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VDI Wissensforum GmbH - Land.Technik AgEng 2017

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VDI Wissensforum GmbH (ed.)

Land.Technik AgEng 2017

Series: VDI-Berichte

Volume 2300 2017

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D. Hast, B. Rosenbaum Predict the unpredictable – Benefits and limits of machine data analytics and component health prediction S. 529-536

„… prediction Daniel Hast, Benjamin Rosenbaum, Bosch Rexroth AG, Dortmund Abstract Vehicle uptime …” „… service. From an engineering perspective, the basis for replacing guesswork by prediction is precise …” „… lifetime prediction, these comprehensively processed smart data sets also deliver engineering-ready real …”

W. Maaß, I. Shcherbatyi, S. Marquardt, A. Kritzner, B. Moser Real-time Smart Farming Services – Yield optimization of potato harvesting S. 67-72

„… market price predictions that, in turn, are combined with impact analyses. Together, farmers receive …” „… prediction of monthly averages relative to the day of the harvest, i.e., the monthly average prices of the …” „… process, the transport and storage, the prediction of medium market prices and the integration of the two …”

D. Hermann, F. Schøler, M. L. Bilde, N. A. Andersen, O. Ravn Computer based Control of the Separation Process in a Combine Harvester S. 599-604

„… throughput prediction method in [6]. Section 2 presents a novel overall distributed control architecture …” „… Throughput Prediction in a Combine Harvester using Sensor Fusion. CCTA conference proceedings, 2017, 6pp …”

T. H. Langer Model-in-the-Loop Tuning of Hitch Control Systems of Agricultural Tractors S. 191-198

„… . [11] has developed a detailed force prediction models for mouldboards. All these studies show, that …” „… . O’Dogherty, C. Saunders, and A. T. Balafoutis. 2007. “A Force Prediction Model for Mouldboard Ploughs …”

P. Vervaet, M. Gandillet ‘2 in 1 tire’ technology to allow maximal efficiency of the transmission chain in both road and field usage S. 447-452

„… conference may 1995 [5] Brixius W.W. : Traction prediction equations for Bias Ply Tires. ASAE Paper 87-1622 …”

W. Stark, C. Pieke Efficiency Optimization by Using “Vehicle in the Loop” Test Methodology S. 399-406

„… a given tractor-implement system. The understanding and prediction of tractor efficient operation …”

Titelei/Inhaltsverzeichnis S. I-XVII

„… . Rosenbaum data analytics and component health prediction Information Systems K. Oetzel Tablet App to control …”

doi.org/10.51202/9783181023006

VDI Wissensforum GmbH - Kupplungs- und Bremssysteme für mobile und stationäre Anwendungen

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VDI Wissensforum GmbH (ed.)

Kupplungs- und Bremssysteme für mobile und stationäre Anwendungen

Series: VDI-Berichte

Volume 2414 2023

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L. Pointner-Gabriel, K. Voelkel, H. Pflaum, K Stahl A Methodology for Data-driven Modeling and Prediction of the Drag Losses of Wet Clutches S. 125-154

„… A Methodology for Data-driven Modeling and Prediction of the Drag Losses of Wet Clutches M.Sc …” „… the prediction of the drag losses of wet clutches with low computational effort and, at the same time …” „… generation to the validated prediction model as well as its usage. The methodology comprises six main steps …”

C. Sax, A. Stroh, R. Leister, M. Dreisbach, J. Kriegseis, C. Denda, P. Bürk Fluid-mechanical evaluation of different clutch geometries based on experimental and numerical investigations S. 109-124

„… , spinning at dissimilar speeds. Consequently, the prediction of the drag torque – and hence the VDI-Berichte …” „… equation for drag torque Ts [30,33,35]. However, these prediction models are based on strong …” „… verified experimentally [35]. One of the most reliable types of prediction models are based on the …”

S. Altenburg, F. Schuchter, K. Bause, A. Albers Nutzung von KI-Methoden für die Kupplungsentwicklung in automobilen Antriebssträngen S. 199-216

„… . https://doi.org/10.1038/nature24270 [4] Aleksendrić D, Duboka Č (2007) Fade performance prediction of automotive …” „… network prediction of brakes and clutch material frictional behaviour considering the sliding acceleration …” „… ] Lerspalungsanti S, Albers A, Ott S, Düser T (2015) Human ride comfort prediction of drive train using modeling …”

Titelei/Inhaltsverzeichnis S. I-X

„… Methodology for Data-driven Modeling and Prediction of the Drag Losses of Wet Clutches 125L. Pointner-Gabriel …”

R. Leister, B. Frohnapfel, J. Kriegseis Die Strömung in einer offenen nasslaufenden Lamellenkupplung – The fluid flow in an open wet clutch S. 99-108

„… , M. Kubota, M. Ogawa, and N. Takakura. Prediction of drag torque in a disengaged wet clutch of …”

I. Minas, N. Morris, S. Theodossiades, M. O’Mahony, J. Voveris A Methodology to Study Automotive Brake and Dry Clutch NVH S. 155-168

