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VDI Wissensforum GmbH - Plastics in Automotive Engineering 2016

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VDI Wissensforum GmbH (ed.)

Plastics in Automotive Engineering 2016

Series: VDI-Berichte

Volume 4343 2016

Results in this title

R. Vaculik Sensor technology for interconnected injection-molding production: a prerequisite for Industry 4.0 S. 289-296

„… ), which stores the full scope of process and production data on an order-specific basis. The database is …” „… analyses can be carried out with the process data stored in the central database. This goes beyond …” „… development, production or utilization. In other words, data acquisition in the process and the …”

F. Schumann, R. Ankele, F. Jürgens, H-J. Endres The innovative hybrid fleece molding (HFM) concept as a sustainable alternative in direct comparison with the door panel for the Volvo XC90 S. 213-224

„… data are data from databases of the GaBi LCA software. Examples of these are data sets for ABS and …” „… developed hybrid fleece molding technology, which innovatively combines the two manufacturing processes of …” „… manufacturing technology One practical example of a process in which several hundred grams per assembly is …”

E. Meurer, M. Hanigk Thermoplastic crash-absorbing elements made from PC/PBT (Makroblend®) as part of the sideprotection concept of the BMW i3 S. 225-238

„… enabled optimization of property data for the finite element simulation used to define the layout of the …” „… of energy absorption could only be managed by a deformation process. In addition a preferably …” „… process until the honeycomb had completely folded and blocked. The self-stabilization of the linked …”

J. J. Laux, H. Moore, J. Ingram, J. Kowalski Class A Compression-Molded Carbon-Fiber Hood – Development and production of the Cadillac ATS-V and CTS-V Hood S. 59-66

„… consistent with the production process. Without being able to change any of the existing build-to-print data …” „… clearly defined materials and processes to yield a product that is significantly lighter than the previous …” „… viscosity. At the time, most prepregs on the market were tailored for an autoclave process. Magna’s …”

H. Gawinski, E. Neitzel, D. Bauch Potential for weight reduction in commercial vehicles – Air springs with pistons made of glass-fiber- reinforced plastic S. 337-344

„… volume-production specimens – in other words, produced using the same tooling and process data as were used as the …” „… short cycle times to boost cost-cutting potential for material and process costs. 339 Fig. 4 …” „… mold-filling process is simulated firstly by a mold-flow analysis while including the mold geometry and …”

M. Franzen, O. Ghouati Consideration of local thicknesses within finite element simulation of injection molded thermoplastics S. 279-288

„… influence on the development process. The need for CO2 reduction and hence the resulting need to reduce the …” „… Method (FEM) has been applied for a long time. However this process can only be successful when numerical …” „… and this information is therefore included in the CAD data. For blow-molded thermoplastics the …”

M. Gehlen New possibilities for the rapid customizing of mold surface structures – Lasered paint in the mold S. 347-348

„… process is costeffective, quickly implementable, and reproducible. With the appropriate data preparation …” „… with water. The principle advantages of this process are in the processing time and also in the fact …”

B. Pfeiffer, S. Tönnies Local reinforcement in series production – Local reinforcement in series production S. 239-246

„… production. A process has been developed at Celanese in which Celstran tapes are inserted by a robot with …” „… Celstran® tapes (source: Celanese process chart) 239 With Celstran® tapes the pultrudate is not cut into …” „… process has been developed at Celanese [Figure 2] in which local insertion and overmolding can be fully …”

L. Gervat, M. Lacuve, J.M. Fiard, G. Gauge, F. Bekaert Determination of thermal damages undergone by plastic parts in stochastic environments: application to air ducts S. 105-118

„… strength data of a PA66-GF30 from CAMPUS® [9] For many chemical reactions involving covalent bonds, the …” „… different answers as chemists questioned. It is therefore necessary to ask for actual data by a known and …” „… temperature Tc, if t50%(Tc) 3000h. Actually, it is very easy to reconcile these data with the traditional …”

E. Glas, L. Greve, O. Steiln, J. Čopík, R. Flögel Simulation of plastics in crash conditions at Volkswagen – Requirements relating to safety-relevant plastic components S. 119-130

„… process is still not taken sufficiently into account. Thirdly, even today there are still no adequate …” „… resulting from the injection process is equally visible. A first material model for implementing these …” „… anisotropic since the microstructure forms with local differences in the component during the processes of …”

J. M. Fiard, J. M. Cardona, P. Gauquie Mécaplast Plastic oil pan design for an optimized gasoline engine – Project management of novelty by failure mode analysis S. 181-192

„… describe the development process that has been applied with the original equipment manufacturer Mecaplast …” „… . The methodology is based on a failure mode analysis process such as breakage (brutal, fatigue, creep …” „… . Design review by failure mode process Besides the standard process of engine development, a process …”

J. J. Laux, L. Vanin, S. Grgac, G. Schalte Injection-Molded Carbon-Fiber Grille Opening Reinforcement – Development and production of the 2016 Ford Mustang Shelby GT350 GOR S. 93-104

„… processes to yield a product that is significantly lighter than the previous product, while meeting all …” „… process A 20% carbon-fiber-reinforced PA 6.6 resin was chosen as the substrate material to mold the two …” „… Implant Welding (RIW) was chosen as the ideal welding process. The welded enclosure forms part of the …”

R. Mielke, P. Dierks Challenging surfaces and lightweight construction in the instrument panel of the new Volkswagen Tiguan S. 5-16

„… that unevennesses arising from the production process are noticed more quickly. For this reason the …” „… synthetic leather 6 The master model is prepared via a molding process with a negative. The master model …” „… in series production of the instrument panel skin (Figure 3). Fig. 3: Process steps with the …”

R. Krischke, R. Poltrock, S. Stein Development of a lightweight instrument-panel support structure Material and production concept of the instrument-panel support tube made of long-glass-fiberreinforced partly aromatic polyamide for th... S. 259-278

„… requirements are first simulated in the data model and evaluated. 3. Development of the material concept …” „… data sheets [1] Designation Unit State PA6T/6I PA6T/66 PA66+ PA6I/6T PA66 PA6 Tensile modulus of …” „… cost-effective way. It was however possible to demonstrate in one production process which could yield a maximum …”

T. Hilgers Thermally conductive plastics: a mineral solution – Thermal management in thermoplastics and thermosets S. 193-204

„… ) Crystallinity (polymer) Particle shape (additive) Process parameters Wall thickness Thermal conductivity …” „… on the increase in thermal conductivity but also on the resin system retaining good process …” „… (IMA-Europe) Feb 2013 Aluminum metal 11 to 16 to CO2 / to product* Global Life Cycle Inventory Data for the …”

doi.org/10.51202/9783182443438

VDI Wissensforum GmbH - LAND.TECHNIK 2020

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VDI Wissensforum GmbH (ed.)

