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VDI Wissensforum GmbH (Hrsg.)

Dritev 2022

Reihe: VDI-Berichte

Band 2401 2022

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A. J. Wimmer High-Speed Testing: The Fast Lane towards a Running System S. 365-380

„… applications at Isar Getriebetechnik over the last years. Fig. 1: Power, speed, and torque requirements of …” „… applications in large balancing machines is a shifting mechanism in power split gearboxes. This provides the …” „… "plug-and-play" solution to be installed easily on existing and new test stands. Power Requirements for Testing …”

F. Duchi, M. Ivarson, A. Schmitt, F. Haag Innovative E-Drive testing and software optimization – Key to maximize range, comfort and robustness of modern electric powertrains S. 37-60

„… a WLTC cy-cle with the different ICU applicationsFig. 4]:  It is possible to achieve an improvement …” „… is the key component that convert DC voltage from the battery into AC to power the electric motor …” „… . How the application of the inverter is performed has a big impact on the system and the quality of it …”

F. Schuchter, M. Schönstein, K. Bause, A. Albers Temperature Modelling of a Dual Clutch with Artificial Neural Networks S. 335-346

„… publication presents a method that uses artificial intelligence to train a temperature model based on vehicle …” „… measurement data. A supervised learning algorithm is used that trains a neural network. The temperature …” „… deviation between the original model and the artificial neural network is reduced by 54%. The application of …”

M. Schröder, K. Herold, C. Monissen Efficiency Increase of Electric Machines with Active Thermal Field Weakening S. 119-132

„… are based on a compact electric vehicle, driven on one axle by a drive train with a peak power of 150 …” „… context, the electric machine contributes to the losses in the drive train of elec-tric vehicles. With …” „… with high magnetic energy density are used due to high power requirements. Their strength cannot be …”

C. Ugare, A. Sibirko Plastics in high reliability Power Inverter Applications S. 209-222

„… Plastics in high reliability Power Inverter Applications Integrated circuit packaging, cooling …” „… diesel engine by a pure electrical power train. The manufacturers are targeting to achieve several …” „… the higher output power required for CV applications. This leads to higher currents assuming the same …”

G. Göppert, M. Adrian AI Approach to Wet Friction Torque Model Adaptation S. 321-334

„… . LSTM can back-propagate many cells without eliminating the gradients. The application and learning of …” „… problem. Nevertheless, for an online adaptation, a solution consuming less space and calculation power …” „… series application is based on engineered model with compensations which can be learned online to adjust …”

J. Kniel, M. Göckler, B. Müller Holistic thermal management as a “must have” for efficient BEV S. 397-406

„… will overheat in the cycle and the continuous power of the drive train will be lower than it would be …” „… temperatures, enabling high charging power and make sure that every component is brought and kept in its …” „… E-Motor and Power electronics to the system requirements and vice versa. Optimizing the interface between …”

F. Lagier, N. Freund, K. Bause, S. Ott, A. Albers Simulation-based evaluation of high-speed PEEK gears in automotive powertrains and design of a validation environment for high-speed gears S. 223-240

„… environ-ment, which allows the material to be investigated in an application as high-speed gearing, is …” „… basis of data obtained in this way, conclusions are drawn about the possible applications of PEEK in …” „… gearboxes in the electric drive train and future research needs are opened up. 1. Introduction and Research …”

K. Lee, M. Song, S. Lim Multi-body Dynamics of a Vehicle Axle System Based on a Time-varying Gear Mesh Model for Investigating Hypoid Gear Noise and Vibration S. 185-196

„… troublesome due to the inherent mechanical complexity of the gear train and the inability of the certain …” „… train with a multi-degree of freedom dynamic model [5, 6]. They suggested a technical overview of such …” „… charac-teristics of the rear axle in a vehicle application. In the hypoid gear set, the precise time-varying hypoid …”

S. Cortès, A. Albers, C Dettmann, P. Boche Chassis Dynamometer – a development environment for calibration and validation of vehicle drivetrains in context of RDE legislation? S. 347-364

„… accompanied by a significant expansion of the operating range of power-trains, emission behavior and fuel and …” „… takes into account the application areas of this validation environment and the objectives of different …” „… bench automation calculates the corresponding required drive power for each velocity of the test object …”

doi.org/10.51202/9783181024010

VDI Wissensforum GmbH - Dritev – Drivetrain For Vehicles 2019

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VDI Wissensforum GmbH (Hrsg.)

