„… Predictive Control based on Machine Learning M.Sc. Simon Becker, M.Sc. Benjamin Kazenwadel, Prof. Geimer …” „… level. System Modeling and Control Strategy The model requires access to internal machine measurement …” „… Automation and Optimization of Working Speed and Depth in Agricultural Soil Tillage with a Model …”

„… , process models and control algorithm M. Sc. Steffen Schwich, Dr.-Ing. Jan Schattenberg, Prof. Dr …” „… interactions to machine learning-based process models and the combination of the findings into a control …” „… predictions from the LQ-Model. Furthermore, an adjustment mechanism adopts the control parameter to the …”

„… Optimization of Working Speed and Depth in Agricultural Soil Tillage with a Model Predictive Control based on …” „… of soil models within the Discrete Element Method (DEM …” „… . Becker, B. Kazenwadel, M. Geimer, Karlsruhe Institute of Technology (KIT), Karlsruhe Inhalt f Control …”

„… operators. As such machines are capable of operating themselves in many situations, direct control tasks of …” „… ). A proper task analysis is key to identify demands for information and control functions as well as …” „… interaction. It also aims for a more detailed understanding of human operation in shard control scenarios in …”

„… model and a model predictive control (MPC) algorithm are used to calculate an optimal future harvest …” „… ] Peschke, T., Münch, P., Görges, D.: Model predictive control of self-propelled work machines with spatial …” „… Predictive Feed-Rate Control for Combine Harvesters Dr.-Ing. Philipp Münch, John Deere …”

„… algorithms together with a machine model and control functions implemented in MATLAB/ Simulink. A test of …” „… . 3). Fig. 3: Block diagram of combine steering control system based on [5] 4. System model …” „… the steering control system in a closed loop simulation, a model of the electrohydraulic steering …”

„… soil samples to develop calibration relationships through 4 different types of predictive models …” „… . Predictive models using partial least squared regression and 3 machine learning methods (Cubist, random …” „… Predictive Models in R Using the caret Package," 2008, vol. 28, no. 5, p. 26, 2008-11-10 2008. [35] R. W …”

„… www.dnb.de. f Analysis of Drive Trains Model-Based Chiptuning Detection of Diesel Engines …” „… Control, Darmstadt An Analysis of the Energy Consumption in the High-Pressure System of an Agricultural …” „… Sciences, HAFL Development of a tire-soil interaction model for agricultural tractors …”

„… , University of Modena and Reggio Emilia, Modena, Italy Abstract Armrest in tractors is like a control …” „… usually very big and intrusive, because they are full of controls and sometimes they are not really …” „… virtual environment, it was possible to test many different configurations of controls, checking which …”

„… management in a real vehicle. 5. Future Concept: Model Predictive Control for Connected HV Powertrain …” „… control strategies are required to fully exploit such complex problems. Model Predictive Control (MPC) is …” „… strategies, we continue developing a more sophisticated model predictive control strategy which is …”

„… controlled switchable main oil gallery pressure control set points to minimise hydraulic losses at low …” „… pollutant emissions after-treatment system with respect to particulates control. However, that left a …” „… intelligent coolant control. Consideration was given to coated parent bore cylinders which would have …”

„… Engine & EAS Control The main task of the Model Predictive Engine Controls (MPEC) within the EMSC is the …” „… control inputs are generated by a driver / cruise controller model, based on a desired road speed …” „… . The loop is then closed by the speed controller sensing the updated vehicle speed. Predictive control …”

„… used to assess and make a model-based validation of the performance of predictive control advances …” „… for conducting model-based validation of demonstrator trucks featuring a variety of predictive control …” „… environment can be used to assess and make a model-based validation of the performance of predictive control …”

„… Predictive Maintenance for TraXon Business Model and Technical Solution Dr. Matthias Holzer …” „… regarding new data-based business models is Predictive Maintenance. With the development of a Predictive …” „… . One trend regarding new data-based business models is Predictive Maintenance. Predictive Maintenance …”

„… 231 K. Feyerabend, WABCO GmbH, Hannover Predictive Maintenance for TraXon – Business Model and …” „… and integrated in the truck & trailer overall brake system control leading to significant fuel …” „… , Munich; P. Mentink, TNO, Helmond Implementation of Powertrain control for economic, low real driving …”

„… a conventional power vehicle The model has been extended with a power split controller in order …” „… to realistically model the State Of Energy (SOE) of the battery. The controller chooses the …” „… over the concept, the control approach and the communication between the individual parts of the …”

„… . With the developed models, predictive control algorithms and methods, AVL has established a toolchain …” „… combined with off-the-shelf components. Last but not least an advanced predictive control system is …” „… systems is extended by predictive control systems which optimize the operation of the system and …”

„… development of a Neural Network Model Predictive Control (NNMPC) and the federated learning approach. The …” „… , predictive control of heating/ventilation/air conditioning (HVAC), for example, saves fuel, electricity or …” „… , and P. Gáspar, “A predictive control for autonomous vehicles using big data analysis,” in …”

„… functionality into a single concept: Usage models (lights, sensors, climate controls, …) Management …” „… your cloud Since the central control unit (XCU) now provides a generic model, this data stream can be …” „… the generic models which represents the intended function of the ECU o e.g. define a climate control …”

„… Combustion Model for Premixed Combustion The two-zone combustion model is a control volumed based analytical …” „… predictive functions for flame propagation in premixed engines. The model divides the combustion chamber …” „… WFS subsidiary GFI Control Systems (https://wfsinc.com/brands) has also developed fuel system …”