LAND.TECHNIK 2020

Series: VDI-Berichte

Volume 2374 2020

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T. Stein Automatic logging and situation-related evaluation of manufacturer independent machine data S. 47-54

„… legal purposes. Data loggers or smart devices are used to record the work process of a farm machine …” „… challenges is the core of the project “BiDa-LAP – innovative usage of big data in agricultural processes …” „… processes are displayed in Fig. 3 in the boxplot for “recorded data”. To analyse these deviations, a …”

J. Osten, C. Weyers, J. Petereit Modular and Scalable Automation for Field Robots – Lighthouse project “Cognitive Agriculture” S. 227-232

„… processes by developing a living digital ecosystem called Agriculture Data Space. A short introduction to …” „… empowered to control their own shared data in the process by introducing usage control options. One aim is …” „… , standardization is not yet very common. Therefore, one of the main challenges in the automation process of field …”

H. Bernhardt, M. Bozkurt, E. Colangelo, J. HorstmannM. Kraft, J. Marquering, T. Steckel, H. Tapken, C. Westerkamp, C. Weltzien Industry 4.0 and Agriculture 4.0 – The same or different? S. 167-174

„… steering system. Only databases with lanes are built up, which can be used for subsequent processes …” „… components. [4] This also improves the possibility of simulating processes, right up to the digital twin of …” „… the process. However, the networking and service- VDI-Berichte Nr. 2374, 2020168 oriented …”

M. Hengst, T. Herlitzius, S. Pantke, P. Zirker Tool management, controlling and condition detection for highly automated/autonomous soil cultivation S. 73-82

„… work process, for example the condition of the tools, this data can be written to the tool module. A …” „… autonomous machines for agricultural processes mainly with crop care objectives have been published [1,2 …” „… entire process requires perception and control 1 …”

F. Uptmoor, B. Niemöller Automation methods in computational frame development – Standards in FEA modelling and evaluation allow a high degree of automation in virtual strength verification processes S. 309-314

„… pre-processor. If specific data from the material database can be accessed, for example via simple csv-files …” „… allow a high degree of automation in virtual strength verification processes F. Uptmoor, M.Eng, Dr …” „… the operating loads are manifold. Furthermore, measurement data collection is time-consuming, costly …”

S. Steinhaus, L. Frerichs A novel approach to determine the soil aggregate size distribution from high-resolution 3D point clouds S. 361-368

„… technology), measures to increase the efficiency and reduce the fuel consumption in agricultural process …” „… process steps enables an objective assessment of efficiency-increasing measures. For this reason, a …” „… process steps, but to evaluate the relative changes due to efficiency increasing measures within a given …”

M. Gorius, T. Nothdurft, J. Witte, Saverio Zuccotti AEF Wireless In-Field Communication – Agrarian M2M communication for inter brand cooperative machine applications S. 157-166

„… process and control data between agricultural machines worldwide. Establishing a solution based on …” „… . VDI-Berichte Nr. 2374, 2020158 Process data exchange Working groups of cooperative machines have an …” „… approach for the process data might be required in order to synchronize equipment that is temporarily out …”

H. Wanta, M. Holovac, S. Lorenz, J. Krzywinski Evaluation of Human-Machine Interactions with Autonomous Agricultural Systems through Cyber-physical Prototypes S. 245-266

„… machine processes and operation tasks which require new solutions for human-machine interaction and …” „… operator’s terminal in the agricultural sector [e.g. 1]. As such systems and processes are not fully …” „… of the development process. The Feldschwarm project implements the idea of using a swarm of lighter …”

R. Haas, C. Hoffmann Cyber Threats and Cyber Risks in Smart Farming S. 37-46

„… system (AMS). These systems automate the milking process in such a way that only minimal interference by …” „… , and fewer downtimes. Furthermore, it provides more freedom as many processes can be controlled and …” „… and sensitive data 5. The stolen data is sent to the remote attacker VDI-Berichte Nr. 2374, 202038 Multiple …”

L. Trösken, L. Frerichs Process model for an economic evaluation of cultivation methods on agricultural farms S. 435-444

„… conditions of different model farms. The results are available for the process model in form of datasets in …” „… Process model for an economic evaluation of cultivation methods on agricultural farms M. Sc …” „… Machines and Commercial Vehicles, Braunschweig Abstract Starting from an agent-based process model …”

M. Schikora, J. Wildt, M. Zies, T. Schaare, V. Hadamschek, M. Bender Automatic weed spectrum and weed pressure assessment with RGB imagery S. 287-294

„… various sources are stored together with their meta data in a data lake. During the annotation process …” „… learning, augmented reality and an annotated imagery data base from more than 2 million users collected …” „… tractors and sprayers. The data collection was performed for the last 5 years and has a global scope with …”

A. Lindenberger, C. Korn Parameter identification for Discrete-Element-Method (DEM) particles of a self-propelled forage harvester (SPFH) chopping sample S. 135-142

„… Crop-flow processes in forage harvesters are influenced by a variety of parameters where machine settings …” „… are actively used to control process results and compensate disturbances. Thus, there is potential …” „… for optimization by adjusting process parameters to accomplish the desired chopping results. However …”

C. Hoffmann, M. Müller, R. Haas Cyber Security Management Systems for Agricultural Technology Products – A CSMS “light” S. 445-450

„… surrounding ecosystem. Several data breaches and cyber-attacks have been reported and many white hacks …” „… its own data bus standard (4). The connectivity and complexity of these systems opens potential …” „… practices together with lightweight cyber management processes could be useful for product development in …”

R. Schmetz Energy analyses of different advanced drive systems for agricultural machinery S. 315-322

„… of data in the form of the Probas database determined (mainly) by the German Federal Environment …” „… energy-intensive machines and processes. Early methodological approaches including a considerable (but now partly …” „… . Furthermore, extensions followed to derive ecologically important data and to take their effects into account …”

Titelei/Inhaltsverzeichnis

„… Nationalbibliographie (German National Bibliography); detailed bibliographic data is available via Internet at …” „… GmbH & Co. KG f Data Management Farmers’ expectations in Precision Farming Technologies – Transfarm …” „… independent machine data …”

F. Mörth, J. Pfeil Legal Risks and Chances of Automation in Agriculture – Is EU regulation stifling or promoting innovation? S. 93-102