„… brake squeal: Brake noise detection, characterization and prediction. Mechanical Systems and Signal …”

R. Fehrenbacher, Rongji Li, A. Sutschet, K. Bause, A. Albers Methode zur vorausschauenden Bestimmung von Abkühlzeiten bei trockenlaufenden Reibpaarungen – Entwicklung und Anwendung eines mathematischen Modells S. 185-198

„… /10.1016/0043-1648(80)90199-4. [2] W. Grzegorzek and S. F. Scieszka, "Prediction on friction characteristics of industrial …”

P. Strobl, T. Schneider, K. Voelkel, K. Stahl Influence of the Steel Plate on the Friction Behavior of Automotive Wet Disk Clutches S. 21-48

„… and temperature prediction of wet multi-plate clutches. Forschung im Ingenieurwesen - En-gineering …” „… Lastkollektivbeanspruchung. PhD Thesis, Technische Universität München 19. Yang Y, Lam RC, Fujii T (1998) Prediction of …”

M. Rayer, M. Wilkowski, R. Schiffers, J. Stephan Entwicklung von innovativen Faserverbundantriebswellen in Hybridbauweise – Funktionsintegration und Leichtbau über neuartige Materialkombinationen S. 217-232

„… 2018 [21] Rocker, S., Schiffers, R., Gerdes, L. et al.: Lifetime Prediction of Continuous …”

doi.org/10.51202/9783181024140

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VDI Wissensforum GmbH (ed.)

ELIV 2023

Series: VDI-Berichte

Volume 2423 2023

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M. Wegener, R. Savelsberg, A. Alberti, G. Cechini, L. Schäfers, K. Badalian, S. Pischinger A Cloud-based Self-Learning Digital Twin Solution for Increasingly Accurate Range Prediction in Battery Electric Vehicles S. 103-112

„… which can perform all prediction-related tasks. In the cloud, vehicle data is combined with anonymized …” „… A Cloud-based Self-Learning Digital Twin Solution for Increasingly Accurate Range Prediction in …” „… University Abstract Accurate range prediction strategies for battery electric vehicles can make an …”

X. Wang, A. Hübner, K. Weishaupt, K. Chung Validation and Interpretation of Neural Networks: DNN-Based Object Detection as an Example S. 419-436

„… , semantic segmentation, temporal prediction, etc.). This paper takes object detection as an example to …” „… predictions is Explainable AI. In this paper, we use two xAI methods: Guided Backpropagation [10] and GradCAM …” „… relevance of the variable we are deriving at. If we calculate the confidence score of an AI prediction with …”

P. Laufer Estimation of Gender and Age of Vehicle Occupants Using Deep Learning S. 27-38

„… reveal the most influential parts of an image on the predictions made by deep learning models. One such …” „… eye. Fig 5: Visualization of Gender Prediction (GradCam) and Age Prediction (Saliency Map …”

O. Schmidt, K. Albers, P. Rehkop, R. Münzenberger Strategically Migrating, Mapping and Scaling Software to new SoC, domain and zone architectures and HPC S. 169-184

„… , therefore, suffer the same problems. A rough, load-based prediction is usually done in early phases …” „… down of the application in parallelizable entities is, the better the prediction of behavior on target …” „… event chain steps results in a simulation model allowing predictions on the system behavior and the …”

P. Dreiseitel, D. Yesilbas Generative Artificial Intelligence – How AI Models Change the Way We Develop Automotive Products S. 405-418

„… ," generative AI allows for more comprehensive predictions. It can assess additional information sources, create …” „… sensing the environment, mapping and localization, prediction and planning, to the actual action …”

Titelei/Inhaltsverzeichnis S. I-XVI

„… Digital Twin Solution for Increasingly Accurate Range Prediction in Battery Electric Vehicles 103M …”

J. Hansson, L. Henderson, M. Sadeghi Kati, D. Möller, S. Ray, S. Schoutissen Safe and efficient regenerative braking strategies for BEV heavy vehicle combinations S. 91-102

„… , predictions of the lateral force based on the vehicle model are used to further ensure that the limit is …”

C. Wilks, J. Roslak New Opportunities with Software Defined Lighting – Appearance drives Emotionalization S. 61-76

„… module or control and prediction of voltage supply must be executed. For all three functional groups, it …”

J. Sieracki, R. Yang, A. Vamos, M. Caggiano Seeing with Sound: AI-Based Detection of Participants in Automotive Environment from Passive Audio S. 293-306

„… percentage of time in which correct predictions are made as the accuracy metric. VDI-Berichte Nr. 2423 …”

A. Weichslgartner Automotive Software Vulnerabilities: Strategies for Early Detection, Mitigation, and Prevention in the Software-Development-Lifecycle S. 463-478

„… , and M. Roytman, “Exploit prediction scoring system (epss),” Digital Threats: Research and Practice …”

S. K S, Tata Elxsi, N. Velinov Software-Defined Vehicle: Combining Real-Time Safety Critical Functions with Cloud Connectivity S. 543-558

„… range prediction of the vehicle. It also brings in challenges such as standardization of the data and …”

K. Eliasch, Dr. P. Friedel, D. Li, D. Shan Cooperative Perception Services to Improve the Safety of Road Users S. 347-364

„… prediction. The initial position and velocity are shown in Fig. 12, after 𝑡 seconds, update position for EV1 …”

doi.org/10.51202/9783181024232

VDI Wissensforum GmbH - Kupplungen und Kupplungssysteme in Antrieben 2019

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VDI Wissensforum GmbH (ed.)

