Zusammenfassung
Vorwort Nur noch sieben Jahre bis 2030, dem Jahr, in dem wichtige Meilensteine der EU- und der deutschen Klimapolitik sowie vieler Industrieunternehmen auf dem Weg zu einer „net-zero“- Betriebsweise erreicht sein sollen! In dieser Zeit müssen die Konzepte entwickelt und zumindest großtechnisch erprobt werden, die uns dann im Zeitfenster 2045-2050 wirklich ohne CO 2-Emissionen auskommen lassen. Klar ist schon heute: diese Transformation wird nur mit mehr Automatisierung zu schaffen sein! Sei es beim Ausbau der elektrischen Energieerzeugung und -verteilung, bei der Integration von Wertschöpfungsketten, bei der – automatisierten! – Bilanzierung des ProduktCO2-Fußabdrucks und daraus abgeleitet der firmenspezifischen CO2-Bilanzen. Aber auch die Umstellung der Wertschöpfungsketten auf defossilisierte Einsatzstoffe bringt gravierende Prozessveränderungen und automatisierungstechnische Herausforderungen mit sich. Automatisierung geht nie ohne Messtechnik, Daten und Digitalisierung – weitere wichtige Bausteine in dieser Transformation, die wir mit der 24. Ausgabe des Kongress AUTOMATION in BadenBaden beleuchten wollen. Wir freuen uns, Sie auf der AUTOMATION 2023 will...
Schlagworte
Fertigungsautomation Intralogistiksystem digitaler Zwilling kollaborativer Materialfluss Industrie 4.0 KI Prozessautomation Asset Lifestyle Informationsmodelle Verwaltungsschale AutomationML autonome Systeme Neuronale Netze Drohnen digital twins hybrid engineering mixed reality logistics orchestration layer supply chain shopfloor data mining AI brownfield integration small data module type packages process monitoring DEVOps knowledge graph31 Treffer gefunden
- „... [5]. The generation of large amounts of data facilitates the training of machine learning (ML) models ...” „... , in [18] the authors used several machine learning models to predict data center performance ...” „... Learning and Privacy: Building privacy-preserving systems for machine learning and data science on ...”
- „... machine-part as well as process information. Based on oscilloscope data, the signal is transformed into ...” „... machine to record sensor data. 2. The Analytics Runtime and the communication interface are installed on ...” „... indicators are stored, but raw data of the sensor can also be stored in this submodel. Access to the database ...”
- „... ]. Infrared images can be processed by convolutional neural networks (e.g., [4]) but often simpler machine ...” „... learning models such as support vector machines are used [5]. Point sensor solutions are rarer but examples ...” „... can be found in the literature as well [1]. To our knowledge, there is no machine learning-based ...”
- „... /. Abrufdatum 24.04.2023. [37] Gräßler, I. et al.: "Creating Synthetic Training Data for Machine Vision Quality ...” „... Cloud-Computing für die Verwendung synthetischer Trainingsdaten für Machine Vision Quality Gates ...” „... Sichtprüfung zu einer Herausforderung in der industriellen Produktion geworden. Aktuell wer-den dazu Machine ...”
- „... manually as well as automatically if the required data is provided in a machine-readable format. A ...” „... , machine-readable format. Therefore, a manual effort for collecting and converting asset data is inevitable in such ...” „... way, the data needs to be brought into a structured, machine-readable format so that a tool can be ...”
- „... likelihood estimation for multivariate Gaussian or binary data,” The Journal of Ma-chine Learning Research ...” „... states or patterns in various multivariate time series datasets, including automobile sen-sor data [9 ...” „... ], human activity data [10], and financial datasets [11]. We will demonstrate the effectiveness of TICC on ...”
- „... development of machine parsable P&I diagrams such as DEXPI [Data Exchange in Process Industry] [1] and PandIX ...” „... then be used to train a data-based model that is used for online monitoring and anomaly detection. In ...” „... in machine-parsable DEXPI format are available from a database. 3. State of the art a) DEXPI DEXPI ...”
