VDI Verlag eLibrary

International Conference on Gears 2023

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2422 2023

Results in this title

J. Lövenich, M. Zalfen, D. Mevissen, J. Brimmers, C. Brecher Crack growth based tooth root life prediction model – an influence quantity analysis S. 109-124

„… Crack growth based tooth root life prediction model – an influence quantity analysis J. Lövenich, M …” „… modelThe influencing variables of the life prediction model with constant gear geometry are the hardness …” „… consideration of a constant fatigue strength level does not meet the material behaviour. A life prediction model …”

S. Matkovič, D. Šeruga, M. Nagode, M. Kalin Prediction of tooth root fatigue failure of polymer gears for dry and oil lubricated contact and its comparison to experimentally obtained results S. 1301-1318

„… , modified models can be used also in polymer fatigue life prediction [14]. For a better prediction of …” „… predictions. VDI-Berichte Nr. 2422, 2023 1309Fig. 3: Polymer gear tooth root fatigue life in oil lubricated …” „… Prediction of tooth root fatigue failure of polymer gears for dry and oil lubricated contact and …”

K. Yanagisawa, K. Kamoshida, A. Domon Prediction of Gear Fatigue Life Considering Glass Fiber Orientation S. 1351-1360

„… fiber orientation at the tooth root in the evaluation of fatigue.4. Prediction of gear fatigue life by …” „… Prediction of Gear Fatigue Life Considering Glass Fiber OrientationK. Yanagisawa, K. Kamoshida, A …” „… analysis model and calculate the stress at the tooth root using torque as an input condition.2. Fatigue …”

Titelei/Inhaltsverzeichnis S. I-XXVIII

„… life prediction model – an influence quantity analysis 109J. Lövenich, M. Zalfen, D. Mevissen, J …” „… Technologie ICT, Pfinztal, Germany Tooth root strengthPrediction of tooth root fatigue failure of polymer …” „… am August 30, 2023 | 15:31:05 | 148 mm x 210 mm Fibre reinforcement Prediction of Gear Fatigue Life …”

G. Vasileiou, C. Vakouftsis, C. Kalligeros, V. Spitas, C. Papalexis, A. Tsolakis, P. Zalimidis Continuous prestressed reinforcement of plastic gear teeth and its effect on bending strength vs conventional reinforcement S. 1375-1388

„… solutions, the proposed method suggests placement of the reinforcing carbon fibres tangent to the tooth root …” „… homogenisation techniques and comparison of the resulting strength between reinforced and unreinforced models …” „… . The minimum calculated gains in bending resistance almost half the tooth root stress in the matrix for …”

I. Hong, D. Talbot Tooth Bending Strain Rate Analysis in a Counter Shaft Drivetrain and Implications on Fatigue Strength S. 53-66

„… the model using a boundary element method (BEM) solver for tooth root surface bending stresses …” „… (i) tooth root fracture (TRF), (ii) tooth flank fracture (TFF), (iii) tooth interior flank fracture …” „… (TIFF), and (iv) pitting. Tooth root fracture originates from cracks initiating at the surface or very …”

S. Birk, E. Stoppel, V. Labriola Influence of plastic-metal-pairings on the lifetime of gears S. 1535-1546

„… : Initial gear design In Fig. 2 the tooth root stress is shown in a stress plot at the peak level and also …” „… correction on the metal gear is a tradeoff of short term strength requirements and fatigue life so the …” „… tooth root stress peak value on the plastic gear can be reduced to 82% what corresponds to an increase …”

F. Mieth, D. Tazir Local load capacity analysis for the design of a balanced flank modification for cylindrical gears according to bevel gear procedures S. 927-944

„… load capacity and service life prediction for spur gears", Dresdner Maschinenelemente Kolloquium …” „… flank and grows towards opposite root fillet. Mostly secondary and tertiary cracks occur, which lead to …” „… the dynamic factor KV. However, this only takes into account the tip or root relief, and only with …”

M. Gebhardt, A. Rhode, B. Legrady Lubrication improvement at the HS-IS spline shaft interface of a wind turbine gearbox using the smooth particle hydrodynamic method S. 519-536