Dritev – Drivetrain For Vehicles 2019

Reihe: VDI-Berichte

Band 2354 2019

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B. Müller, C. Angrick, M. Fritz New concepts for electrical drive trains for high power density

„… e-motor, power electronics, sensors to software application-specific, high power density solutions with a …” „… application-specific power requirements. To scale power electronics in various applications in the light of the …” „… New concepts for electrical drive trains for high power density Bruno Müller, Carsten Angrick …”

A. Moser, F. Brezger Efficiency improvements in transmissions using new latching technologies in clutch & hydraulic actuation systems

„… mechanical power into hydraulic one. Conventional vehicles and also different EV drive trains with …” „… Application DCT, AT, EV Baseline DCT Power Savings with Latching Hub Simulating the 7speed DCT transmission …” „… suitable for different transmission and drive train topologies a further evaluation of their power …”

S. Sudo, T. Maeda, R. Kobayashi Drivetrain trend of truck of Asian market and new technology drive train for HD truck

„… development for Asian markets; Cost: consider minimize power train configuration. Small displacement engine …” „… Japanese market Hybrid power train configuration is P2 type train system. Hino Motors developed new hybrid system for heavy duty long haul trucks …”

H. Schäfer System impacts to the electrical drive by using SIC-power semiconductors

„… electronic for drive train applications. The improvement of power, power density and efficiency in relation …” „… used for the power semiconductors. For future applications with a demand on higher switching …” „… application. Fig. 1: Typical electrical drive 2. Motivation for using power-switches based on …”

W. Wenzel, M. Eglinger, M. Li, C. Sieg, J. Hengst, F. Küçükay Next generation of 48V HEV

„… of up to 12 kW and usually a less power for electric boosting on the crankshaft. P0 applications are …” „… train hybridization compared to a power split hybrid. The further development of 48V drive train …” „… 48V HEV play an important role. Current 48V hybrids provide a peak electrical power of approximate …”

A. Grunwald Transmission system footprint related to fatigue, efficiency and NVH

„… several e-drive & hybrid applications with different gear trains and integration level. Most …” „… gear train structures in e-drive & hybrid applications. VDI-Berichte Nr. 2354, 2019 371 Fig. 3 …” „… application VDI-Berichte Nr. 2354, 2019380 Furthermore, above data of power losses is used as input for a …”

H. Gürbüz, S. Ott, A. Albers Potentials for improving the system behaviour of highspeed clutches for BEV using optimal transmission springs

„… power density, control and comfort in future powertrains and to take account of the new challenges in …” „… electric machine can be reduced. Through using of more powerful electric machines and power electronics in …” „… Nr. 2354, 2019266 power density. In addition, the operation of the electric machine in optimum …”

V. Schroiff A modular Concept for EMI shielding of thermoplastic housings for E-Cars – An innovative approach to support weight saving and function integration

„… : Current OEM concepts for the electrified drive system Application of power semiconductors in e-engines …” „… electrical drive train the skin effect plays an important role. Due to the low penetration depth of the …” „… results. Based on the measurement results a production concept was developed for the serial application …”

R. Dold New powertrain concepts for heavy duty commercial vehicles

„… applications PHEV type cells acceptable compromise due to high power and relatively high cycle life …” „… Trucks focusses on development of Zero Emission Vehicles (ZEV) for different Truck applications (Light …” „… energy densities Another option is the Catenary HD LH application, for which tests are planned in …”

S. Demmerer Efficiency of electric axle drive systems – Potential of multi-speed-drives

„… cars or commercial vehicle applications. For reasons of efficiency, two-speed transmissions have been …” „… and continuous power at high velocities are also required to improve electric vehicles (EVs …” „… Enhancement The e-motor is characterized by power and torque. The transmission reduces the rotational speed …”

M. Niklas, G. Reichart AUTOSAR Adaptive Platform – The standardized software framework for safe and intelligent e-mobility

„… power, updates-over-the-air, communication with backend-systems, dynamic deployment of applications, as …” „… increasing demand from deeply embedded applications for computing power, a third type of ECUs arises with …” „… the first choice for deeply embedded systems realizing typical power train and chassis …”

