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Maria M. Kubek, Zhong Li - Autonomous Systems 2018

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Maria M. Kubek (Hrsg.), Zhong Li (Hrsg.)

Autonomous Systems 2018

Reihe: Informatik/ Kommunikation

Band 862 2018

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P. Meesad, K. Rojanawan Time Series Imputation and Prediction Based on Machine Learning S. 48-61

„… 48 Time Series Imputation and Prediction Based on Machine Learning Phayung Meesad1 and Kornsirinut …” „… in time series have the consequent analysis such as time series prediction cannot be done efficiently …” „… . This paper proposes a framework for machine learning based model imputation and prediction for time …”

N.A. Akwir, M.K. Mutengi, W.V. Kambale, J.C. Chedjou, K. Kyamakya A Fully Neurocomputing based Traffic Modelling-and-Simulation Concept S. 131-150

„… spatiotemporal prediction capabilities, as boundaries conditions, we shall propose different conditions (as input …” „… (GNN) on traffic flow prediction. Furthers, Gu and Yu [9] demonstrated that chaotic neural networks …” „… process towards better classification and prediction. Several papers such as Lv et al. [12] and , Huang et …”

Titelei/Inhaltsverzeichnis

„… . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 46 Time Series Imputation and Prediction Based on Machine Learning P. Meesad, K. Rojanawan …”

M. Kubek Library Services in Decentralised Web Search Systems S. 87-100

„… its user and therefore to even make contextbased predictions or to give recommendations on suitable …”

doi.org/10.51202/9783186862105

VDI Wissensforum GmbH - AgEng LAND.TECHNIK 2022

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VDI Wissensforum GmbH (Hrsg.)

AgEng LAND.TECHNIK 2022

Reihe: VDI-Berichte

Band 2406 2022

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C. Stumpe, S. Böttinger Grassland yield prediction and mapping in small-scaled regions S. 149-154

„… Grassland yield prediction and mapping in small-scaled regions Christoph Stumpe, M. Sc., Prof …” „… . For this reason, prediction of grassland yield already during the growing period and the creation of …” „… selected methods for grassland yield prediction and determination are investigated by on-farm research. The …”

A. Barbaresi, M. Ceccarelli, M. Bovo, M. Agrusti, E. Santolini, D. Torreggiani, P. Tassinari, G. Menichetti Machine Learning Models for Predictions of Thermal Energy Need in Farm Buildings S. 477-484

„… Machine Learning Models for Predictions of Thermal Energy Need in Farm Buildings Dr. Alberto …” „… , Northeastern University, Boston, USA Abstract Accurate prediction of building energy need plays a …” „… evaluate the effectiveness of different ML regressors in the prediction of the energy need of a case study …”

N. Katsoulas, S. Faliagka, A. Bari, Y. Naounoulis Precimed: a simulation model for nutrient uptake prediction of a hydroponic cucumber crop grown in the Mediterranean region S. 101-106

„… Precimed: a simulation model for nutrient uptake prediction of a hydroponic cucumber crop grown in …” „… basis according to the weather prediction and crop DMP and their performance was compared with that of …”

J. A. Diaz-Olivares, A. van-Nuenen, B. Aernouts, I. Adriaens, W. Saeys Near-infrared spectroscopic sensor system for milk composition analysis: an on-farm real-time application S. 93-100

„… prediction performance. In this work, we present and evaluate an accurate analyzer for the on-farm, real-time …” „… samples. For these, laboratory reference values were obtained for fat, protein and lactose. Prediction …” „… weeks of the trial (n=600). VDI-Berichte Nr. 2406, 2022 93The prediction models were evaluated with …”

A. Panambilly, P. Schade Smart Constituent Sensing using HarvestLabTM 3000 – An innovative NIR based Constituent Sensing solution S. 335-342

„… challenge is that this number does not convey information about the quality or reliability of predictions …” „… . Indicating a confidence or uncertainty on the predictions is a natural way to measure their reliability. This …” „… addition to constituent values. The predictions from such an uncertainty incorporated regression model are …”