„… significant increase in complexity. 2. Modeling A numerical study on four models was conducted using the …” „… cloud-native software with the solver DIVE SPH. All models contained the spline shaft, which connects the IMS …” „… . All models used the same speed of sound, identical oil parameters and considered surface tension. The …”

T. Inoue, D. Iba, N. Fujita, A. Nishikawa, M. Ishii, J. Hu, H. Shimasaki, N. Miura, A. Masuda, I. Moriwaki, J. Hongu Effect of Load Cycles on Return Loss and Resistance of Sensor and Antenna Circuits Printed on Plastic Gears S. 659-674

„… . Plastic gear remaining useful life prediction using artificial neural network. Forsch Ingenieurwes, 86, pp …” „… detect gear root cracks wirelessly. It has been confirmed that the system's frequency response changed …” „… installing sensors directly on the gears. For example, a method of directly measuring tooth root bending …”

A. Yavuz Kanyilmaz, B. Karba, M. VARDAR Classifying plastic beveloid gear quality considering manufacturing errors S. 1159-1172

„… . Fatigue and life prediction of gears fatigue and fracture ASM handbook, OH: ASM International; (1996). [11 …” „… models of concave beveloid for the grinding method. Based on the developed mathematical model, contact …” „… for CAD model in any related software. Quality Inspection of Plastic Beveloid Gears: Measurement of …”

P. E. Schnetzer, J. Pellkofer, K. Stahl Calculation method for wear of steel-bronze rolling-sliding contacts relating to worm gears S. 907-926

„… , where the failure mode wear often limits the service life. Up to now, extensive, costly and …” „… the amount of wear on worm wheels. For this reason, a model contact wear test was developed applying a …” „… calculation method for a model contact will be presented. Furthermore, the validation of the newly developed …”

P. Romio Spur Gear Teeth Reconstruction via Direct Laser Deposition S. 1641-1664

„… micropitting and tooth root fatigue fracture, is one of several gear failure modes encountered in practical …” „… overcome these VDI-Berichte Nr. 2422, 2023 1641problems and extend the useful gear life. The DLD repair …” „… damage (non-fatigue) (e.g., abrasive wear and scuffing); (2) Fatigue damage (e.g., pitting and tooth root …”

doi.org/10.51202/9783181024225

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International Conference on Gears 2019

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2355 2019

Results in this title

N. Yildirim, M. Yasar, E. Yildirim, F. Erdogan, B. Karatas Experimental verification of improvements in static and fatigue bending capacity of spur gear tooth via tooth root design optimization S. 959-972

„… non-zero mean stress condition life predictions. Most of those models prefer calculating a "modified stress …” „… asymmetric roots Based on the life prediction results given in figure 6.b, it seems that asymmetric root …” „… under static loading. Fatigue life predictions based on fatigue theories have also shown some …”

R. Ratnagiri, M. Kato, H. Kuchelka Advances in polyacetal materials for gears S. 1357-1366

„… rupture of plastic gears 5. Advanced Modeling Technique for Fatigue Life Prediction of Plastic Gears …” „… for fatigue life prediction and self-heating effects of Delrin®. Density of Delrin® 100 is about 1420 …” „… deformation and the current model can capture teeth deformations through the life of the gear system. Fig …”

Titelei/Inhaltsverzeichnis S. I-XXVI

„… fast computational model for the prediction of the influence of manufacturing errors on gear …” „… f Flank strength Influence of gear surface roughness on pitting and micropitting life …” „… tooth root: fatigue testing and potential on gear units …”

J. Cathelin Material data for advanced plastic gear simulation S. 1335-1344

„… prediction accuracy. 2. Gear predictive engineering workflow Most common plastic gear failure modes …” „… ]. Their common points involve the estimation of gear temperature under load and the tooth root load …” „… model coupled with a fatigue simulation. Description of the workflow: -The first three boxes are …”