A. Kinigadner, T. Biermann Schaeffler eAxle family – future solutions for the electric drivetrain

„… actuator power stage here. It is ideally suited for use in an electric axle application, even in …” „… combination with e.g. a parking lock or gearshift unit. A wide range of applications require a power module …” „… ratios A current design for a single-speed application can be seen in Fig. 8. With a peak power of …”

K. von Rueden, C. Danzer, J. Liebold, T. Mueller, T. Hirschbeck 1, 2 or 3 – how much it would be? Evaluating the need of multispeed electric drives coming from different perspectives

„… conventional, hybrid and allelectric power trains. Development goals, such as high starting performance and …” „… presentation, different approaches to the design of electric power trains with one or more gears are shown …” „… applications that can be used to represent the modular systems of an entire vehicle fleet consisting of …”

C. Schoerghuber, I. Müller, H. Wiener Dedicated hybrid transmission for commercial vehicle applications – Mechanical layout, system analysis and simulation of a dedicated hybrid transmission for commercial vehicles

„… particular with dynamic load profiles as they are usual for city bus applications, via power-split and pure …” „… resulting traction torque, speed and power characteristics of the DHT for a city bus application are …” „… the described way. In Fig. 8 the torque, speed and power characteristics of a city bus application …”

A. Kooy, R. Seebacher Minimize torsional vibrations – Full isolation if necessary

„… politics. The drive train however will change significantly because of the high percentage of hybrids …” „… to package the electrical motors in the drive train, the space for the dampers is even more limited …” „… -cylinder application, with a typical transmission inertia, it is in an often-used engine speed range. One …”

O. Simon, W. Heubner Triple wet clutch module and actuation system, shift cylinders and park lock for modern hybrid transmissions – Architecture and technical description of a triple wet clutch unit and the related active...

„… Wet Clutches for Hybrid power trains, challenges for packaging and fuel efficiency optimization, CTI …” „… stake, particularly on FWD applications. The integration of the disconnecting clutch between ICE and …” „… central power packs, which are generated by their constant high pressure level and leakages in the spool …”

R. Nasdal, K. Masser Diverse requirements, one product family – The HV Kit for LCV from MAGNA

„… electrification. This leads to diverse requirements concerning how much electric power needs to be installed and …” „… solutions for every demand: Pure EV eDrive units with 90kW up to 280kW of power each. The combination of …” „… distance fuel economy and EV mode for cities, two different kind of hybrid drive trains are offered: The …”

M. Lindström Gas powered heavy duty vehicles from Scania: Current program and future potential

„… vehicle use. These are Euro 6 engines in the power range 280 – 410 hp for use in trucks, buses, coaches …” „… Systems One interesting application for Scania’s gas engines is in so called BRT-systems. A Bus Rapid …” „… Transfer, BRT-system offers a transportation capability similar to that of a train- or subway system at a …”

C. Leonhardt, M. Otto, K. Stahl Potential of lightweight construction and component properties of joined spur gears

„… applications with smaller power density or the use as idler gear or planetary gear where no resulting torque …” „… vehicle is located in the drive train. Rotating parts not only influence the mass of the drive train, but …” „… . Gears are an important part of the drivetrain and transmit the power of the engine by converting the …”

A. Lampe, R. Serway, L. Große Siestrup, C. Gühmann Artificial intelligence in transmission control – Clutch engagement with reinforcement learning

„… quality of automotive applications. In particular, embedded automotive applications can benefit from …” „… data and computational power for training (program creation). As a result, current standard embedded …” „… Context of Functional Safety Machine learning is used in many day-to-day applications such as personal …”

M. Maillard, L. Laurenty, S. Chretien Impact of hybridization on functional safety for low voltage eMotors – Impact of electrical and hybrid architectures (P2 P4) on the ASIL of electrical machines (eMotors)

„… of hybridization mechanical architectures panel: Hybrids power trains have different very well-known …” „… remains on Wrong Torque generation which was not applicable for micro hybrid application and maximum ASIL …”

doi.org/10.51202/9783181023549

VDI Wissensforum GmbH - International Conference on Gears 2023

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VDI Wissensforum GmbH (Hrsg.)

