„… safety needs. Diverse model predictive control (MPC) methods have been proposed to tackle this problem …” „… . traditional methods. The paper is organized as follows: Section 2 describes the model predictive control …” „… conclusions. 3. Model Predictive Control system (MPC) A Model Predictive Control (MPC) in an automotive …”

„… components, using Model Predictive Control techniques and Deep Neural Networks. 4. The parameters are …” „… real-time predictive insight. It does this by automatically learning mobility behavior models and …” „… building-block for the digital and business model transformation of the automotive industry. Context-aware …”

„… development process of future fleet generations. Furthermore, data-driven models have increasing importance …” „… of machine learning models in between different fleets (inter-fleet transfer learning). This enables …” „… quickly launching reliable machine models for new fleets with a lack of data. 1 Introduction The …”

„… first one is an anomaly detection system for predictive maintenance. The anomaly model regularly …” „… A Battery Digital Twin framework for Predictive Maintenance and State of Health Estimation of …” „… safety, predictive maintenance, and battery life. The on-board BMS cannot store or process large amounts …”

„… System are Fault Symptoms, which are generated via real-time system models. The Diagnostic Reasoner uses …” „… provides the underlying models for processing, fault isolation and technician advisory at design-time …” „… coverage by fault models with anomaly detection (Fig. 5), their occurrence can be substantially reduced …”

„… vehicle health functions and predictive maintenance. In the classic workshop scenario (the so-called …” „… following use cases specifically: monitoring all vehicles of a newly introduced model, running a dedicated …” „… domains which are controlled by an HPC as a domain controller. Consequently, each HPC provides access for …”

„… models. Introduction The increasing complexity of vehicle electronics and software is bringing an …” „… algorithms and models that are designed in serial and/or parallel signal paths. These pipelines can include …” „… signals in real time, these deep learning pipelines can provide valuable prognostic and predictive …”

„… range extension, and energy consumption reduction. 3. Vehicle model A dynamic, control-oriented …” „… obtain a control-oriented model for the application of the thermal management control strategies, both …” „… the development of a predictive control strategy based on navigation data knowledge and oriented to …”

„… predictive control strategies. VDI-Berichte Nr. 2334, 2018148 Function update in the cloud is a further …” „… vehicle functions Cloud as a new environment for vehicle control Dipl.-Ing. Farzaneh Milani, Robert …” „… continuously. Restricted numbers of on-board electronic control units (ECUs) and limited communication …”

„… with 0D/1D simulations is not yet expedient, as no fully predictive knock model exists that accounts …” „… fully predictive 0D/1D engine simulations. The single model calibration parameter was estimated at one …” „… loads. A prerequisite for investigating such multi-stroke processes is a predictive burn rate model for …”

„… standstill. Model Predictive Control (MPC) offers a suitable finite-horizon optimal control approach …” „… Strategy utilizing Urban Driving Route Information – A Hybrid Model Predictive Control Approach. MSc …” „… model based and predictive Traffic Light Assistant (TLA) for conventional, hybrid and electric vehicles …”

„… the Optimal Operation of an Organic Rankine Cycle Unit by Means of Model Predictive Control, ASME ORC …”

„… . Verdult, M. Verhaegen, and T. C. Backx. Wiener model identi cation and predictive control for dual …” „… . Nonlinear model predictive control of multicomponent distillation columns using wave models. International …” „… . Pannocchia and A. Brambilla. How to use simpli ed dynamics in model predictive control of superfractionators …”

„… process industry PID control, conventional advanced control, and linear/nonlinear model-predictive control …” „… applications of PID, advanced control, and model-predictive control is 100:10:1 (Kano and Ogawa, 2010). On the …” „… other hand, the exible constraint handling in model-predictive control is sometimes favored over …”

„… – Tray-efficiency estimator – Model predictive control – Plant-model mismatch – Large-scale simulation This thesis …” „… model-predictive control. The simulation studies are based on distillation processes for separation of …” „… . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 1.2.4 Model-predictive control in conjunction with the Lang-Gilles observer 6 1.3 Structure of the …”

„… in distillation control model predictive controller (e.g. Hammarström et al., 1982). The general …” „… model-predictive control. 5.1 Introduction Distillation control is an intensively studied eld in process control …” „… . Besides PID and MPC, new or enhanced control methods appear, such as distributed model-predictive control …”

„… estimation by the Lang-Gilles state observer. 1.2.4 Model-predictive control in conjunction with the …” „… serve as initial values to calculate predictions in a model predictive controller (Brizuela et al., 1996 …” „… Lang-Gilles observer and how does it perform? • Does a certain distributed model-predictive controller (Scheu …”

„… used in a model-predictive controller (MPC). Three temperature measurements are used in the EKF which …” „… the controller model but, in addition, require the plant to be observable: Assume that data describing …” „… . Select adequate model type, structure, and parameters. Selecting the same model for both the controller …”

„… : Model Predictive Control for Max- Plus Linear Systems. In: American Control Conference (ACC 2000 …” „… , 2015. [Fin04] Findeisen, Rolf: Nonlinear Model Predictive Control: A Sampled-Data Feedback Perspective …” „… ] Schutter, B. De und T. van den Boom: Model Predictive Control for Max-Plus-Linear Discrete Event Systems …”

„… test setup and the test cases, it is shown that the model predictive control in the max− plus algebra …” „… . The proposed controller is based on a model predictive approach, which is centralized and …” „… modellprädiktive Regelung (Modell Predictive Control) (MPC) . . . . . . . . . . . . 42 V INHALTSVERZEICHNIS 4.3.3 …”