H. Tavakoli, J. Correa, S. Vogel, R. Gebbers RapidMapper – a mobile multi-sensor platform for the assessment of soil fertility in precision agriculture S. 351-358

„… and present an initial evaluation of the sensor data fusion. Prediction performance for pH, soil …” „… different measurement principles may lead to more accurate and reliable predictions [2, VDI-Berichte Nr …” „… squared error (MSE) as performance metric. Then, the MBPLS model predictions were interpolated via kriging …”

M. Trimmel, E. Eder, P. Riegler-Nurscher, K. Schedle Prospective Thermal Processing of Soybeans Using a Bean Characteristic Model S. 541-548

„… using a regression model. Modelling method: The primary goal is the prediction of the TIA-proc …” „… defined seed traits are suitable for model prediction. In addition, it is to be checked whether these …” „… properties allow a sufficiently accurate prediction. Figure 5 shows the results of the model calculation …”

M. Agrusti, M. Ceccarelli, M. Bovo, S. Benni, A. Barbaresi, E. Santolini, D. Torreggiani, P. Tassinari Assessment of milk yield loss induced by heat stress in dairy cows – Researching the sustainability and the animal welfare S. 75-84

„… average relative error provided by the model in the predictions, is 2% of the total milk production in the …” „… major contributors in prediction models based on animal vulnerability to heat stress [10]. Applied …” „… method that creates predictions by averaging over the predictions offered by numerous separate random …”

E. Thiessen, M. Eslamifar, R. Kock, E. Hartung, P. Lausen On Farm Validation of different NIR Sensors for Manure Sensing S. 9-16

„… the respective “prediction-accuracy” of the sensors as it describes the mean deviation between sensor …” „… the prediction-accuracy is. The important nutrient N was predicted with an “accuracy” of about 30 …” „… of the NMR benchtop device, which showed in contrast the best performance for the prediction of the …”

A. Tempelaere, H. Minh Phan, T. Van De Looverbosch, P. Verboven, B. Nicolai Non-destructive internal disorder detection in pear fruit using X-ray radiographs and deep learning S. 517-524

„… quantitative evaluation, the model predictions were scored by the Intersection over Union (IoU) [9]. Per image …” „… prediction, this parameter was calculated for each class, i.e. IoUclass i. In addition, the average IoU was …” „… calculated over the 5 classes per prediction, i.e. IoUradiograph. As 50 radiographs per pear were simulated …”

L. Wenzel, T. Stein, H. J. Meyer Automatic onboard process and worktype identification of agricultural machinery with Edge Devices S. 403-410

„… designed as a cloud application, where to find false predictions, the data is compared with the manually …” „… field. The accuracy for the prediction is about 94.3%. The precision, which is the number of correctly …” „… reduced. On the other hand, the quality of the prediction depends on the correct confirmation of the …”

Titelei/Inhaltsverzeichnis

„… Westeringh, K. Jayaraj, D. Matos, Track32 B. V., Ede, The Netherlands; D. Albrecht f PredictionGrassland …” „… prediction of a hydroponic cucumber crop grown in the Mediterranean region …” „… yield prediction and mapping in small-scaled regions 149C. Stumpe …”

S. Hempel, L. Ouatahar, D. Janke, T. Amon A nested semi-mechanistic model to predict the temporal dynamics of ammonia emissions from a solid floor naturally ventilated dairy cattle building – Parameter estimation and associated uncertainties S. 197-202

„… approaches for NH3 prediction have been developed over the past decades to make expensive, overarching …” „… , E.M., Willink, D., Amon, B. Bannink, A. and Amon, T.: Ammonia emission prediction for dairy cattle …”

A. Kavga, T. Petrakis, V. Thomopoulos The contribution of innovative semi-transparent photovoltaics for energy autonomy in the field of greenhouse systems S. 61-68

„… presented in Table 1, while the sensors’ data, as well as a prediction model of indoor temperature and …” „… for Greenhouse Microclimate Predictions. Agriculture. 2022; 12(6):780. https://doi.org/10.3390 …”