International Conference on Gears 2023

Reihe: VDI-Berichte

Band 2422 2023

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F. Concli, M. N. Mastrone Latest advancements in the lubrication simulations of geared systems: a technology ready for industrial applications S. 499-518

„… results of high-speed helical gear trains,” in Volume 4: 9th International Power Transmission and Gearing …” „… an aeroengine epicyclic power gear train: Numerical investigation,” in Volume 1: Aircraft Engine …” „… industrial applicationsProf. F. Concli, M. N. Mastrone, Free University of Bolzano/Bozen, Bozen …”

D. Park, A. Rezayat, Y. Gwon Design optimization of multi-stage gear trains with asymmetric teeth under a broad range of torques by incorporating multibody simulations S. 383-396

„… multi-power flow gear train by considering both macro- and microgeometry parameters to satisfy strength …” „… of optimization for a gear train that has multi-mesh and multi-power flow, an 8-speed DCT …” „… directions. The operating condition design variables include 5 levels StartAnalyze power flow of a gear train …”

Titelei/Inhaltsverzeichnis

„… | 148 mm x 210 mm CFD: ApplicationsChallenges and possibilities of virtual development of e-axle …” „… , Blankenfelde-Mahlow, GermanyEfficiency-improvement with low-loss-gears by two different application 13B.-R. Höhn, TUM …” „… Power Transmission Research Laboratory, Departmentof Mechanical and Aerospace Engineering, The Ohio …”

W. Ramdane, C. Changenet, S. S. Ouali, C. Chevrel-Fraux, P. Casanova Thermal model of a planetary gear set using an isothermal approach S. 451-466

„… epicyclic gear train, defines conditions of the oil ring regime, and investigates power losses during both …” „… planetary gear train. VDI-Berichte Nr. 2422, 202346211: Contribution of power losses (1200rpm 400Nm)12 …” „… , Christophe, VILLE, Fabrice, et al. Analysis of no-load dependent power losses in a planetary gear train by …”

A. F. İnceel, B. Özkan, B. Karba, M. Vardar A study on the efficiency prediction of a gear bearing drive by means of mathematical modelling S. 1135-1146

„… previous studies. Arnaudov et al. mentioned the types of power losses in general gear trains which are …” „… gear ratio used in modern robotic technologies, with the help of planetary gear train kinematics with …” „… by considering the power losses of the components within the system. Introduction & Research findings …”

B. Karba, N. Yildirim Backlash optimization via compatible gear couples on the assembly lines for planetary gearboxes S. 1147-1158

„… set gear pair, three gear trains, and planetary gearbox with using the self-compensation methodology …” „… smooth transmitting power. Gear engineers are responsible for determining backlashes in the design phase …” „… & external (spur and helical gear pair)• Spur and helical (three gears train)• Spur and helical (planetary …”

L. Binanzer, L. Merkle, M. Dazer, A. Nicola Pitting Detection for Prognostics and Health Management in Gearbox Applications S. 97-108

„… stationary applications. The greater the power that has to be transmitted, the larger and more expensive the …” „… Pitting Detection for Prognostics and Health Management in Gearbox Applications L. Binanzer, L …” „… . Abstract In critical industrial applications, gearboxes are already equipped with Condition Monitoring …”

B.-R. Höhn, Y. Zhang, M. Geitner, M. Otto Efficiency-improvement with low-loss-gears by two different application S. 13-18

„… application by a “normal planetary transmission” with very big power (torque). The ratio between in- and …” „… application modelled with Rikor the carrier c used for the output shaft (power and torque), the ratio can be …” „… all gear and transmission designers and is used for the 1st application. A very high gear ratio in a …”

A. Beinstingel, F. Haringer, W. Sigmund, M. Heider, B. Pinnekamp, S. Marburg Investigation of Sound and Vibration Behavior of Cylindrical Gears S. 599-618

„… Munich, GermanyAbstractAs technology progresses, the demands placed on drive trains are continuously …” „… aspect to a successful gear design. Since the main noise originates from the characteristic power …” „… . IntroductionIn modern power transmission systems, noise contributes as a quality feature to the success of a …”

N. Fujimura Application-oriented research on internal generating polishing S. 1863-1876

„… . Introduction and MotivationOn the trend of integrated power train development, planetary gear stages can …” „… power trains, leading to a positive effect on the efficiency of the overall system [1]. At the same time …” „… Application-oriented research on internal generating polishingM.Sc., P.E., Noritaka Fujimura …”

J. Sanchez-Espiga, A. Diez-Ibarbia, M. Iglesias, A. Fernandez-del-Rincon, F. Viadero, J. Calvo-Irisarri, A. Fernandez-Sison Statistical study of the mesh load factor of planetary gear transmissions affected by inherent manufacturing errors S. 139-156

