Schmied, Sebastian A1 - Mathias, Selvine George T1 - Validation of dynamic interoperability and virtual commissioning of production equipment in early development stages T2 - Proceedings 2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA46521.2020.9211988 KW - virtual commissioning KW - information model KW - cyber physical system KW - digital twin KW - machine communication KW - design engineering process Y1 - 2020 UR - https://doi.org/10.1109/ETFA46521.2020.9211988 SN - 978-1-7281-8956-7 SP - 1159 EP - 1162 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Mathias, Selvine George A1 - Schmied, Sebastian A1 - Großmann, Daniel A1 - Mueller, Ralph A1 - Mroß, Björn T1 - A Compliance Testing Structure for Implementation of Industry Standards through OPC UA T2 - Proceedings 2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA46521.2020.9212119 KW - OPC UA KW - compliance testing KW - information models KW - servers KW - clients Y1 - 2020 UR - https://doi.org/10.1109/ETFA46521.2020.9212119 SN - 978-1-7281-8956-7 SP - 1091 EP - 1094 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Thakur, Akshay A1 - Beck, Robert A1 - Mostaghim, Sanaz A1 - Großmann, Daniel T1 - Machine Learning for evaluating Kaizens in Volkswagen Production System - An Industrial Case study T2 - Proceedings: 2020 IEEE 7th International Conference on Data Science and Advanced Analytics: DSAA 2020 UR - https://doi.org/10.1109/DSAA49011.2020.00114 KW - supervised machine learning KW - Kaizen KW - best practices evaluation KW - clustering KW - production system Y1 - 2020 UR - https://doi.org/10.1109/DSAA49011.2020.00114 SN - 978-1-7281-8206-3 SP - 781 EP - 782 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Schmied, Sebastian A1 - Großmann, Daniel A1 - Mathias, Selvine George A1 - Banerjee, Suprateek T1 - Vertical integration via dynamic aggregation of information in OPC UA T2 - Intelligent Information and Database Systems UR - https://doi.org/10.1007/978-981-15-3380-8_18 KW - OPC UA KW - interoperability KW - aggregation Y1 - 2020 UR - https://doi.org/10.1007/978-981-15-3380-8_18 SN - 978-981-15-3379-2 SN - 978-981-15-3380-8 SN - 1865-0929 SN - 1865-0937 N1 - Access to this content is enabled by Nationallizenz Ebooks Medicine SP - 204 EP - 215 PB - Springer CY - Singapur ER - TY - CHAP A1 - Banerjee, Suprateek A1 - Großmann, Daniel T1 - OPC UA and Dynamic Web Services - A generic flexible Industrial Communication Approach T2 - ICCAE 2019: Proceedings of the 2019 11th International Conference on Computer and Automation Engineering UR - https://doi.org/10.1145/3313991.3313996 KW - automation KW - OPC UA KW - web services KW - vertical integration KW - internet of services KW - industrial internet of things Y1 - 2019 UR - https://doi.org/10.1145/3313991.3313996 SN - 978-1-4503-6287-0 SP - 114 EP - 117 PB - ACM CY - New York ER - TY - CHAP A1 - Mathias, Selvine George A1 - Mancha, Mathew John A1 - Großmann, Daniel A1 - Kujat, Bernd A1 - Schiebold, Kay T1 - Investigations on numerical techniques for detecting variations in acoustic emissions T2 - IECON 2021 – 47th Annual Conference of the IEEE Industrial Electronics Society UR - https://doi.org/10.1109/IECON48115.2021.9589074 KW - acoustic emissions KW - Gaussian mixture model KW - self-organizing map KW - comparison Y1 - 2021 UR - https://doi.org/10.1109/IECON48115.2021.9589074 SN - 978-1-6654-3554-3 PB - IEEE CY - Piscataway (NJ) ER - TY - CHAP A1 - Schmied, Sebastian A1 - Großmann, Daniel A1 - Mathias, Selvine George A1 - Mueller, Ralph T1 - An approach for an industrial information model management T2 - Proceedings, 2020 IEEE Conference on Industrial Cyberphysical Systems (ICPS) UR - https://doi.org/10.1109/ICPS48405.2020.9274751 KW - information modelling KW - cyber physical system