A. Kavga, T. Petrakis, I. Lycoskoufis, V. Thomopoulos The contribution of innovative semi-transparent photovoltaics for energy autonomy in the field of greenhouse systems S. 631-638

„… prediction model of indoor temperature and relative humidity using neural networks, are presented in [6 …” „… , Argiriou AA. Neural Network Model for Greenhouse Microclimate Predictions. Agriculture. 2022; 12(6):780 …”

N. Katsoulas, M. Aslanidou, A. Elvanidi, A. Mourantian, E. Levizo, V. Vassiliadis, E. Mente Simulation of Ca2+ and K+ concentrations in the nutrient solution of an aquaponic system S. 469-476

„… the aquaculture system was measured around 22 mg L-1. The VDI-Berichte Nr. 2406, 2022472prediction …” „… was 65.17 mg L-1 and according to the lab analysis 42.41 mg L-1. The prediction accuracy of the …”

L. Poppa, L. Frerichs, J. Liu, M. Böl Experimental method to analyse the blackspot bruises of potato tuber flesh due to mechanical deformation S. 429-438

„… inside the particles and the corresponding damage degree results in inaccurate prediction of process …” „… model for the prediction and analysis of internal potato tuber damage in postharvest processes” aims to …”

E. M. Doumbia, T. Amon, S. Hempel Pressure drop of an animal occupied zone depending on the animals positioning S. 381-386

„… pattern prediction a difficult task. In consequence, computational fluids dynamics (CFD) methods are …”

G. Hoffmann, J. Heinicke, S. Wille, T. Amon Influence of barn climate on the rumen temperature of lactating dairy cows – Does the rumen temperature of dairy cows react under heat stress? S. 69-74

„… ambient temperature and relative humidity [1, 2]. Several studies have shown that THI predictions are …”

J. M. Anderson, S. Foroushani, A. Hansen, G. Hoffmann, T. Ilte, D. Janke, R. Shamshiri, B. Sturm, M. Senft, C. Weltzien IoT platform challenges, planning, and implementation for the Leibniz Innovation Farm (InnoHof) S. 525-532

„… other resources, and the ideas of our researchers, exact requirement predictions are not possible …”

J. Henningsen, C. Schroth Challenges and potential of NIR sensors to simplify the generation of nitrogen flow balances – Digital mapping of nitrogen cycles S. 1-8

„… fast, non-contact prediction of dry matter, total nitrogen and ammonium content, and estimation of …”

L. Friedrich, P. Simon, A. Hoffmann, K.-L. Krieger Classification of manure type and their influence on the accuracy of nutrient determination in organic manures using NIR spectroscopy S. 359-364

„… learning: data mining, inference, and prediction. New York, NY: Springer, 2017. [5] Tharwat, A …”

D. Janke, M. Bornwin, T. Amon, B. Amon, K. Coorevits, P. v. Overbeke, A. Declerck, P. Demeyer Development and validation of a low-cost online monitoring tool to manage barn climate and emissions from livestock housing systems S. 203-210

„… agreement with a continuous over prediction of the NH3 concentrations by the low-cost NH3 sensor. With this …”

H. Battke, L. Krause, J. Petri China’s spraying drone trend – a European opportunity? S. 217-234

„… can conclude that many of the predictions of 2016 indrone-based remote sensing did not materialize …”

doi.org/10.51202/9783181024065

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VDI Wissensforum GmbH (Hrsg.)

ELIV 2021

Reihe: VDI-Berichte

Band 2384 2021

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

„… Active Acoustics Innovations Supported by Tuning & Prediction Tools Dr. Ziv Hermon, Silentium …” „… the OEM and consumer. Silentium's aggregations of core ANC technology with tuning and prediction …” „… & Prediction Tool Given the diversity of vehicle variants and the sensitivity of the performance of active …”

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

„… continuously improving prediction accuracy in a “closed-loop” cycle with contextualized realtime data. The …” „… time-to-charge predictions, are a prerequisite for high-precision journey ETA and preventing EV drivers getting …” „… stranded. Highly accurate predictions of battery SoH and cell unbalancing can avoid dangerous situations …”