„… complete semantic processing pipeline for data-driven automation in agriculture [3]. The seamless …” „… . Introduction New automation technologies, driven by data and incorporating emerging techniques – such as …” „… , corresponding processes will only be efficient and investments will only be protected, if legal risks are …”

S. Jordan, D. O’Rourke, L. Avery, J. Almond 3D Colour vision for machine automation and safety – AI Sensor Fusion S. 345-352

„… integrity depth data for path planning, autonomy and safety can be produced by fusing conventional RGB and …” „… low resolution lidar data. This is achieved with a neural network which is trained on simulated …” „… resolution than the lidar input data. It is also able to fill in areas where no lidar beams have landed …”

N. Fischer Data insight and expert knowledge combined to maximize uptime S. 55-60

„… Data insight and expert knowledge combined to maximize uptime Combining telemetry, warranty …” „… and diagnostics data on machine status allows for new concepts for early failure detection and …” „… of Ownership and warranty expenditure. In addition, the data insights gained on machine usage in the …”

T. Bund, S. Kuebler, C. Struve, B. Honermeier Seed Spacing in Cereals – Using Artificial Intelligence to define a quality value of precision seed placement S. 61-68

„… processes between farmers and contractors. One aim of this project is to investigate methods used to …” „… distribution is digitized as a coordinate system, the process of Voronoi Triangulation can be used to define …” „… and potential yield For data generation, field tests of volumetric seeded and planted winter wheat …”

A. Roth, C. Puls Development of a 3-speed gearbox in electric powertrain – Ground drive transmission for a commercial vehicle S. 23-30

„… possible applications are garbage collection or sweeping. Technical data: maximum permissible weight …” „… cooperation, process and communication in such a way that the specific competences of the three project …” „… processes. In addition to the professional competencies, this is the success factor for a short and …”

N. Niebrügge, M. Terhaag, M. Ensink Full digital video solution as a forward-looking technology for High Speed ISOBUS S. 295-302

„… work steps in parallel in order to make the work process more efficient. As a side effect these …” „… cameras are used as standard today to monitor their work processes. ISOBUS terminals or dedicated video …” „… work processes at once. Though there are static analogue monitor solutions at the cost of a complex …”

S. Raikwar, T. Herlitzius, J. Fehrmann Autonomous Navigation Strategy for an Orchard Robot Using Simulation Design S. 425-434

„… platform. This navigational unit includes motion planning, obstacle avoidance and data transmission module …” „… process [2]. The design of mobile robots operating in outdoor environments such as agricultural …” „… and obstacle detection. Hassan et al. [6] designed a robot to automate the seed sowing process that …”

S. Tanner Experience gained in developing Autonomous Robots using AI and spot spraying to weed open field crops S. 213-222

„… Networks) or DL (Deep-learning). The training process is mostly based on data. A large amount of images is …” „… required to efficiently train such data-based classifiers, but they usually outperform model-based ones …” „… classifier has been trained and tuned, thus at an advanced stage of the process. It is therefore better to …”

A. Bogatyryov Fast Prototyping of Autonomous Vehicles S. 223-226

„… Netherlands 1. About My name is Alexey Bogatryyov, I'm a Mathematical Engineer and Data Scientist. I have …” „… : radio and internet for interrupting autonomous processes for emergency reasons. During the project we …” „… work on a unified solution. We specifically selected open-source libraries for simplifying the process …”

D. Wildner, T. Herlitzius, T. Berg Concept development of a traction management system using the example of a pipe laying machine S. 387-394

„… technology was identified as the economical and technical optimal solution. Known trench cutting processes …” „… . Due to the experience gained and the analysis of the obtained data, the requirements for future …” „… laying process the functional demonstrator is currently being developed. A concept was designed based on …”

I. Schröter, M. Keppmann, M. Mergenthaler, J. Stiegemann The application of mobile eye-tracking to improve the usability of touch terminals for farm vehicles: an example S. 233-244

„… eye-tracking glasses. Supplementary data was collected with the aid of the ‘Thinking Aloud’ method and a …” „… processes that work well and also difficulties in handling newly developed operator terminals for …” „… and/or by measuring user performance to obtain quantitative data on effectiveness and efficiency …”

R. Streimelweger, J. Karner, C. Rechberger Farmers’ expectations in Precision Farming Technologies – Transfarm 4.0 online survey 2019 S. 31-36

„… animal-related data to optimize feeding, work processes, husbandry, animal health and animal welfare. While PF …” „… . Precision Livestock Farming (PLF), on the other hand, deals with data processing and analysis of …” „… , if they were better educated in this area. Overall, farmers consider the following five data …”

D. Cook, J. Viramontes ROS2 for Autonomous Agriculture Applications S. 103-130

„… : Similar in concept to ROS1, a topic identifies a data-object between a data writer and a data reader. A …” „… the process of transitioning from what has been mostly concept machines and research projects to real …” „… location on the robot/machine and the data produced by the sensors/actuators to be associated with a …”

A. Kunz Alternative drives for agricultural machines – Legal frame, meaning, concepts, validation, conclusion S. 405-412

„… combustion processes in Europe and Germany will be quantified to capture the importance of alternatively …” „… sources ensure energy production this top ranking. These processes are responsible for the very high …” „… %. Competitive products with partially unknown technical parameters have been made comparable with data from …”

A. Holler, C. Mueller From driver to automated driving – Proposal for a holistic step by step approach S. 413-424

„… expects the consideration of a dedicated safety function throughout the design process. Although the …” „… vehicles with an upgraded Safety Controller of type digsy fusion S-P to cope with the high data rates …” „… machine and related data recorders to store videos synchronized with operational data. Furthermore, a …”

R. Schmetz, R. Hartanto Soil protection and energy savings through efficient energy supply to machines for primary and secondary soil tillage S. 83-92

„… 83 machinery, which was presented in 2016, a scheme of the development and design process with five …” „… computers of the individual machines and implements using a standardised protocol, e.g. data distribution …” „… navigation system. The orchestration of the farming processes is done by the central computer which can be …”

J. Baumgarten Challenges of calibrating grain loss sensors of combine harvesters S. 203-212

„… recommendations derived. 1. Motivation Due to the physical nature of the separation process in separation and …” „… cannot be calculated in advance. Field tests are therefore required to determine the statistical data …”

D. Brinkmann, L. Kortenjann, M. Niermann Topology-optimized body structures and possibilities of realization using the example of a combine – feeder house S. 303-308

„… has developed new production processes capabilities such as hydraulic deep drawing and refined …” „… processes offer a high degree of flexibility in terms of tooling and enable rapid prototyping due to the …” „… combine feeder house The basic process of developing structures based on topology optimization is shown …”

B. Klöpper New INFO feature under AEF development – Is the potential for a new and independent ISOBUS Functionality given? S. 175-186

„… test laboratories involved in the conformity process since the end of 2019 with the release of the …” „… systems can be controlled by the various process participants in the future in the field. To the process …” „… service information to the respective user as early as possible in the process, to save this if necessary …”

doi.org/10.51202/9783181023747

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VDI Wissensforum GmbH (ed.)