- „... digitally, they are not necessarily exchanged in a machine-readable format. The lack of a machine ...” „... show-stoper for digital use-cases due to high costs of creation of a machine-readable P&ID representation ...” „... . Efforts to create a standardized machine-readable exchange format for P&ID are made by the DEXPI working ...”
- „... finding constellations of measurement data that can be used to train machine-learning models to monitor ...” „... detection Semantic network Plant partitioning Correlation-based feature selection Training a data-based ...” „... information. The models are integrated with standardized data exchange formats (e.g. XML) which enables a wide ...”
- „... .: Machine learning design patterns. Solutions to common challenges in data preparation, model building, and ...” „... verschiedenen Experten, wie beispielsweise Data-Scientists, Software-Entwicklern, Prozess- und ...” „... ] genannt, beispielsweise Computer Vision, Natural Language Processing, Data Mining, Planning, Recommending ...”
- „... durch Schlagworte wie Silos, Data Lakes, Wis-sensinseln und Fragmentierung von Daten und Software ...” „... . Abstract The digital Continuity (of processes), consistency (of data) and interoperability (of software ...” „... quo is still characterized by buzzwords such as silos, data lakes, knowledge islands and fragmentation ...”
- „... : Visualizing Data using {t-SNE} . In: Journal of Machine Learning Research, 9 (2008), S. 2579--2605 [13] Hastie ...” „... ..* Property MultiLanguageProperty Blob File ReferenceElement SubmodelElementCollection valueType DataTypeDef 1 ...” „... RelationshipElement annotation DataElement 0..1 AnnotatedRelationshipElement inputVariable OperationVariable 0 ...”
- „... ecological demands are moving companies towards more energy-efficient production. Machine tools are one of ...” „... pressures, of machine tools are either neglected in terms of energy efficiency or performed manually based ...” „... is accompanied by an extensive amount of process data, which favors the use of AI-based methods ...”
- „... human experience and machine operating data and make them available to support machine control ...” „... of humans and AI-based assistance systems for efficient machine control. The operation of large ...” „... construction machines is considered as an application example. Large construction machines are mainly operated ...”
- „... Model to Generate Batch Process Data for Machine Learning Testing and Comparison," Computer Aided ...” „... Comparison of various Dynamic Time Warping approaches for analysis of time series data from batch ...” „... data collected from batch production are representative of the varying phases existing in batch ...”
- „... Stellgeräten in der Prozessindustrie – Ein „Small Data“-Ansatz 203H. Steltner, F. Sieber, S. Mayer, S. Schmidt ...” „... . Hieb, Heinz Nixdorf Institut, Lehrstuhl für Produktentstehung, Universität PaderbornA data-driven ...” „... Nationalbibliographie (German National Bibliography); detailed bibliographic data is available via Internet at ...”
- „... specific information such as asset nameplate, documentation, maintenance information, asset process data ...” „... runtime data from heterogenous assets and determi-nation of product carbon footprint need a mix of ...” „... planning data, documentation, and online data. These data are provided using the interfaces defined in [2 ...”
- „... information of the technical building equipment. The data engineering of building services systems is carried ...” „... building equipment assets available in a machine-readable form. Based on the information technology ...” „... . Insbesondere das von [15] entwickelte Teilmodell (Inclusion of Module Type Package (MTP) Data into Asset ...”
- „... basiert auf mensch-zentrierten Konzepten der Erweiterten Realität. Abstract Data-driven methods such as ...” „... Predictive Maintenance and optimization with machine learning algorithms call for a high availability and a ...” „... good quality of data. The required data is handled within a variety of systems along the process plant ...”
- „... picking and placing was named "data-driven methods" [30] [31]. For example, Form2Fit was designed to learn ...” „... machines that can manipulate objects with dexterity comparable to humans. As noted by Hodson, creating ...” „... machines with comparable dexterity to humans is a key priority in robotics [19]. The typical process for ...”