KW - OPC UA Y1 - 2020 UR - https://doi.org/10.1109/ICPS48405.2020.9274751 SN - 978-1-7281-6389-5 SP - 402 EP - 405 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Kampa, Thomas A1 - El-Ankah, Amer A1 - Großmann, Daniel ED - Dörksen, Helene ED - Scanzio, Stefano ED - Jasperneite, Jürgen ED - Wisniewski, Lukasz ED - Man, Kim Fung ED - Sauter, Thilo ED - Seno, Lucia ED - Trsek, Henning ED - Vyatkin, Valeriy T1 - High Availability for virtualized Programmable Logic Controllers with Hard Real-Time Requirements on Cloud Infrastructures T2 - 2023 IEEE 21st International Conference on Industrial Informatics (INDIN) UR - https://doi.org/10.1109/INDIN51400.2023.10218014 KW - RDMA KW - vPLC KW - state synchronization Y1 - 2023 UR - https://doi.org/10.1109/INDIN51400.2023.10218014 SN - 978-1-6654-9313-0 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Knollmeyer, Simon A1 - Mroß, Björn A1 - Mueller, Ralph A1 - Großmann, Daniel T1 - Ontology based knowledge graph for information and knowledge management in factory planning T2 - 2023 IEEE 28th International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA54631.2023.10275409 Y1 - 2023 UR - https://doi.org/10.1109/ETFA54631.2023.10275409 SN - 979-8-3503-3991-8 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Kampa, Thomas A1 - Großmann, Daniel T1 - Half&Half: Intra-Flow Load Balancing and High Availability for Edge Cloud-enabled Manufacturing T2 - 2023 IEEE 28th International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA54631.2023.10275483 Y1 - 2023 UR - https://doi.org/10.1109/ETFA54631.2023.10275483 SN - 979-8-3503-3991-8 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Mathias, Selvine George A1 - Großmann, Daniel T1 - Efficacy of Statistical Formulations on Acoustic Emission Signals for Tool Wear Predictions T2 - Proceedings of the 2nd International Conference on Innovative Intelligent Industrial Production and Logistics - IN4PL N2 - Acoustic emission (AE) signals obtained during machining processes can be used to detect, locate and assess flaws in structures made of metal, concrete or composites. This paper aims to characterize AE signals using derived parameters from raw signatures along with statistical feature extractions to correlate with tool wear readings. Missing tool wear values are imputed using domain knowledge rules and compared to AE signals using machine learning models. The amount of effect on tool wear is formulated using Bayesian Inferences on derived parameters such as areas under the raw signal curve in addition to comparisons with the supervised models for predictions. Using the constructed models and formulation, the presented study also includes a trace-back pseudo-algorithm for determining the stage in process where tool wear values begin to approach the wear limits. UR - https://doi.org/10.5220/0010676400003062 KW - acoustic emission KW - tool wear KW - data imputations KW - statistical approach Y1 - 2021 UR - https://doi.org/10.5220/0010676400003062 UR - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:573-18695 SN - 978-989-758-535-7 SP - 108 EP - 115 PB - SciTePress CY - Setúbal ER - TY - CHAP A1 - Akmal, Muhammad Uzair A1 - Asif, Saara A1 - Koval, Leonid A1 - Mathias, Selvine George A1 - Knollmeyer, Simon A1 - Großmann, Daniel ED - Koprinkova-Hristova, Petia ED - Kasabov, Nikola T1 - Layered Data-Centric AI to Streamline Data Quality Practices for Enhanced Automation T2 - Artificial Intelligence: Methodology, Systems, and Applications: 19th International Conference, AIMSA 2024, Varna, Bulgaria, September 18–20, 2024, Proceedings UR - https://doi.org/10.1007/978-3-031-81542-3_11 Y1 - 2025 UR - https://doi.org/10.1007/978-3-031-81542-3_11 SN - 978-3-031-81542-3 SP - 128 EP - 142 PB - Springer CY - Cham ER - TY - CHAP A1 - Mathias, Selvine George A1 - Asif, Saara A1 - Akmal, Muhammad Uzair A1 - Knollmeyer, Simon A1 - Koval, Leonid A1 - Großmann, Daniel ED - Rocha, Ana Paula ED - Steels, Luc ED - van den Herik, Jaap T1 - Industrial Image Grouping Through Pre-Trained CNN Encoder-Based Feature Extraction and Sub-Clustering T2 - Proceedings of the 17th International Conference on Agents and Artificial Intelligence (ICAART 2025) - Volume 2 N2 - A common challenge faced by many industries today is the classification of unlabeled image data from production processes into meaningful groups or patterns for better documentation and analysis. This paper presents a sequential approach for leveraging industrial image data to identify patterns in products or processes for plant floor operators. The dataset used is sourced from steel production, and the model architecture integrates feature reduction through convolutional neural networks (CNNs) like VGG, EfficientNet, and ResNet, followed by clustering algorithms to assign appropriate labels to the observed data. The model’s selection criteria combine clustering metrics, including entropy minimization and silhouette score maximization. Once primary clusters are identified, sub-clustering is performed using near-labels, which are pre-assigned to images with initial distinctions. A novel metric, C-Score, is introduced to assess cluster convergence and grouping accuracy. Experimental re sults demonstrate that this method can address challenges in detecting variations across images, improving pattern recognition and classification. UR - https://doi.org/10.5220/0013189000003890 Y1 - 2025 UR - https://doi.org/10.5220/0013189000003890 UR - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:573-58004 SN - 978-989-758-737-5 SP - 496 EP - 506 PB - SciTePress CY - Setúbal ER - TY - CHAP A1 - Knollmeyer, Simon A1 - Akmal, Muhammad Uzair A1 - Koval, Leonid A1 - Asif, Saara A1 - Mathias, Selvine George A1 - Großmann, Daniel ED - Facchinetti, Tullio ED - Cenedese, Angelo ED - Lo Bello, Lucia ED - Vitturi, Stefano ED - Sauter, Thilo ED - Tramarin, Federico T1 - Document Knowledge Graph to Enhance Question Answering with Retrieval Augmented Generation T2 - 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA61755.2024.10711054 Y1 - 2024 UR - https://doi.org/10.1109/ETFA61755.2024.10711054 SN - 979-8-3503-6123-0 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Asif, Saara A1 - Akmal, Muhammad Uzair A1 - Koval, Leonid A1 - Knollmeyer, Simon A1 - Mathias, Selvine George A1 - Großmann, Daniel ED - Facchinetti, Tullio ED - Cenedese, Angelo ED - Lo Bello, Lucia ED - Vitturi, Stefano ED - Sauter, Thilo ED - Tramarin, Federico T1 - Supervised Anomaly Detection for Production Line Images using Data Augmentation and Convolutional Neural Network T2 - 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA61755.2024.10710718 Y1 - 2024 UR - https://doi.org/10.1109/ETFA61755.2024.10710718 SN - 979-8-3503-6123-0 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Fleischmann, Albert A1 - Friedl, Anton A1 - Großmann, Daniel A1 - Schmidt, Werner T1 - Modeling and implementing of industrie 4.0 scenarios T2 - Modelling to Program UR - https://doi.org/10.1007/978-3-030-72696-6_4 KW - Industrie 4.0 KW - Industry 4.0 KW - subject oriented modeling KW - business process management Y1 - 2021 UR - https://doi.org/10.1007/978-3-030-72696-6_4 SN - 978-3-030-72695-9 SN - 978-3-030-72696-6 SN - 1865-0929 SN - 1865-0937 N1 - Access to this content is enabled by Nationallizenz Ebooks Medicine SP - 90 EP - 112 PB - Springer CY - Cham ER - TY - CHAP A1 - Koval, Leonid A1 - Akmal, Muhammad Uzair A1 - Asif, Saara A1 - Mathias, Selvine George A1 - Knollmeyer, Simon A1 - Großmann, Daniel T1 - Optimizing AI-Driven Production