Automation 2021

Series: VDI-Berichte

Volume 2392 2021

Results in this title

S. Merkelbach, L. Urbas, J. Gatter, R. Tan, M. Gärtler, R. Gedda, F. D. Bähner Automatic Detection of Start and End Times of Batch Phases for the Process Industry S. 477-490

„… Performance Indicators), data-driven models, but also parameters of mechanistic models. The process industry …” „… " data from the real process, we demonstrate the robustness of the algorithms against typical artefacts …” „… data which are relevant for basic and advanced process analytics can be limited. Measurements of levels …”

A. Karaagac, J. O. Schmitt, D. O. Schulz Bridging the Gap in Digital Systems using Automated Model Transformation Concepts S. 169-182

„… data models, thus the application development processes rely on the manual integration of different …” „… information resources with varying technologies and data models. As this process requires hours of …” „… , CRISP-DM [5], which stands for Cross-Industry Standard Process for Data Mining, envisions the efforts for …”

S. Janzen, N. Öksüz, J. Sporkmann, M. Schlappa, J. Gerhard, L. Ortjohann, P. A. Becker Smart Resilience Services for Industrial Production S. 621-636

„… , the objective of the SPAICER project is the development of a data-driven ecosystem based on lifelong …” „… , we refer to SRS as an adaptive IT application for a more proactive, data-driven approach to …” „… , aggregation, and preparation of sensor data/raw data for use in SRS) Annotator (semi-automatic …”

C. Sonntag, D. Wolff, D. Bleidorn, E. Balling, F. Marx Maximizing Efficiency and Transparency in Batch Processing with Simulation-driven Predictive Decision Support S. 249-260

„… available for the widely established industrial data platform Osisoft PI, for SQL databases (which enables …” „… enable the staff to create production, personnel, and in-process maintenance plans that are efficient …” „… (similar to a flight departure board at an airport). • Integrated preventive in-process maintenance can be …”

V. Gowtham, A. Willner, W. Pilar von Pilchau, J. Hähner, M. Riedl, N.-S. Koutrakis, J. Polte, E. Uhlmann, J. Tayub, V. Frey A Reference Architecture enabling Sensor Networks based on homogeneous AASs S. 5-16

„… received data is persisted utilizing a database on the cloud level for future use. 6. Conclusion and …” „… , S. Kodagoda and N. Ulapane, “Data-driven machine learning approach for predicting volumetric …” „… Komponenten. 1. Motivation - Sensor networks in today’s manufacturing and process industry The goal of …”

D. Göllner, T. Klausmann, M. Kiele-Dunsche, H. Stichweh Creation and Usage of Digital Twins in the Life Cycle of an Automation Solution S. 75-86

„… provided by controllers or inverters. The DTs contain process data for machine monitoring as well as the …” „… process data in later life cycle phases. To provide the necessary information in the AAS format, it needs …” „… . Deriving the initial DT-data for industrial components from existing databases is the first presented use …”

D. Díez Álvarez, U. Berger AIQIIA: General AI Quality Inspector for Industrial Applications S. 491-504

„… between images of the same class in open source datasets (see Fig. 3). Fig. 3: Data variability in …” „… difference between them and the data variability is lower in the industrial dataset. VDI-Berichte Nr …” „… . 2392, 2021496 To introduce data variability in the open source datasets with low divergence …”

R. Kremser, N. Grabowski, D. Tutsch, R. Düssel, A. Mulder Comparison of different spike detection methods in Hall-Héroult cells S. 763-0

„… paper deals with data of pots where no ACM is implemented, thus it is based on classic process data …” „… interaction with classic process data. VDI-Berichte Nr. 2392, 2021 775 Funding This research was funded by …” „… whole dataset is usually splitted into at least training and test data. In this paper a 77/23 splitting …”

S. Grüner, M. Hoernicke, A. Kehl, C. Barth, M. Freund, M. Hoffmeister, T. Klausmann Integration von Module Type Package und Industrie 4.0 Verwaltungsschale S. 421-432

„… demand of modularized production in process industries, several working groups of NAMUR (German user …” „… association of automation technology in process industries) and ZVEI (German association of automation …” „… technology vendors) define a specification of process module interfaces called Module Type Package [1][2 …”

D. Persson, J. Pohl, A. Rieder Increased reliability and safety in Coriolis flowmeter operation by monitoring its physical response to process conditions S. 737-750

„… reduced data set from the in-line cleaning process. The process line is in regular intervals flushed with …” „… occurring cleaning process. When looking at the data in even higher resolution, it could be established …” „… response to process conditions Using the Heartbeat Sensor Integrity (HBSI) parameter to monitor sensor …”

N. Öksüz, S. Bouschery, M. Schlappa, J. Sporkmann, M. Unterberg Towards an Artificial Intelligence based Approach for Manufacturing Resilience S. 649-664

„… changing conditions of a company. It is designed to consider and process a large amount of data from both …” „… which allows us to address the shortfalls of existing concepts and pursue a holistic, data-driven …” „… and take a more proactive approach to resilience management. Such a new data-driven approach will …”

N. Schoch, J. Schlake, S. Grüner, J. Heuschkel Orchestration of Co-Simulations with FMU Integration as a Service S. 447-460

„… , exchangeable, e.g. by means of an according meta-data-container or mapping process or a direct link to the …” „… handling of simulation results and output data. Ultimately, the prototype allows to abstract the use of …” „… allow the efficient exchange and further processing of simulation data. For the prototyping …”

M. Runde, C. Barth, G. Wartmann, M. Brcic NAMUR Open Architecture – Security for NOA S. 353-364

„… Prozessautomatisierung adaptiert werden. Abstract The aim of NAMUR Open Architecture is to promote the data openness of …” „… process automation systems, without any disadvantages in terms of security. To meet this demand, measures …” „… on recognized standards of security that are adapted for process automation. 1. NAMUR Open …”

T. Zeun, A. Frotzscher, A. Nicklas, E. Schmitt, D. Schulze-Zipper, H. Zipper Selbstorganisation und Co-Management verteilter Automatisierungssysteme mit dem Kommunikationssystem S. 751-762