M. Uhlig, C. Pastor Simulation tool-chain for plastic gear design S. 1453-1460

„… load constraint is modelled FE analysis Global model Load / Load application Component model …” „… reasons over large temperature and humidity ranges during service life is challenging and requires …” „… system requirements, such as the load profile of brake maneuvers, service life and environmental …”

J. Tavčar, J. Kos, D. Zorko, J. Duhovnik A multi-criteria polymer gears design optimisation procedure S. 1473-1484

„… between shafts (volume), life span Gear material selection Preliminary caclulation Criteria: tooth root …” „… computer program OptiTooth 10.0 is presented, which provides calculations of the gear root and flank …” „… polymer pair. A short summary on how to modify gears if specific requests such as tooth root stress …”

C. Liu, W. Shi, F. Maria Cura, A. Mura Prediction of transmission accuracy lifetime of RV gearbox S. 425-436

„… Prediction of transmission accuracy lifetime of RV gearbox Chang Liu, State Key Laboratory of …” „… predict the transmission accuracy lifetime of RV gearbox is described in this paper. For the prediction …” „… , a novel discrete tooth profile model is presented, which has the capacity to generate the real …”

B. van Wissen, M. Kanters, F. Mitsuzuka, K. Iwanaga, Ir. A. Hasanovic Predicting wear for high performance plastic gears S. 1323-1334

„… , play a crucial role in the apparent wear factor for gears in service. Quantitative predictions of gear …” „… wear require iterative wear analyses. 1. Introduction DSM is a global material and life science …” „… setup to the gear tester. Fig. 1: Model scheme of the predictive framework and the validation step …”

doi.org/10.51202/9783181023556

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International Conference on Gears 2022

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2389 2022

Results in this title

S. Matkovič, M. Kalin Effect of tribological properties on tooth root fatigue failure of polymer gears S. 1257-1268

„… polymer gears, leading to better prediction of polymer gears tooth root fatigue life. VDI-Berichte Nr …” „… prediction. They used empirical correlation and more complex tools, such as FEM models and iterative …” „… FEM study for obtaining root stress. For the tribological behaviour model tribological tests with …”

B. van Wissen, M. Kanters, F. Mitsuzuka, K. Iwanaga, M. Meuwissen, A. Hasanovic Predicting static and fatigue performance of fiber reinforced plastic gears S. 1083-1098

„… a model that provides accurate torque-to-failure and life-time predictions. This can significantly …” „… model now allows for gear lifetime predictions at any arbitrary temperature. 0204060801001201401600 …” „… approach has been developed which allows the prediction of root fatigue failure, based on non-isothermal …”

T. Matsumura, K. Mioki, M. Kada, R. Okuizumi, A. Pogačnik Improved calculation methodology for the prediction of tooth temperature of plastic gears S. 1237-1248

„… ) to offer the optimized equation for the tooth root temperature prediction, resulting in …” „… higher-accuracy of the fatigue life prediction. 2. Experimental 2.1 Test gear specifications The specification …” „… Improved calculation methodology for the prediction of tooth temperature of plastic gears Takuma …”

K. Kumagai, H. Liu, S. Kurokawa Improving pitting durability by introducing the non-linear wear propagation property of helical gears S. 317-328

„… flow of sequential changes of tooth contact stress and wearFig. 3 Wear propagation modelContact stress …” „… at a high load, and the pitting life decreases. However, the mechanism of pitting initiation has not …” „… depending on a contact state of the frictional surface. Studies on wear prediction methods [4] [5] have been …”

I. Hong, Z. Teaford, A. Kahraman A comparison of gear tooth bending fatigue lives from single tooth bending and rotating gear tests S. 45-74

„… finite element based tooth root stress prediction solver as part of a gear tooth load distribution model …” „… strain measurements were taken in order to validate the fixture design and stress prediction models. A …” „… models utilizing simulated root stress time histories from sinusoidal STB testing and RG testing might …”

A. Pogačnik, U. Kissling The future of plastic gear standardization S. 1149-1160

„… of fiber orientation on the root stress should be evaluated, temperature calculation model could be …” „… .: Wear-coefficient analyses for polymer-gear life-time predictions: A critical appraisal of methodologies. Wear, 2021 …” „… plastic gear calculation. The guideline included root and flank strength calculation, gear temperature …”