„… manufacturing errors Application of the Method of Monte Carlo to the gear manufacturing process in planetary …” „… comparison to other kinds of gear transmissions. These rely on their compactness, robustness, power density …” „… for industrial applications such as wind generators [1]–[3], automatic vehicles [4], [5], helicopter …”

M. Werner, S. Graf, M. Oehler, O. Koch Investigation of the electrical behavior of a spur gear stage pair by means of impedance measurements S. 67-80

„… Kaiserslautern-Landau Kaiserslautern AbstractIn electric drive trains, an undesirable current flow can occur over its …” „… variability of electric motors in various drive trains. As a consequence of using this type of frequency …” „… peripheral components of the drive train are other elements that contact the rotor, such as the shaft-hub …”

A. Donmez, A. Kahraman Experimental Investigation of Influence of Indexing Errors on Gear Rattling S. 703-714

„… . Various automotive powertrain applications experience such noise issues ranging from timing gear trains of …” „… Kahraman,Gear and Power Transmission Research Laboratory The Ohio State University, Columbus, USAAbstract …” „… rattling of single- and double-mesh gear trains are investigated experimentally by using a recently …”

H. Jia, D. Qin, G. Hu, X. Xu, W. Bai Electromechanical Coupling Modeling and Torsional Vibration Analysis of Helicopter Electric Propulsion System S. 675-688

„… the second stage planetary gear train being 4.66. The rated speed and rated torque of the electric …” „… (r/min) 6060 Rated torque (N m) 330.91 Rated output power (kW) 210 VDI-Berichte Nr. 2422, 2023 677Table 2 …” „… in Fig. 2, and the switching values 𝑆 , 𝑆 , and 𝑆 represent the states of three sets of power …”

S.-J. Tsai, Q.-Y. Zhuang, L.-C. Chang Design and analysis of compound stepped planetary gear drives for better transmission performances S. 537-552

„… arrangement, high speed ratio and high power-density, planetary gear drives are widely used in various …” „… application. Compared with the simple type, the compound stepped planetary gear (CSPG) set can have a higher …” „… speed ratio. Therefore, they are very suitable for applications where the size of gearboxes is limited …”

H. Mahe Model based NVH design: e-bike application S. 1229-1238

„… with the gearbox torque. To help the diagnosis and understanding, a complete model of the power-train …” „… Model based NVH design: e-bike application Dr. Ing. Hervé Mahe, Valeo PTS, Amiens, FranceAbstract …” „… Power (ERP), the improvement obtained on skin vibration will be the same for acoustic power and acoustic …”

B. van Wissen, L. Pastukhov, F. Mitsuzuka, K. Iwanaga, A. Hasanovic NVH performance of thermoplastic gears: modelling and measuring S. 1389-1402

„… Performance Material Solutions, using material science, application know-how and design expertise …” „… very suitable polymer to use in high performance gear applications. A deep understanding of the …” „… know-how of these applications, is key to enable material development and proper material selection to be …”

D. Meyering, C. Hussmann Smart Gearboxes for a Sustainable and Reliable Industry S. 645-658

„… years. Within this paper, the analysis of some selected applications show how reliability can be …” „… limits a load-oriented and resource-optimized gearbox design for many applications. This leads to the …” „… widespread field of different applications. The high diversity of applications in the industrial sector …”

B. Guilbert, D. Dureisseix, P. Velex Hybrid models for the simulation of displacements and stresses in lightweight gears S. 315-328

„… applications, i.e. high rotational speeds. A number of results are presented, which prove the validity of the …” „… , simulations have been performed on the aeronautical power transmission shown in Figure 5, which comprises a …” „… transmission by combining substructures and elastic foundations – application on thin-rimmed gears. ASME J …”

S. Sklenak, D. Mevissen, J. Brimmers, C. Brecher, B. Lenz, A. Mehner Analysis of Load Cycles and Local Wear of Dry and Solid-Lubricated Gears S. 727-740

„… ., 2005,“Development of Power-train and Drive Line Components without Liquid Lubrication …” „… lubricant as by a liquid lubricant. The state of research shows that the application behavior is not …” „… stationary in terms of the frictional force and test piece temperature. For the knowledge of the application …”

doi.org/10.51202/9783181024225

VDI Wissensforum GmbH - ELIV-MarketPlace 2022

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VDI Wissensforum GmbH (Hrsg.)