„… . Collaborative robots are used in assembly processes. In all cases, complex process tasks are executed by …” „… engineering of robots have been shown. Ontologies are used to describe the data such as tasks, grippers and 3 …” „… for data exchange and device representation, ontologies to describe skills and capabilities as well as …”

M. Thies, T. Miny, T. Kleinert Ein Konzept für Produkt-Verwaltungsschalen zur Produktbezogenen Integration von Produktionsdaten für die Qualitätsoptimierung S. 405-420

„… , the integration of process data based on the produced product units is required. In this paper, a …” „… product-related integration of production data for quality optimization purposes M. Thies M.Sc., T. Miny M.Sc …” „… Verwaltungsschale modelliert. Abstract For the optimization of production processes across several process steps …”

Titelei/Inhaltsverzeichnis

„… publication in the Deutsche Nationalbibliographie (German National Bibliography); detailed bibliographic data …” „… Process Automation Standard (OPAS) und der VDI/VDE/NAMUR 2658 …” „… Detection of Start and End Times of Batch Phases for the Process Industry . . . . . 477 S. Merkelbach …”

M. Blumenstein, A. Fay, A. Stutz, M. Maurmaier, M. Barth Vergleich und Zusammenführung des Open Process Automation Standard (OPAS) und der VDI/VDE/NAMUR 2658 S. 261-274

„… engineering of modular systems in the process industry - Library for data objects …” „… Vergleich und Zusammenführung des Open Process Automation Standard (OPAS) und der VDI/VDE/NAMUR …” „… 2658 Comparison and Alignment of the Open Process Automation Standard (OPAS) and the …”

N. Maisch, M. Both, J. Müller Interoperable Interaktionen semantisch heterogener Industrie 4.0 Komponenten auf Basis einer Capability Ontologie für die Technische Gebäudeausrüstung S. 691-704

„… ermitteln [1, 3]. Mittels Linked Data werden Verknüpfungen zwischen verschiedenen hersteller- und …” „… Check) [3]. Das Konzept basiert auf dem „Process, Product and Resource“ (PPR)-Modell, nach dem in …” „… Linked Open Data Cloud. https://lod-cloud.net/ [5] 2004. GEFMA 100-2: Facility Management …”

J. Fischer, R. Rosen, F. G. Listl, A. Sohr, J. C. Wehrstedt Assistenzsysteme der nächsten Generation für Produktionssysteme S. 461-476

„… efficient operation of automated production systems in the process and manufacturing industry is an ongoing …” „… semantic data and model integration, an interface to assets such as production equipment or IT / OT …” „… , Maschinendaten, Datenbanken oder Data Warehouses und liegen oftmals in unterschiedlichen Formaten vor. In [17 …”

D. Patel, A. Hoell, T. Schildknecht, E. Eberhardt, V. Seelman, P. Becker, M. Stumpert A look inside functional safety over 5G S. 155-168

„… visualized in the Fig. 5 below. Measurement data can be extracted directly from the Schildknecht Dataeagle …” „… . Dataeagle performs data pre-processing and data reduction to ensure PROFINET cycle time. As shown in Fig …” „… transmission channels. Safety protocols aims at reducing the residual error probability of the data …”

M. Nick, F. Evola, L. Bondzio, A. Gahr, A. Lemke, S. Schmidt Wie IIoT, Predictive Maintenance und proaktiver Support den Einsatz von Analysatoren und komplexer Sensorik ermöglichen S. 599-610

„… • Visual Support Data ScienceData Lake • Preventative Maintenance • Predictive Maintenance • Failure …” „… https://sightcall.com/ [6] B4B – How Technology and Big Data Are Reinventing the Customer-Supplier Relationship; J.B …” „… . [9] Design and engineering processes in highly adaptive plants with ambient intelligence techniques …”

G. Sames Zögerliche Digitalisierung der Geschäftsmodelle – Ergebnisse einer repräsentativen Studie S. 611-620

„… business processes. However, more important are the opportunities of digitization for business models. We …” „… ] https://www.ifm-bonn.org/fileadmin/data/redaktion/ueber_uns/ifm-flyer/IfM-Flyer- 2020.pdf [4] Sauer, R. / Dopfer, M. / Schmeiss, J. / Gassmann, O.: Das Geschäftsmodell: Gral der …”

P. Sehr, N. Moriz Zustandsüberwachung und Klassifizierung manueller Montageprozesse mit selbstadaptiven Modellen S. 557-570

„… promote performance-impaired people in manual assembly processes” In Proceedings of the 17th …” „… system based on an individualized profile data model” In Advances in Ergonomics of Manufacturing …” „… , 2021568 [9] K.E. Moore, A. Güngör & S. M. Gupta (2001). Petri net approach to disassembly process …”

M. Blumenstein, A. Fay, K. Gryczycha, S. Lier, C. Kotsch, F. Borgmann, N. Austermann Designprinzipien für den Modul- und Serviceentwurf in modularen Logistikanlagen S. 101-116

„… and Future Production Processes), 2021. https://cordis.europa.eu/project/id/228867/reporting/de …” „… Prozessindustrie – Herausforderungen und Systematisierungen. In: 10. ProcessNet-Jahrestagung und 34 …” „… . https://www.din.de/resource/blob/110246/2e29c7b22627d9d22e5f9cc7196019a2/logistik-roadmap-data.pdf, abgerufen am: 17.03.2021 [11 …”

D. Braun, M. Weyrich, W. Schlögl Eine Methodik zur Erstellung multi-dimensionaler Modelle des Digitalen Zwillings für automatisierte Produktionssysteme S. 29-42

„… , “Brownfield process for developing of product families,” in Proceedings of the 18th International Conference …” „… Engineering for Cyber-Physical Production Systems: Data Models and Software Solutions for Handling Complex …” „… Cyber-Physical Production Systems: Data Models and Software Solutions for Handling Complex Engineering Projects …”

C. Siegwart, F. Scherhag, K. Pervölz, G. Frey Ontologiebasiertes Security Management S. 365-376

„… currently making a major contribution to the restructuring of business processes. However, the increasing …” „… [11] Studer, R., Benjamins, V. u. Fensel, D.: Knowledge engineering: Principles and methods. Data …” „… (datatype properties). Mit Abschluss dieses Schrittes sind die zentralen Begriffe und Zusammenhänge des …”

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ELIV 2021

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Volume 2384 2021

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M. Wachs, J. Jager, A. Berthold The Crossroads of Automotive Security and GDPR S. 623-640