Titelei/Inhaltsverzeichnis S. I-XXVIII

„… Universität Chemnitz, GermanyPlastic gear remaining useful life prediction using artificial neural network …” „… Research Center (FZG), Technical University of Munich (TUM), Garching, Germany f Determining tooth root …” „… strengthGear root bending strength: statistical treatment of single tooth bending fatigue tests results …”

W. Kassem, M. Oehler, B. Sauer, S. Schmidt, J. Hausmann Investigation of the time-dependent behavior of plastic gears with local tribological simulation S. 1281-1294

„… , F (2015) Life and damage mode modelling applied to plastic gears. Engineering Failure Analysis …” „… gear at the tooth root and contact interface and the resulting heat generation during gear running. The …” „… deformation, tooth root fracture due to fatigue, surface breakdown, and abrasive wear also play a role …”

P. Mahendra Rao, S. Foletti, L. Bonaiti, C. Gorla, S. Beretta, F. Concli Mode III threshold under rolling contact fatigue and development of a test gearbox for planet gears S. 499-510

„… . These experimental results were interpolated by means of the modified El-Haddad [12] model …” „… ) [7–9]. Now, to avoid a non-conservative prediction in RCF, the modified Dang Van criterion [11], is …” „… capabilities and safety factors. For all gears, the design was aimed to maximize the root safety (? and flank …”

D. Drummer, D. Schubert, C. Herzog In situ measurement of geometric and structural influences on the operating properties of polymer gears S. 1099-1116

„… deformation, wear or achievable life-time can be investigated in much more detail. Thus, a deeper …” „… , be it pitting, cracking of teeth or flanks [10], or excessive wear [11]. With corresponding models of …” „… during operation was examined with a thermocouple embedded in the tooth root, since temperature greatly …”

doi.org/10.51202/9783181023891

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ELIV 2021

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2384 2021

Results in this title

J. Klesing, P. Schmitt Chassis Health Management – End-to-End Architecture and Methods S. 105-116

„… Management Estimate Remaining Useful Life " + Vehicle-Level Health Models 5 Self-Adaptive Health Management …” „… : Indicator computation Verifying the correct root cause enables a fine-tuning and updating of model …” „… Diagnostic/Prognostic Reasoner at run-time to isolate the Root Cause of a failure. The underlying Fault model is shown …”

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

„… . Battery Model Due to the high energy density, long cycle life and low self-discharge rates, lithium-ion …” „… analytics engine is an SOH prediction model. The time series characteristics of the battery capacitance …” „… . 2384, 2021 585 The SOH prediction model is based on Long short-term memory (LSTM) [14]. The input …”

doi.org/10.51202/9783181023846

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International Conference on Gears 2017

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2294 2017

Results in this title

A. K. Shojaei, P. Volgers An improved lifetime prediction technique for plastic gears through finite element analysis and continuum damage mechanics S. 1109-1112

„… An Improved Lifetime Prediction Technique for Plastic Gears through Finite Element Analysis and …” „… variation through the life of the plastic gears. The dissipation energies due to cyclic plasticity and …” „… prediction methods. 1. Introduction In most of metal applications, crack initiation is considered as the …”

Titelei/Inhaltsverzeichnis S. I-XXVII

„… 1575 P. Volgers, fatigue life prediction of plastic gears M. Cassata G. Hlebanja, Influence of the …” „… Material D. Talbot, Simulation of gear wear using a dynamic load 5 A. Kahraman distribution model M. Ebner …” „… root strength of Worm Wheels 373 E. Leidich with a calculation program based on local stresses Gear …”

A. K. Shojaei, P. Volgers, M. Cassata Advanced modeling and experimental techniques for fatigue life prediction of plastic gears S. 1575-1582

„… Advanced Modeling and Experimental Techniques for Fatigue Life Prediction of Plastic Gears Dr …” „… life prediction and self-heating effects of Delrin®. Density of Delrin 100 is about 1420 (Kg/m3 …” „… by the teeth deformation and the current model can capture teeth deformations through the life of …”