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

„… parameters. Also, a learning-based prediction technique is proposed to estimate the health status of battery …” „… , 2021580 Developed the State of health (SOH) prediction system of battery for the fleet of vehicles …” „… analytics engine is an SOH prediction model. The time series characteristics of the battery capacitance …”

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

„… control (charge and discharge ), electric range predictions, and end-of-life prediction inaccuracies in …” „… learning to predict the SOC accurately. The SOC determined is then used for accurate SOH prediction and …” „… , 2021608 Fig. 1: Remaining Useful Life Prediction in Hybrid Vehicles Fig. 2: Remaining Useful …”

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

„… symptoms of an individual vehicle with the entire fleet. One benefit is better prediction of the remaining …” „… : Steer-by-Wire application The reliable prediction of failures may reduce the likelihood of failures during …” „… classifier substantially improves the prediction quality (ML Classifier in Fig. 16). Fig. 16 …”

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

„… can be achieved using model prediction control (MPC) systems. Traditional MPC has a good performance …” „… ? ? ? ? , ? ? (2) VDI-Berichte Nr. 2384, 202176 Fig. 1: Block diagram of a traditional model prediction control …”

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

„… defined policy. For example, one could average the predictions of all modified patterns and take the …” „… average as the classification result. Compared to the training phase, the effect on prediction accuracy …”

Titelei/Inhaltsverzeichnis

„… , Catania, Italy Active Acoustics Innovations Supported by Tuning & Prediction Tools …”

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

„… the future and contain predictions about how the future may unfold. To support this, IRIS supports …”

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

„… balancing system, state of charge and health estimation, and power prediction for a safe operation. In …”

C. Cremers, P. Hubertus, R. Laszlo, M. Pfeifle, O. Muratov Augmented Reality Guidance based on 6D Positioning and HD Lanes S. 367-380

„… , prediction of other user’s trajectories, and situation analysis). Likewise, if the vehicle unintentionally …”

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

„… Environment Models Extended through V2X Communication and Role-Based Behavior Predictions,” in IEEE 16th …”

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

„… Szypulska ; Zbigniew Piotrowski, Prediction of fatigue and sleep onset using HRV analysis, in IEEE …”

doi.org/10.51202/9783181023846

VDI Wissensforum GmbH - LAND.TECHNIK AgEng 2023

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VDI Wissensforum GmbH (Hrsg.)

LAND.TECHNIK AgEng 2023

Reihe: VDI-Berichte

Band 2427 2023

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C. A. Arévalo-Montaña, S. Böttinger Tractive effort prediction based on dynamic soil parameters S. 235-246

„… Tractive effort prediction based on dynamic soil parameters César Andrés Arévalo-Montaña, Prof …” „… driving test measurements with the single wheel tester in the experimental area and the prediction of the …” „… with increasing wheel load in both measurement and prediction. For the wheel load of 27 kN no …”

B. Kazenwadel, S. Becker, L. Michiels, M. Geimer Data-driven algorithms for predicting energy-efficient operating points in agricultural soil tillage S. 519-528

„… potential. During adjustments of the operating speed, fuel consumption can vary. The prediction of the most …” „… prediction. Further applications include weather analysis and yield prediction. [1] The control of the …” „… modeling combined with a neural network for fuel rate prediction [4]. Both algorithms were limited to a …”

B. Teurlinx, T. Ruigrok, F. Tamminga, J. Ijsselmuiden, K. Bennin, Ö. Babur High Accuracy and High-Speed Crop Root Position Detection for Green-on-Green Mechanical Weeding S. 69-78

„… middle 80% of the image. This was done to ensure that only the predictions made on fully visible sugar …” „… consecutive image while driving over the field. Next, each prediction and ground truth within the field of …” „… evaluation was classified as either True positive, False positive, or False negative. A prediction was …”

A. Tamrakar, M. Roberge Grain Handling Simulations in Combine Harvester – Simulation Development, Validation and Optimization S. 395-402