- „... DataAssembly and other views (since they do not exist in this MTP), but the path to the MTP describing the ...” „... PEA [1], as well as the description of a human machine interface (HMI) [9] and the interfaces of PEA ...” „... - Modeling of human-machine interfaces," VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik, 2019. [10 ...”
- „... the essential disciplines, process engineering, machine/apparatus, piping, and automation. This ...” „... requires consistent, integrated data models covering the whole lifecycle as well as the different ...” „... “integrated, data driven” engineering. The information which has to be exchanged in the asset lifecycle are ...”
- „... wiederum aus mehreren SubmodelElemen-ten. Ein SubmodelElement kann z.B. als DataElement instanziiert sein ...” „... ; Braunisch, Nico; Wollschlaeger, Martin, “Semi-Automatic Testing of Data-Focused Software Development Kits ...” „... benötigt, um die Testdaten an das SDK zu übergeben. Dafür muss eine Funktion check_and_serialize(data, type ...”
- „... security properties into machine-readable information models such as AutomationML enables a systematic and ...” „... Projektes IDEAS "Integrated Data Models for the engineering of Automation Security" [4] unter anderem ein ...” „... Data Dictionary [18], eCl@ss [19] oder das Common Information Model [20], gibt es derzeit kein ...”
- „... Variable DataType 1 used none false 138,2 92.010 7.546 143.052 3.307 2 all none false 271,6 195.887 14.977 ...” „... thousand program organization unit and data types as well as their instances are addressed. Consequently ...” „... and data types, that can be expanded by PLC vendors and users. Though, SFCs are currently not ...”
- „... , including faster data transfer rates, lower latency, and higher capacity compared to previous generations of ...” „... , company A has several sensors and actuators that exchange data with a PLC, while company B wants to stream ...” „... pilot system in the following exemplary applications: Programming of welding robots Process data ...”
- „... Eigenschaftsvorhersage hybrider Leichtbaustrukturen KI-Technologie: Data Mining, Machine-Learning-Algorithmen Ausstattung ...” „... , ergibt sich ein "all-in-one"-Austauschformat für KI-Modell-Artefakte. AAS SMT für AI DataSet Das ...” „... Teilmodell "Artificial Intelligence DataSet" innerhalb der AAS spielt eine wichtige Rolle bei der eindeutigen ...”
- „... interdependencies. Existing, machine-readable information about the connections of the re-sources can be used to ...” „... dependencies into the optimisation model is the Auto-mationML data format, which is characterised by its ...” „... ., Strobel, N., Weber, T., Fridgen, G. u. Abele, E.: A Generic Data Model for Describing Flexibility in Power ...”
- „... measurement data is used as a basis in order to take plant alteration, e.g. caused by wear, into account in ...” „... Human-Machine-Interface verwendet, um ein Simulationsmodell zu generieren. In [8] wird ein Ansatz zur automatisierten ...” „... Commissioning based on Plant Engineering Data. Proceedings of the 19th World Congress The International ...”
- „... des Be-hälters im STP-Format (engl. „Standard for the Exchange of Product Data“) importiert. Im ...” „... coordi-nation for robotic grasping with deep learning and large-scale data collection“, IJRR, 2018 [6] Q. Shao ...” „... : http://www.wirtschaftslexikon.co (Zugriff am: 03.05.2023). [9] VDMA Software und Digitalisierung, Quick Guide Machine Learning im ...”
- „... regulations is time-consuming and difficult. Therefore, this work presents a machine ...” „... der definierten Kri-terien der UAS-Klassen, sind die Kriterien als Eigenschaften bzw. Data Properties ...” „... : Principles and meth-ods,” Data & Knowledge Engineering, vol. 25, 1-2, pp. 161–197, 1998, doi: 10.1016/S ...”