I. Atanasovska, H. Abderazek Comparative analysis of few new procedures for spur gears tooth profile optimization with different methods and aspects S. 1169-1176

„… tooth profile parameters have a great effect on the load capacity, working life, efficiency and dynamic …” „… time with safety against wear, prediction of crack initiation, low noise and vibration, [1 through 3 …” „… angle (αn) and tooth root radius - f. Although different aspects are used as optimization target …”

J. Cathelin, R. Janssen Material data for advanced plastic gear simulation S. 1553-1564

„… .: Estimation of life time for plastic gears, KISSsoft . [7] Mortazavian, S. Fatigue behavior and modeling of …” „… will present some advanced material characterization methodology to further improve prediction …” „… involve the estimation of gear temperature under load and the tooth root load carrying capacity, based on …”

M. Hein, T. Tobie, K. Stahl Test method for time-scaled fatigue tests of gear transmission systems S. 1073-1084

„… spectrum truncation based on a calculation model for system service life The hereinafter shown method for …” „… a load spectrum truncation is based on a detailed calculation model for system service life [5, 7 …” „… ([13], modified) Based on the previous shown model for system service life calculation an approach for …”

L. Gondecki, M. Weibring, P. Tenberge Simulation and test method for the lubricant’s influence on the wear and fatigue mechanisms on tooth flanks S. 29-40

„… root break or pitting. Focussing on tooth flank fatigue it is important to be able to predict the …” „… deviation emerges, which starts at the tooth root. This continuous fatigue and wear process is depicted in …” „… , the profile form deviation at the tooth root continues to grow in depth and width and the by …”

C. Brecher, C. Löpenhaus, F. Goergen, D. Mevissen Crack propagation analysis of pitting damages of high-strength material systems in gear applications S. 281-292

„… VDI-Berichte Nr. 2294, 2017 291 [2] Ding Y, Gear JA (2009) Spalling depth prediction model. Wear …” „… treatments and finishing processes. In addition to the maximum endurance life, the maximum number of load …” „… the triangular shape points towards the tooth root and thus in the same direction as the tangential …”

doi.org/10.51202/9783181022948

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Gleit- und Wälzlagerungen 2017

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2308 2017

Results in this title

X. Ai, J. Rhodes, T. Klaehn, E.-D. Oprescu Virtual Bearing Life Test S. 97-102

„… root mean square (RMS) deviations of model predictions from experimental results. The objective of …” „… distribution (e)Virtual test rig model (a) Bearing life reduction due to inclusions (f) Residual stress and …” „… typical results for the three most influence parameters for bearing fatigue life calculation from model …”

doi.org/10.51202/9783181023082

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Technische Zuverlässigkeit 2019

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2345 2019

Results in this title

O. Esbel, S. Kauschke, S. Rinderknecht Predicting and Forecasting the Lifetime of Automotive Vehicle Components S. 321-X

„… final model used on the authentic data was able to give good results with a small Root …” „… . Table 3: Stacked model confusion matrix Fig. 2: Prediction of damage lifespan of new vehicle. Tr …” „… targets. Whenever a model learns a problem, the predictions follow the same characteristics; i.e., the …”

doi.org/10.51202/9783181023457

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Powertrain Systems in Mobile Machines 2022

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2402 2022

Results in this title

S. Rinderknecht, S. Foulard, R. Fietzek Resource-efficient dimensioning, usage and maintenance of machine components through AI-based virtual sensors S. 241-XII

„… computed. Additionally, a baseline model for durability analysis and/or damage prediction is set up by …” „… confidence in the prediction is higher; secondly, new damage models are available, which can be then used as …” „… parametrization of virtual sensors, the fatigue and failure prediction & forecast-ing, the ecoLIFE3 method, the …”

doi.org/10.51202/9783181024027

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Automation 2021

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2392 2021

Results in this title

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

„… development of three types of prediction models will be described. 4. Baseline Model The simplest …” „… approach to build a prediction model is to use only one feature and a threshold. This kind of model is …” „… models. 1. Introduction In the aluminium production process smelters experience different types of …”