„… are essential to align the model with real-world behavior and build confidence in its predictions …” „… prediction A more rigorous DEM validation involves statistical analyses to quantitatively compare simulation …” „… responses. VDI-Berichte Nr. 2427, 2023 399 Fig. 5: Quantitative validation of grain damage prediction …”

R. Grimm, M. Kügle, F. Kattler, J. Mayer, A. Fekete, M. Sepp Classifying tractor operational modes using a supervised machine learning model S. 93-108

„… applied showed high accuracy in their predictions. However, it's worth noting that the study utilized a …” „… plausibility of label-to-feature relationships and in model building, testing, and prediction. Table 1 provides …” „… model-based classification of operational modes. During the final prediction of new data, the rule-based idle …”

E. Eder, U. C. Bicici, P. Riegler-Nurscher Evaluating the work quality of in-row hoeing systems using computer vision methods S. 477-482

„… instance centers. Finally, label predictions are merged using majority voting based on predicted label …” „… organic matter, dead organic matter, stone, and maize area prediction are shown. The result shows the …”

A. Grever, M. Kreyenhagen, B. Johanning A hybrid system architecture for combined task and motion planning as well as motion control based on cloud and onboard services using the example of different combinations of highly automated impleme... S. 175-180

„… method for task and motion planning that enables agents to make high quality predictions about the costs …” „… . High quality predictions of effort for motion and alternative actions are crucial for making efficient …”

F. Gerdes, L. Frerichs, A. Eitzlmayr, E. Karer, A. Feyrer, M. Hofer, D. Weberndorfer A comparison between conventional calibration experiments and the Excavator Test for DEM soil calibration S. 79-86

„… Austria. VDI-Berichte Nr. 2427, 202384 References [1] Obermayr, M.: Prediction of load data for …” „… validation for the prediction of draft forces in cohesive soil. Journal of Terramechanics 53 (2014), p …”

S. Belau, D. Neitemeier, J. Witte, T. Töniges, Y. Ehlert, Janina Amsbeck App based chop quality estimation for silage maize harvest quality optimization S. 321-326

„… (blue) and prediction interval 𝑃𝐼 (light blue) Fig. 4: Left: Test for reproducibility with 5 …”

S. Bosse, J. Magnusson, E. L. Wisotzky, A. Hilsmann, P. Eisert, E. Gassen, M. Reichardt, A. Stein, J. Heil, M. Hussaini Platform-Based and AI-Enabled Farming to Foster Agricultural Ecosystems S. 441-454

„… . [16] M. Maimaitijiang u. a. „Soybean yield prediction from UAV using multimodal data fusion and deep …” „… yield prediction using convolutional neural networks from environmental and phenological data“. In …”

L. Angelucci, M. Mattetti, F. Pinet, A. Vertua Traction test methods to assess the energy efficiency of agricultural tractors and tires S. 263-268

„… , W.W., 1987. Traction Prediction Equations For Bias Ply Tires. ASAE Paper No. 87-1622. [4] Tekeste, M …”

C. Campanella User experience evaluation, based on Ergonomics and Virtual Reality tools on CNHi agricultural tractors S. 363-370

„… object, sensors for tracking the human body. The result is a more accurate and faithful prediction of …”

T. Blume, L. Neumann Self-supervised learning for an agriculture driver assistant system S. 471-476

„… predictions, which in turn affect the driving behavior in the field. However, manual labeling is …”

R. Konradt, S. Schmidt Design of an adjustable lightweight stilt tractor – Concept tractor for the application of biological control in maize S. 289-294

„… km/h, the resulting prediction is intended to provide equivalent functional and safety performance …”

K. Kivekäs, A. Lajunen R. Stirnimann#S. Gfeller High-fidelity simulation modelling of agricultural mobile robots S. 255-262

„… . Reece, “Prediction of rigid wheel performance based on the analysis of soil-wheel stresses part I …”

H. Keränen, M. Gorius, J. Witte, T. Nothdurft AEF Wireless In-Field communication – Ad hoc V2V Video Communications S. 379-388

„… the model by comparingthe measurement results to theoretical prediction in the Fig. 5 .Fig. 5: RSSI vs …”

Titelei/Inhaltsverzeichnis

„… . Meltebrink, SICK AG, Waldkirch Tractors And TiresTractive effort prediction based on dynamic soil parameters …”

doi.org/10.51202/9783181024270

VDI Wissensforum GmbH - International Conference on Gears 2019

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VDI Wissensforum GmbH (Hrsg.)