„… refurbishment process. Affected data: sensitive vehicle information (vehicle location), vehicle functions …” „… also might process personal data in the vehicle, interact with the OEM’s or 3rd party backends such …” „… process. The system engineering process provides the data protection and cybersecurity engineering …”

K. Saad, A. Sligar, R. Kipp, J. Decker, D. Rey, S. M. Canta Ansys Real Time Physics Based Radar Simulation – An Enabler for Machine Learning in the Context of Autonomous Driving S. 83-94

„… generate raw data, the perception stack processes this data and generates a meaningful virtual map of the …” „… training process of ML algorithms highly relies on labeled training data, Ansys’ Real Time Radar (RTR …” „… extremely well on training data. To generalize such machines to new environments, heterogeneous datasets …”

U. Bodenhausen Make AI Testing Meaningful – From Understanding to Mastering of AI Testing S. 151-162

„… an independent set of data (meaning a set of test data that was not used in the training process …” „… based on data that has not been used in the training process to understand what has been learned from …” „… . VDI-Berichte Nr. 2384, 2021 153 Figure 3 shows the process of dividing the available data into TRANING and …”

E. Metzker, M. Engelsberger Scalable Automotive Intrusion Detection Systems – From the ECU to the Vehicle Operation Centre S. 613-622

„… . 2384, 2021618 The event processing pipeline is used to semantically process the raw data coming …” „… IdsL with data from the vehicle development process and other sources. After this automotive domain …” „… data and to add valuable information to the datasets for downstream analysis. Subsequently, a list of …”

J. Becker, D. Pangercic A Safety-Certified Vehicle OS to Enable Software-Defined Vehicles S. 435-446

„… modern software development processes and paradigms, a clean and scalable software architecture …” „… standardized middleware instead of a homegrown data communication approach. In addition, with the release of …” „… rewriting the underlying implementation based on the same open APIs. And we developed a process to take …”

K. Renatus, A. Unger, B. Baker, O. Manicke Machine learning approach towards remote diagnostics and repair of electric vehicle charging processes S. 163-174

„… using data-driven digital twins of vehicles and infrastructure to perform backend simulations. The …” „… explains how data-driven digital twins can be used for backend simulations supported by intelligent …” „… data-driven digital twins for backend simulations Thinking in a big picture, a main advantage of this …”

F. von Bulow, F. Heinrich, T. Meisen A new perspective for manufacturers: Cloud-based utilization of operational fleet data S. 117-130

„… development process of future fleet generations. Furthermore, data-driven models have increasing importance …” „… to integrate operational data of customers into the development process making the products more …” „… development process at the moment. Presently, vehicle manufactures only have limited data of new vehicles …”

S. Apartsin, H. Stein, G. Reiter, K. Williams AI-based Signal Integrity Monitoring for Integrated Vehicle Health Management S. 143-150

„… technology can simplify the data collection and labeling process that is needed to train the AI-based VHM …” „… process the data. The edge runtime supports one or more AI pipelines that provide Health Indictor outputs …” „… vehicle. This greatly simplifies the data collection process and automates the training process, since it …”

T. Fricke, F. Schuck, J. Vogelpoh, J. Ax, R. Stolpe, H. Amelunxen Collaborative Development of a Test Environment for Automated Driving S. 5-16

„… required during the development process. For sensor raw data injection (via the Rendering-PC, [3 …” „… required to handle the complex environment perception and decision making processes and they must be …” „… , physical sensor characteristics and all relevant data bus communication with a higher maturity and …”

A. P. Das, K. Thomas, A. Mohan, A. S. Akhil, K. P. Ganesh A Battery Digital Twin framework for Predictive Maintenance and State of Health Estimation of Electric Vehicles S. 579-592

„… to process the high frequency time series data that coming from the physical system and need to …” „… render the data in real time. It provides the feature called transforms, which helps to process the data …” „… using NASA dataset and data set generated using plant model. Related Works Even though the battery …”

D. Bartlett, S. Sesia, T. Yuan Liu Hybrid collaborative positioning/navigation scheme for performance enhancements and local perception improvement for automated driving S. 47-60

„… coupled with modern development processes that enable an agile software development and deployment …” „… long-drawn out process. The definition of the future vehicle functions takes place years before the chassis …” „… process. Evolution of hardware and software in the Personal Computer industry To look into the future …”

S. Selitrennikoff, M. Ortegon-Cabrera Architecting for Secure, Safe and Agile Software Defined Vehicles – Learnings from the Personal Computer industry S. 395-408

„… coupled with modern development processes that enable an agile software development and deployment …” „… long-drawn out process. The definition of the future vehicle functions takes place years before the chassis …” „… process. Evolution of hardware and software in the Personal Computer industry To look into the future …”

G. Castignani, F. Chandelle, S. Jafarnejad, I. Scherer Evaluation of a driver’s compatibility with electric, plug-in hybrid, and hybrid vehicles based on mobility patterns analytics S. 489-500

„… solutions. Motion-S developed in the past years a platform that can process mobility and trip data from …” „… how to assess electromobility transition by collecting, augmenting, and profiling driving trip data …” „… to create objective scores The underlying idea of creating profiles from location data is not …”

C. Hurasky HERE HD Live Map – more than a sensor for Automated Driving S. 45-46

„… update this information. The vehicles are equipped with state-of-the-art data-collection sensors. These …” „… systems that collect, evaluate and process real-time information from various sources and allow the …” „… vehicle control maneuvers beyond sensor visibility. We see HD maps acting as a geospatial data memory for …”

C. Heer, J. C. Gobel, D. Mollahassani, S. Forte Future Collaboration Ecosystem for Automotive Microelectronic Innovation Processes S. 295-308

„… of data along the roadmap innovation process are also required. In particular, the versioning of the …” „… Future Collaboration Ecosystem for Automotive Microelectronic Innovation Processes Dr.-Ing. C …” „… Abstract Due to the dramatic increasing relevance of automotive electrification, new data driven business …”

M. Gresser, M. Mende, M. D. Rabe, B. Baker, A. Unger Graph-based Vehicle Diagnostics using Machine Learning S. 131-142

„… graph comprises a process graph connected to a fault graph, combined with sensor data. The approach …” „… knowledge from experts and empirical data from the field. By combining present knowledge and data more …” „… . Machine learning on graphs is one way to achieve this by learning from experimental fault data located in …”

F. Rundo Perceptive Advanced Car-driver Drowsiness Monitoring Neuro-Embedded System S. 317-330

„… , 2021322 configured for 2D imaging is able to process visual data leveraging features from the filtering …” „… 10-15 secs of data buffering. The so collected dataset of hyper-filtered pattern-signals will be …” „… driver’s attention status in a range of 10-15 secs PPG data buffering. The proposed method has been …”