Kupplungen und Kupplungssysteme in Antrieben 2019

Series: VDI-Berichte

Volume 2341 2019

Results in this title

M. Hoic´, B. Škugor, J. Deur, A. Tissot Experimental characterization and modeling of automotive dry clutch friction lining wear – Clutch lifetime prediction S. 25-36

„… automotive dry clutch friction lining wear Clutch lifetime prediction Doc. Dr.-Ing. M. Hoić, Dr.-Ing. B …” „… best suited for wear prediction of an individual plate. In order to predict the wear precisely for a …” „… omitted point inputs, and (iv) repeating steps (i)-(iii) until the wear rate predictions for all data …”

S. Rocker, R. Schiffers, R. Pluhnau, A. Nagarajah Virtuelle Lebensdauerprognose für Elastomerbauteile basierend auf nichtlinearer Schadensakkumulation in Finite Elemente Simulationen S. 301-XI

„… ] J. Wortberg, M. Mistler, “Lifetime prediction with nonlinear damage accumulation based on material …” „… . [6] J. Wortberg, M. Mistler, A. Schulze Struchtrup, “Lifetime prediction with nonlinear damage …”

Titelei/Inhaltsverzeichnis S. I-VII

„… modeling of automotive dry clutch friction lining wear – Clutch lifetime prediction …”

B. Bartholmai, M. Fister, C. Spieker Verbesserung der Systemdynamik einer nasslaufenden Kupplung mittels modellgestützter Regelung S. 291-300

„… Engineering Sciences, 1966, 295; S. 300–319. [3] Fujii, Y.; E. Tobler, W.; D. Snyder, T.: Prediction of wet …”

D. Grötsch, K. Völkel, H. Pflaum, K. Stahl, R. Niedenthal Effiziente CFD-Simulationen zur Berechnung des Schleppmoments nasslaufender Lamellenkupplungen im Abgleich mit Prüfstandmessungen S. 101-118

„… cavitation model. The presented 3D simulation model for the prediction of the drag torque of a wet-running …” „… Model for Prediction of Drag Torque Characteristics of Disengaged Wet Clutches in High Speed Region …”

doi.org/10.51202/9783181023419

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VDI Wissensforum GmbH (ed.)

Dritev 2023

Series: VDI-Berichte

Volume 2420 2023

Results in this title

B. James Demonstration of a Cloud-based Gearbox Digital Twin – Using telematics data for reliability predictions S. 165-182

„… predictions Barry James, Hexagon, Nottingham, United Kingdom Abstract Technological trends tend to …” „… submission. Building the Cloud-based Digital Twin The prediction of gearbox reliability does not start …” „… the prediction of gear and bearing performance over recent decades. Housing stiffness has been shown …”

Z. Liu, S. Rinderknecht A sequential adaptive sampling strategy for surrogate model construction of transmission losses S. 425-440

„… information obtained from prior measure-ments. This strategy requires a data-based model whose prediction …” „… process and provides the prediction uncertainties, while an additional regression is demanded with the …” „… prediction uncertainty with model variances. Since GPR requires the covariance matrix of train-ing data as …”

C. Mohr Acoustic Optimization of Electric Powertrains from a Vehicle Level Perspective S. 471-XVI

„… of a gear tooth set Interior noise prediction With the aid of a demonstration vehicle, Schaeffler …” „… shows that by using the entire tool chain, a reliable prediction of the interior noise perceived by the …” „… prediction. A comparison of the interior noise predicted in this manner for a demonstration vehicle using the …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… Cloud-based Gearbox Digital Twin – Using telematics data for reliability predictions 165B. James, Hexagon …”

S. Kaimer Vehicle Motion Control by Advanced Wheel Torque Management S. 13-20

„… limits. It should be noted at this point that future traction prediction functions will help to even …”

A. Braumandl, K. Bause, A. Albers Automated design of fuel cell drive systems S. 221-234

„… drive system and EMS optimization with a vehicle sales prediction utilizing an artificial neural network …”

T. Hofman, J. Van Kampen, O. Borsboom Electric Mobility Design – From Powertrain Components to Vehicle Fleet Optimization S. 391-410

„… , 2023406 Fig. 14: The training and test set within the design space, along with the prediction errors, of …”

D. Schweigert, B. Morhard, F. Oberneder, L. Pointner-Gabriel, M. Otto, K. Stahl Speed4E: Simulative and Experimental Results on the Vibration Behavior of a High-Speed Planetary Gearbox S. 441-458

„… procedure shows good agreement in the prediction of characteristic natural frequencies. The aforementioned …”

doi.org/10.51202/9783181024201

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