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

„… , the L2-norm gives better predictions than AR. Fig. 3: Predictions using AR-model and WIN search …” „… results of PELT combined with the L2-norm is shown in Fig. 4. Fig. 4: Predictions using L2-model …” „… Performance Indicators), data-driven models, but also parameters of mechanistic models. The process industry …”

doi.org/10.51202/9783181023921

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Schwingungen 2023

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2429 2023

Results in this title

T. Koenig, F. Wagner, L. Kopp, V. Murali, S. B. Lokesh, M. Kley Simulation model to generate condition data of healthy and faulty transmissions S. 185-200

„… is a critical factor for the successful use of machine learning models. Accurate prediction relies on …” „… further prediction or analysis for condition monitoring and lifetime prediction. Mathematical models are …” „… acquisition [10]. Model-based simulation for data generation becomes crucial in such scenarios. This approach …”

doi.org/10.51202/9783181024294

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Electrics / Electronics for Mobile Machines

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2442 2024

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S. Tandel GenAI in the Off-Highway Industry: An Analysis S. 27-34

„… also meeting ASPICE standards. In model-based development, AI facilitates the automatic creation of …” „… methodologies for implementing GenAI, such as data collection, model training, and iterative design, alongside …” „… integration of GenAI into the software development life cycle – redefining legacy approaches to planning …”

doi.org/10.51202/9783181024423

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Drivetrain Solutions for Commercial Vehicles

VDI Wissensform GmbH (ed.)

Series: VDI-Berichte

Volume 2421 2023

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C. Schmidt Fault analysis of truck drivelines using big data methods S. 149-160

„… error elimination efforts. The model's prediction accuracy can be verified against the test data set …” „… If the metric results are sufficient, the plausibility of the model and its usefulness for root cause …” „… root-cause hypotheses and a machine learning approach to tackle multicausal problems by evaluation of feature …”

doi.org/10.51202/9783181024218

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Dritev 2023

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2420 2023

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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 …” „… at least. For sure, the ‘design twin’ exists – a simulation model of the gearbox that informs about …” „… real-time simulation which matches the gearbox model used by the design engineers. Fatigue data is converted …”

doi.org/10.51202/9783181024201

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Technische Zuverlässigkeit 2023

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2409 2023

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S. Kupjetz, W. Zenn, S. Röding Vorstellung eines Kausalmodells relevanter Fehlerbilder zur Entwicklung wissensbasierter KI-Modelle am Beispiel von Werkzeugmaschinen S. 219-230

„… and the prediction of Remaining Useful Life (RUL) of components and systems. Although these methods …” „… monitoring and failure diagnosis. However, the implementation of a model-based approach requires detailed …” „… , model-based, statistics-based, data-driven and combined or hybrid prognostic approaches. The choice of the …”

S. Hagmeyer, P. Zeiler Verwendung von Kenntnissen über den Degradationsprozess beim Training eines künstlichen neuronalen Netzes zur Steigerung der Vorhersagegenauigkeit einer Prognose der verbleibenden nutzbaren Lebensdau... S. 203-218

„… , S. Tripathi und M. Dehmer, „An Introductory Review of Deep Learning for Prediction Models With Big …” „… Remaining Useful Life Prediction Method for Hydrogen Fuel Cells Based on the Gated Recurrent Unit Neural …” „… . Dehmer, „An Introductory Review of Deep Learning for Prediction Models With Big Data,“ Frontiers in …”

doi.org/10.51202/9783181024096

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Fahrzeugsicherheit 2022

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2387 2022

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V. Protschky, O. Jung Outlier-Crash Detection at the BMW Accident Research Program S. 157-172

„… . Figure 3(4)). If the model prediction deviates from the crash data, the BMW ARP specialists receive a …” „… ). If the model prediction deviates from the crash details, the BMW ARP specialists receive a …” „… BMW Group Ac-cident Research Program also observe, investigate and asses real life accidents in order …”

doi.org/10.51202/9783181023877

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