ELIV-MarketPlace 2022

Reihe: VDI-Berichte

Band 2405 2022

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S. Singer Next generation SOC’s for domain and zonal architectures – Implications for required semiconductors S. 161-172

„… & IsolationLegacy Software DistributionCommunicationsSensor ConnectCo-Hosting ApplicationsLegacy Software …” „… service based applications?YStrict latency needs from edge-2-edge?YMay need mix of PDU Tunnels …” „… , need for Isolation of SW applications (either through Partitioning or Virtualization), aspects of mixed …”

V. Horvath, H. Laine, G. Blahut, A. Késmárki, M. Pfeifle Streaming Map Data Efficiently from Cloud to ECUs – A Cost-Efficient and Self-Adapting Solution for Intelligent Speed Assistance S. 239-248

„… Artificial Intelligence with the latest standardization activities. In our approach we train neural networks …” „… ease. Designed to limit engine power rather than apply the brakes, ISA stops the vehicle from …” „… powertrain unit. 3. AI Based Speed Limit Learning ADAS and Navigation applications are based on maps …”

doi.org/10.51202/9783181024058

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. Schaub, R. Schütte Performance optimization of CVT standard tractors in front loading application S. 21-28

„… introducing a dedicated, application-specific driving mode. The analysis of specialized machines like wheel …” „… Performance optimization of CVT standard tractors in front loading application Christian Schaub …” „… all applications. This paper discusses the optimization of driving behavior for front loading …”

C. Richard Innovative drivetrain concept for a high horsepower 4WD CVT tractor S. 269-274

„… applications, the focus is on traction, hydraulic power and high transport speeds. For this development it was …” „… innovative drive train for a 4x4 large tractor is developed. Based on market analyses and intensive customer …” „… surveys, the machine power as well as the maximum vehicle weight for field use are determined. Based on …”

S. Willems, R. Himmelsbach, S. Igl Electric powertrain solutions for tractors – An introduction to a highly integrated electric axle drive system S. 295-300

„… fuels will remain valid for agricultural off-highway applications, especially in the higher power range …” „… the second driveline if neither mechanical nor hydraulic power is needed for the application, i.e …” „… . Therefore, an integrated system in the lower power range is currently under investigation, utilizing ZF’s …”

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

„… important in power-intensive tasks in the agricultural industry, and therefore an aspect with optimization …” „… prediction. Further applications include weather analysis and yield prediction. [1] The control of the …” „… adaptations of off-policy algorithms, developed to train the policy 𝜋 with a static dataset and a different …”

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

„… data, application-specific sensors such as camera systems or NIR sensors are used in conjunction with …” „… data management, as well as application-specific aspects in the adaptation of AI methods and data …” „… complex category for robotic applications, which is justified by the spatial and temporal variability of …”

Titelei/Inhaltsverzeichnis

„… in Germany, Max Eyth (1836-1906).www.vdi.de/megContent Tractor Drive TrainsAn Analysis of Mixed …” „… Reduce Power Consumption 1X. Tian, R. P. Jenkins, CNH Industrial America LLC, Burr Ridge, IL, USA; J …” „… Bologna, Bologna, ItalyPerformance optimization of CVT standard tractors in front loading application 21C …”

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

„… the virtual DoE can also be used to train machine learning models, such as regression or neural …” „… used to train a machine learning model. The AI model is then employed to determine the optimal design …” „… ] Boac, J. M., Ambrose, R. K., Casada, M. E., Maghirang, R. G., & Maier, D. E. (2014). Applications of …”

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

„… supervised machine learning model validation prove that the predictive power of machine operational mode …” „… ’ tractor usage analysis, and offer a versatile framework suitable for potential application by …” „… implement usage is documented in diaries daily. As features, which serve to train, test, and predict the …”

M. Hengst, T. Herlitzius, H. Fichtl, I. Mai, K. Ludwig Field Tests with the Modular and Scalable Tillage Systems Feldschwarm S. 555-0

„… comparable with standard tractor-implement applications. Introduction and the Machine System Feldschwarm …” „… tested. The first applications selected are tillage processes, where process tools, drives and frames are …” „… ) Fendt 516 Vario Quelle: fendt.com Rated power: 163 PS [120 kW] Continuously Variable Gearbox (ML90 …”

doi.org/10.51202/9783181024270

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