International Conference on Gears 2019

Reihe: VDI-Berichte

Band 2355 2019

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A. Miltenović, M. Banić, V. Miltenović Prediction of heat generation of crossed axis gearbox S. 583-594

„… Prediction of Heat Generation of Crossed Axis Gearbox Assist. Prof. Dr.-Ing. Aleksandar …” „… performed numerical research a new method for prediction of heat generation was proposed. 1 …” „… , 2019 593 REFERENCES [1] Miltenović, A., Banić, M., Miltenović, V., Prediction of Heat Generation in …”

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 …” „… gearbox’s transmission accuracy and the prediction of transmission accuracy lifetime based on the real …”

H. Wang, X. Wen, C. Zhou, Z. Liu Wear prediction for double helical gears grinded by forming method S. 315-330

„… Wear prediction for double helical gears grinded by forming method Hongbing Wang, Xiumei Wen …” „… numerical model of mild wear prediction for spur gears and extended it to helical gears by treating a …” „… . 2355, 2019316 Published papers have mainly focused on the grinding process or wear prediction models …”

A. D. Rauch, C. Wirth An easy-to-use and fast computational model for the prediction of the influence of manufacturing errors on gear transmission error S. 645-656

„… An easy-to-use and fast computational model for the prediction of the influence of manufacturing …”

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

„… predictions/calculations based on the available SN curve [6] (Figure 6.a) for the gear material 17CrNiMo6. By making use …” „… under static loading. Fatigue life predictions based on fatigue theories have also shown some …” „… the single tooth fatigue tester (fig 1 b). 2. Numerical predictions Static Loading: Two versions …”

J.-A. Meis, F. Teklote, M. Borowski Simulation of the tooth root strength under consideration of material quality, finishing process and size effects S. 161-172

„… as a digital twin of performance and enables the prediction of the fatigue behavior of tooth roots …” „… impossible for regression models to deliver predictions with acceptable accuracy, as they usually cannot …” „… regression models, some of which were even very complex. None of them reached an acceptable prediction …”

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 …” „… material data listed in Table 1. The accuracy of the workflow prediction is strongly dependent on the …” „… methodology and its influence on the workflow prediction. VDI-Berichte Nr. 2355, 2019 1337 Fig. 2 …”

M. Ruzek, F. Ville, P. Velex, Y. Marchesse Windage power loss reductions in high-speed gear pairs S. 91-100

„… the measurement technique. As expected Diab model predictions are close to experimental measurements …” „… the opposition of the surrounding air. When considering the numerical predictions, one observes at …” „… , sliding mesh approach would lead to better predictions and will be therefore used in future …”

C. Natali, A. Rezayat, D. Park, P. Jiranek, T. Tamarozzi Analysis of manufacturing variability on the transmission error of an internal gear pair using a multibody framework S. 1099-1110

„… from the nominal design values among teeth of the same gear. The prediction of gearbox vibrations …” „… . (a) (b) Fig. 5: (a) Rigid model, (b) TE trend prediction over the experimental results (a) (b …” „… ) Fig. 6: (a) Rigid model with measured assembly error and deflection, (b) TE trend prediction over the …”

F. Rudolph, S. Schumann, B. Schlecht Consideration of solid particles in a gear lapping simulation S. 1675-1686

„… of a solid tool, however, makes the prediction of the resulting topology difficult. Thus, the design …” „… particles can take on multiple forms of motion, causing different wear phenomena. Therefore, the prediction …” „… in 1953, the Archard model for abrasive wear has been widely used in the prediction of wear depth …”

K. Takaki, M. Sugimoto Optimization of hypoid gear macro/micro geometries for high efficiency drives, taking into consideration NVH and strength S. 367-378