M. Schleicher Paving the way for the „Software Defined Vehicle“ S. 273-284

„… business models, software-hardware separation, shorter development cycles, data-driven development as well …” „… development, test, and integration cycles Data-driven development Virtual development To support these …” „… often processes that communicate over a network to fulfil a goal using technology-agnostic protocols …”

T. Fuchs, O. Manicke, M. Zinser, B. Baker Automotive digital twin: An approach for isolating and virtual validating of software updates in end-to-end architectures based on customer vehicles S. 223-236

„… information about its configuration and component wear to a vehicle-related database. Other data about e. g …” „… configurations representing the subgraphs. This permits behavioral- or data-based weighting of the nodes and …” „… process. Software over-the-air (SOTA) updates allow optimization and change of software within functions …”

Titelei/Inhaltsverzeichnis

„… ); detailed bibliographic data is available via Internet at www.dnb.de. Forword …” „… ? 95 M. Rath, N. KN, A. K. Laxminarayana, R. Tandon, KPIT Technologies Content f Data Analytics …” „… : Cloud-based utilization of operational fleet data 117 F. von Bülow, F. Heinrich, Volkswagen AG …”

O. Kath Model-Based Systems Engineering accelerated S. 205-214

„… semantics (static and dynamic). A shared system information data base, supporting collaboration of large …” „… cycle. Fig. 2: MBSE is a means to front-load the product development process MBSE Today We do use …” „… product development process, we apply safety analysis methods to drive design decisions that lead to …”

A. Matarage User Experience – The key to successfully combining electric mobility and connectivity S. 355-366

„… the smartphone app, going through a (video-) identification process or even buying data volume via a …” „… , banking/payment processes or online shopping have fundamentally changed and shaped customer expectations …” „… integrated into the development process for electric and connected vehicles, to create a great and exciting …”

A. Hohm, B. Hartmann, S. Khodaverdian, D. Bosch, B. Lattke, P. Keck The Evolution of Automation in Parking – Assisted, Automated, Autonomous S. 61-74

„… The parking process is one of the most common situations that motorists are confronted with. For this …” „… perspectives on Continental's series products and research initiatives. Motivation If the process of …” „… parking process are summing up to significant dimensions and there is also a huge benefit by supporting …”

S. Alexander, F. Borrelli, M. Pfeifle Real-time Contextual Intelligence Services for Connected Electrified Vehicles S. 509-522

„… , sensors and underlying vehicular systems; (2) data-driven models of driver’s and passengers’ behavior …” „… , such as preferred AC settings and driving style; (3) data-driven clustering of data and models on to …” „… . Pages 2245-2250. 2019. [9] Y. Choi, J. Guanetti, S. Moura, F. Borrelli. “Data-driven energy …”

J. Langkau, S. Wenz, T. V. Fernandez, L. Pullen, A. Tekavčič, N. Jezeršek, A. Wagner Electric Charge Lid – System components for future charge lid systems S. 475-488

„… to start the charging process and carry out the charging procedure fully automatic. The automatic …” „… charging process (charge lid system) VDI-Berichte Nr. 2384, 2021476 electronic Lid Actuator (eLA) The …” „… electronics and can thus start the actuator to operate the electrical opening process of the charge lid …”

Z. Hermon Active Acoustics Innovations Supported by Tuning & Prediction Tools S. 331-338

„… have grown to trust the data-driven tech-absorbed world in which we live as man's connection with …” „… in vehicle development. Instead of a tedious trial and error optimization process, a CAD tool can …” „… enhance acoustic performance at all stages of the design process. Introduction The evolution and …”

S. Kraus Automotive Software Development – Is it Different? S. 187-196

„… databases, centralized data processing systems for administrations or banks. And much more. So, what is the …” „… software development processes are proven in practice and successfully used over years. But we should also …” „… the underlying processes. A car is not a smartphone. The automotive industry has its own challenges …”

S. Wonneberger, S. Balci Reliable Validation of Highly Automated Driving Functions by Increasing the Virtualization Level of High Performance Computing Platforms and Smart Sensors S. 17-28

„… scaling of test execution we concentrate on typically available data-center or cloud available processor …” „… more into a classic data center architecture bridging into a cloud backend and reducing the …” „… validation of those systems, the amount of scenarios and test-cases requires the usage of data center …”

M. Rath, N. KN, A. K. Laxminarayana, R. Tandon Automated Driving – How cloud infrastructure plays a vital role in future of validation for Automated Driving? S. 95-104

„… scenario database is created. The three data sources of scenarios mentioned below are used as an input to …” „… scenario data are captured, processed, and stored in a structured database in Cloud. The following are key …” „… activities in this framework: o Transforming captured scenarios into a structured database o Data …”

M. Ghivari, D. Chakraborty State of Health and State of Charge Estimation method – A Machine Learning based hybrid approach S. 605-612

„… and BEV’s, respectively. The BEV’s process the data in the cloud due to the processing and memory …” „… , data-driven approaches have been favored. They do not require extensive battery parameters like physics-based …” „… techniques like NN, SVM, etc., are also used as a data-driven approach to capture VDI-Berichte Nr. 2384 …”

D. Geyer, C. Miedl Safety Architectures for Automotive Cross Domain Servers – Challenges and Potentials S. 447-458

„… safety engineering concepts and processes are described in the next chapter. From Safety Goal to …” „… extension of the QM- VDI-Berichte Nr. 2384, 2021 449 based development process with a safety lifecycle. The …” „… substitute signal is applied. A comparable structure is used to monitor the program/data integrity of …”

W. Huhn Adaptive Driving Beam [1] – The next mandatory Safety System? S. 389-394

„… high beam system consisting of a multipurpose camera, several additional sensor data, an image …” „… important aspect is the worldwide legal situation of ADB. The homologation processes according to the ECE …” „… an automotive safety system. The homologation processes according to the ECE R123 and R48 and the …”

A. Knoll The Case for an Open Integrating Operating System, Middleware Specification Development Approach S. 257-272

„… which will support the process towards collaborative and open sourced projects. We shall describe the …” „… . The original meaning of middleware was “the enabling of communication and management of data”, but …” „… “individualisation”) at all. Clearly, there are different types of software development processes and people that …”

B. Hellenthal, C. Grimm, J. Koch, A. Breckel, M. Tichy An Eco-System for the Development of Automotive Innovation Roadmaps S. 285-294