in Industry 4.0: A Morphological Box and Taxonomy Approach T2 - 2025 International Conference on Computer Technology Applications (ICCTA) UR - https://doi.org/10.1109/ICCTA65425.2025.11166106 Y1 - 2025 UR - https://doi.org/10.1109/ICCTA65425.2025.11166106 SN - 979-8-3315-1265-1 SP - 272 EP - 278 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Koval, Leonid A1 - Akmal, Muhammad Uzair A1 - Asif, Saara A1 - Mathias, Selvine George A1 - Knollmeyer, Simon A1 - Großmann, Daniel ED - Facchinetti, Tullio ED - Cenedese, Angelo ED - Lo Bello, Lucia ED - Vitturi, Stefano ED - Sauter, Thilo ED - Tramarin, Federico T1 - Addressing the complexity of AI Integration in Manufacturing: A Morphological Analysis T2 - 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA) UR - https://doi.org/10.1109/ETFA61755.2024.10711011 Y1 - 2024 UR - https://doi.org/10.1109/ETFA61755.2024.10711011 SN - 979-8-3503-6123-0 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Asif, Saara A1 - Akmal, Muhammad Uzair A1 - Koval, Leonid A1 - Mathias, Selvine George A1 - Knollmeyer, Simon A1 - Großmann, Daniel ED - Sgurev, Vassil ED - Jotsov, Vladimir ED - Piuri, Vincenzo ED - Doukovska, Luybka ED - Yoshinov, Radoslav T1 - A Conceptual Framework for Addressing Class Imbalance in Image Data: Challenges and Strategies T2 - 2024 IEEE 12th International Conference on Intelligent Systems (IS): Proceedings UR - https://doi.org/10.1109/IS61756.2024.10705251 Y1 - 2024 UR - https://doi.org/10.1109/IS61756.2024.10705251 SN - 979-8-3503-5098-2 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Koval, Leonid A1 - Wächter, Sonja A1 - Erdogan, Hüseyin A1 - Großmann, Daniel T1 - Ontology-Driven Modeling and Integration of Production Processes in Advanced Driver-Assistance Systems within the Gaia-X Ecosystem T2 - 2025 11th International Conference on Computer Technology Applications (ICCTA 2025) UR - https://doi.org/10.1109/ICCTA65425.2025.11166225 Y1 - 2025 UR - https://doi.org/10.1109/ICCTA65425.2025.11166225 SN - 979-8-3315-1265-1 SP - 211 EP - 216 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Nowacki, Natalie Samanta A1 - Mueller, Ralph A1 - Großmann, Daniel A1 - Lueder, Arndt T1 - Approach for identifying data usage information objects for the later implementation in production environments BT - Enabling a logic for the information modelling based on use cases using a conversation concept T2 - 2023 The 10th International Conference on Industrial Engineering and Applications (Europe), ICIEA-EU 2023 UR - https://doi.org/10.1145/3587889.3587915 Y1 - 2023 UR - https://doi.org/10.1145/3587889.3587915 SN - 978-1-4503-9852-7 SP - 169 EP - 175 PB - ACM CY - New York ER - TY - CHAP A1 - Mathias, Selvine George A1 - Akmal, Muhammad Uzair A1 - Asif, Saara A1 - Knollmeyer, Simon A1 - Koval, Leonid A1 - Grossmann, Daniel ED - Maglogiannis, Ilias ED - Iliadis, Lazaros ED - Andreou, Andreas ED - Papaleonidas, Antonios T1 - Handling Anonymized Non-numerical Features in Data Using Transformations for Regression Models T2 - Artificial Intelligence Applications and Innovations: 21st IFIP WG 12.5 International Conference, AIAI 2025, Limassol, Cyprus, June 26–29, 2025, Proceedings, Part III UR - https://doi.org/10.1007/978-3-031-96231-8_8 Y1 - 2025 UR - https://doi.org/10.1007/978-3-031-96231-8_8 SN - 978-3-031-96231-8 SP - 99 EP - 111 PB - Springer CY - Cham ER - TY - CHAP A1 - Akmal, Muhammad Uzair A1 - Mathias, Selvine George A1 - Asif, Saara A1 - Koval, Leonid A1 - Knollmeyer, Simon A1 - Großmann, Daniel T1 - Humanizing AI: A Human-Centered Architecture to Developing Trustworthy Intelligent Systems T2 - CS & IT Conference Proceedings Y1 - 2025 UR - https://www.csitcp.com/abstract/15/158csit03 SN - 978-1-923107-57-1 SP - 27 EP - 44 PB - AIRCC CY - [s. l.] ER -