„… efficiency drives by using our newly developed prediction method. The influence of hypoid gear macro …” „… micro geometries for high efficiency drives by using our newly developed prediction method. 2 …” „… good accuracy. (2) The proposed friction prediction equation was used to analyse gear macro geometries …”

A. Carbonelli Transferring knowledge about gear systems to machines in order to improve diagnosis efficiency S. 1065-1076

„… rise of Machine Learning technology is a new tool to improve efficiency of predictions and simulations …” „… those data in order to make some predictions which can feed our understanding back by correcting it in …” „… order to improve our predictions. The last step, but not the least, will concern the anticipation …”

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 …” „… breakthrough of the proposed approach can be the prediction of load sharing ratio through the gear lifetime …”

F. Concli, L. Maccioni, C. Gorla Power loss analysis of different high-power density gearbox typologies: CFD analysis and experimental measurements on a cycloidal gear set S. 101-114

„… research, models are available for the prediction of the power losses related to gear meshing (sliding …” „… seem to be missing is a transversally applicable method for the prediction of the load independent …” „… planetary gearbox: An integrated numerical-analytical prediction model and its experimental validation …”

S. Matkovič, A. Pogačnik, M. Kalin Comparison between VDI 2736 wear calculation and experimentally obtained results S. 1311-1322

„… pin-on-disc tests. Accordingly, the validity of the methods for gear wear prediction still needs to be …” „… thermal wear and its performance prediction. Tribiology International 43 (2010) 6 pp. 433–439 [4] Mao K …” „… pp. 1339–1346 [13] Kissling U., Hauri S.: Wear on gears: Prediction of the worn tooth form and …”

R. Slatter Condition monitoring of gearboxes using magnetoresistive sensors S. 229-244

„… , accurate predictions of remaining useful life are increasingly possible. 1. Introduction …” „… expected. Fig. 10: Comparison of actual and predicted operating life [28] A prediction of remaining …” „… Integration Conference, Dresden, March 2018 [4] Bechev, D. et al: Strategy for the diagnosis and prediction …”

Titelei/Inhaltsverzeichnis

„… , Garching; B. Zornek, Former member of FZG, now Magna PT B.V. & Co. KG Wear prediction for double helical …” „… . Kleiber, Schaeffler Technologies AG & Co. KG, Herzogenaurach Prediction of transmission accuracy lifetime …” „… , Schaeffler Technologies AG & Co. KG, Herzogenaurach f Worm and crossed axis helical gears Prediction of heat …”

H. Blettery, D. Talbot, A. Kahraman, H. Xu A methodology for measurement of loaded transmission error of hypoid gear pair with misalignments S. 619-634

„… published studies dealing with prediction of transmission error of hypoid gears, there are only a few such …” „… of time history measurements with model predictions without order-domain analysis, and noted …” „… ., Lenski, J.W., 1994. “Comparison of Transmission Error Predictions with Noise Measurements for Several …”

J. Brimmers, M. Willecke, C. Lopenhaus, C. Brecher Investigation of the potential of using surrogate models in the gear design process S. 727-740

„… between prediction and given data point (residuum) is calculated. The mean squared error (MSE) is a …” „… evaluate the quality of the prediction for points not being part of the training data. The surrogate model …” „… a measure of quality of the prediction and the test data is calculated. The lower the error the …”

F. Concli, C. Gorla Dynamic models for planetary gearboxes SHM S. 471-480

„… good agreement between the predictions and the tests. For the back-to-back test rig, the effect on the …” „… numerical prediction of the presence of pits has been investigated: the simulations have pointed out the …”

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 …” „… prediction of gear wear was not possible at the time of writing this paper. With current framework and FEM …”

K. Mukaiyama, M. Nakagawa, T. Hirogaki, E. Aoyama Investigation of meshing phenomenon of hypoid gears with different offsets via high response infrared video thermography S. 505-516

„… ), pp. 314-323. [2] M. Kolivand, S. Li, A. Kahraman, Prediction of mechanical gear mesh efficiency of …” „… ), pp.1085-1090 (in Japanese). [4] H. Xu, A. Kahraman, Prediction of friction-related power losses of …”