„… reduce risks and to speed up the innovation process. However, any exchange and coordination must …” „… . Details on the processes are described in [3] and [4]. To process the two phases, an eco-system of …” „… formalized statement sections that are tightly entangled, e. g. for entering data in tables or showing …”

I. Trefz Virtual software platform for the car – On the road to the next paradigm shift with VIRTIO standards S. 237-244

„… acceptance in the automotive industry. It makes the development process of software systems more efficient …” „… excessive load on the system's general-purpose compute cores, VIRTIO transfers references to actual data …” „… via virtual queues. For example, to write a large block of data to the physical flash device, the …”

D. Mehlig, M. Muller, J. Treier, A. Loges Long distance e-mobility in the trade-off between battery capacity & charging power – Battery immersion cooling as enabler technology? S. 545-562

„… 2020 [4]. With a linear regression of the data, the average battery cell densities in Wh / kg could be …” „… various e-mobility studies as secondary data and in a second step an own customer survey. VDI-Berichte …” „… . For each charging process, six minutes are considered for starting and stopping the charging process …”

F. A. Schiegg, I. Llatser, H. Tchouankem, T. Frye, F. Wildschutte, F. Hofmann Removing Blind Spots – Infrastructure-assisted Collective Perception S. 29-44

„… communication, such as a data-quality dependent channel resource allocation are described …” „… developing new intelligent data-quality aware resource allocation mechanisms. VDI-Berichte Nr. 2384, 2021 …” „… : https://resources-boschsecurity-cdn.azureedge.net/public/documents/ NBN_7300_Data_sheet_deDE_22455561611.pdf . [Accessed 24 August 2021]. [32] Robert Bosch GmbH …”

M. Minzlaff, M. Rucker, M. Schneider Implementing adequate security for UN R 155 with AUTOSAR – Retrofitting existing architectures S. 641-650

„… data rates, upgrading CAN to CAN-FD). VDI-Berichte Nr. 2384, 2021 643 Develop individual ECUs from …” „… the retrofitting of existing architectures. Since this process does not involve the development of a …” „… substantial difference is that of invehicle intrusion detection, the monitoring of sensitive data (e.g …”

O. Meyer, B. Bohlen Applying Standards for future Vehicle Diagnostic and Vehicle Lifecycle Management S. 409-422

„… monitor in a single vehicle to identify a root cause, long-term data collection to improve quality in …” „… , update, and conFig. HPCs and ECUs, and generally support vehicle maintenance by retrieving data from the …” „… transporting the data from the client to server and back again. VDI-Berichte Nr. 2384, 2021414 The …”

L. Gonzales-Fuentes, M. Harihar, M. Cassol Trajectory tracking using Neural Network for Autonomous Driving Systems S. 75-82

„… denoted that somewhat recreate the neurons, in the sense that they can learn and adapt from training data …” „… curvature block is also used to provide with multiple curvature data which represent the different …” „… , „Using Machine Learning Safely in Automotive Software: An Assessment and Adaption of Software Process …”

M. Kruppa Digital Light for Digital Live S. 339-350

„… highly segmented display. While utilizing existing processes and materials to produce this segmented …” „… cost down process for OLED applications also in A- and B-segmented cars [12]. Next to design driven …” „… : Pedestrians. 2016 Data. Washington, DC, USA, 2018. [7] J. Reschke, M.-T. Auburger, R. Marichalar, and C …”

B. Kleinsteinberg, A. Hohenhovel Towards lead-acid free 12 V power supply for electrified vehicles and highly automated driving functions S. 593-604

„… EIS-Meter (Digatron GmbH). The analysis of the data and fitting was performed regarding the procedure …” „… element (Rpor and Cpor) represents mainly the slower diffusion processes inside the cell. To fulfil the …” „… processes of the cells. This load profile is used to estimate the capability to provide the required safety …”

K. Brand Shifting Left the development of Electric Vehicle Products, from System to Software S. 563-578

„… test prior to hardware availability, as well as efficiency in the development process by reducing …” „… iterated many times during the development process. Much like design verification, bench testing or …” „… development process itself, so clearly, reducing development and testing time with process efficiencies leads …”

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VDI Wissensforum GmbH - Messunsicherheit praxisgerecht bestimmen – Prüfprozesse in der industriellen Praxis 2023

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VDI Wissensforum GmbH (ed.)

Messunsicherheit praxisgerecht bestimmen – Prüfprozesse in der industriellen Praxis 2023

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Volume 2428 2023

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S. Cramer, R. H. Schmitt AI-based Predictive Quality Methods: Possibilities and Achievements of the Virtual Measurement Using Real-World Examples S. 329-0

„… processes. As a data science project, the lead time to add value to the business and project progress …” „… manufactured components. For a virtual measurement, the process data are correlated with the quality …” „… of quality characteristics solely based on process data, that is, data recorded from machines used on …”

J. Staněk, S. Král, L. Fusková Estimation of Measurement Uncertainty Through – Comparative Measurements with Variable Measured Object S. 295-310

„… the available data to simulate numerous datasets. By repeatedly sampling with replacement, we create …” „… objects. Motivated by a metal sheet cutting process with in-line laser measurements, the research explores …” „… for two devices involved in the measurement process. The reference device adds a known error to …”

M. Ohlrogge Chancen und Möglichkeiten von KI im Bereich der Messdatenanalyse S. 319-328

„… production, networked sensors and collected data can also help to make production processes more effective …” „… years and promises a sustainable change in the industrial process [1]. ChatGPT is just one example that …” „… acquired measurement data are enormous, including in the area of industrial calibration services …”

S. Schönhals, S. Hackel, B. Gloger Maschinenlesbare Digitale Kalibrierscheine (DCC) als Enabler automatisierter Prozesse S. 161-172

„… enablers in the introduction and optimisation of automated processes in Industry 4.0 applications. They …” „… increasing the efficiency of automated processes and avoiding errors due to media discontinuities. In …” „… particular, the legally compliant transfer of data is possible for everyone in a simple, secure, and …”

A.-L. Knott, M. Huber, U. Karakus, R. H. Schmitt Kalibrierung und Messunsicherheitsbetrachtung eines medizinischen Bohrers mit integrierter Temperatursensorik zur Minimierung des Patientenrisikos bei minimalinvasiven Bohrungen an der lateralen Schäd... S. 237-252

„… : Richtlinie DKD-R 5-1“, 2018. [9] Statistical methods in process management: Capability and Performance: Part …” „… 7: Capability of measurement processes, 22514-7, International Organization for Standardization …” „… , 2012. VDI-Berichte Nr. 2428, 2023250[10] Evaluation of measurement data – Guide to the expression of …”

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