M. Solf, C. Lopenhaus, T. Bergs Influence of elastic effects on the grinding force in plunging bevel gear grinding S. 1687-1696

„… requirements. The knowledge of the grinding force is essential for the prediction of the properties of the …” „… near surface zone and the load on the grinding tool. Therefore, the prediction of the grinding force …”

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

„… prediction at teeth is expected, especially with respect to friction, lubrication, temperature and tooth …”

T. Kleiber DIN Q6 meets DIN Q10 – Need for modern internal gear production S. 415-424

„… had to get developed to do precise predictions on expected NVH level. It proved that a very high …”

X. Du, B. Chen, X. Shan Robust force control of series elastic actuator using disturbance observer S. 1111-1122

„… Hooke’s law would result in erroneous force predictions. Instead, the realization of an accurate force …”

A. Kubo Influence of stressed volume of tooth flank on the surface durability S. 15-24

„… prediction of tooth flank incorporate the Hertzian contact stress of mating tooth flanks as the index for …”

M. Fromberger, S. Sendlbeck, M. Rothemund, J. Gotz, M. Otto, K. Stahl Comparing data sources for condition monitoring suitability S. 257-268

„… [2] Bihr, J., Heider, M., Otto, M., Stahl, K., Kume, T., Kato, M.: Gear noise prediction in …”

T. Kahnenbley, G. Gravel Gear standards for reliable measurement of noise-causing gears – Quick verification of the measurement precision S. 1813-1822

„… . Prediction models on tool geometry, cut gear tooth surface topography, chip geometry, and tool cutting forces …”

T. Pinel, J. Bruyere, P.Velex, L. Billet Parametric Study of a 3D trochoidal reducer model with involute profile S. 437-448

„… error, prediction of the reducer use limits can be done. Therefore, the design of trochoidal reducer …”

K. Daubach, Manuel Oehler, Bernd Sauer A method to determine local wear of worm gears with highly resolved circumferential backlash curves S. 595-606

„… .; Snidle, R.W.: Prediction of the wear pattern in worm gears. Wear 261 (2006) pp. 666-673 [10] Jbily, D …”

A. Kubo, M. Nagae, K. Kawasaki Japanese standardization for gear steel qualification via evaluation of HV-scattering S. 893-902

„… quality prediction, it is needed to use rather light loading for making HV indentation. From my …”

M. Chapron, Q. Theurillat-Bonjour Tooth contact analysis of non-circular gears with non-involute tooth profiles: Application to horological spur gears S. 925-936

„… proper prediction VDI-Berichte Nr. 2355, 2019 925 of contact pressure on tooth flanks is required …”

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

„… are not available, then detailed durability prediction cannot be conducted. Therefore, research …”

X. Tian, Y. Wu, J. Han, L. Xia Online estimate and compensation of the gear machining error based on electronic gearbox cross-coupling controller S. 1835-0

„… , 20191836 method can analyze the tracking error of five axes in real time, calculate the prediction value …”

L. Ryali, D. Talbot A gear load distribution model for planetary gear set with a flexible carrier S. 809-822

„… ), thus making the load distribution predictions more reliable and accurate. This model was further …”

S. Nowoisky, M. Grzeszkowski, C. Guhmann, J. G. Pelham Monitoring concept study for aerospace power gear box drive train S. 269-286

„… lifetime-prediction and failure detection of future turbofans components," in Schwingungen in rotierenden Maschinen …”

B. Hu, M. Zheng, C. Zhou Tribo-dynamics model of a spur gear pair with gyroscopic effect and flexible shaft S. 541-554

„… of Powertrains, 1 (2011) 4-21. [26] C. Zhou, B. Hu, X. Qian, X. Han, A novel prediction method for …”

D. Mevissen, C. Lopenhaus, T. Bergs Calculation of mixed friction conditions in large-scale rolling-sliding contacts for different surface structures S. 555-568

„… calculation of mixed friction condition by the prediction of the geometrical surface changes during …”

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