„… architectures. In order to address diverging and specific use cases, new vehicle development and optimization …” „… shows some of the relevant vehicle states. Accordingly, an analysis of energy flows in the vehicle …” „… description of today’s vehicle use cases is preferably based on measured vehicle and mobility data. However …”

„… Rear left Wheel Speed Rear right Wheel Speed : GPS‐basedGPS ego current speed : Camera‐based Camera ego current speed …” „… . Without modeling and analysis support, it is hardly possible to cope with this complexity. Adaptation …” „… Based on the adaptation type system, we introduce pre- and post-conditions for formulating adaptation …”

„… requirements are realized through redundancy-based, fail-operational on-board architectures. In the event of an …” „… complex, software-based flight control systems. The article gives an overview of the technical …” „… reliability models are described and afterwards a state-based simulation model for the safety and reliability …”

„… and identification algorithms for the electric battery behavior based on measurement data are …” „… batteries are model-based software functions. They are mainly used to determine the current state of charge …” „… individual cells or entire batteries based on input and output measurements. VDI-Berichte Nr. 2357 …”

„… Embedded Intrusion Detection based on AI A Data-Driven Approach Dr.-Ing. Andreas …” „… challenges performing AI-based intrusion detection on embedded hardware with constrained resources inside of …” „… . Overall, the systems can be distinguished in host-based and network-based (see Fig. 1). Fig. 1 …”

„… und verschlüsselt werden. Edge and Cloud-based Process Monitoring and Control: System Identification …” „… allow the determination of the dynamic behaviour of machine tools and the optimization of process …” „… parameters during machining operation. Cloud-based approaches facilitate the evaluation of large amounts of …”

„… in machining accuracy. This requires an optimization of machining strategies and cutting …” „… . 656–661 [8] Schnoes, F.; Zaeh, M. F.: Model-based Planning of Machining Operations for Industrial Robots …” „… . et al.: Vibration Analysis of Robotic Milling Tasks. Procedia CIRP 67 (2018), pp. 262–267 [12 …”

„… Integration. Integrating supply network and manufacturing: An adaptive, closed-loop-based approach By …” „… , S. 1–31 [2] Chien, C.-F.; Dauzère-Pérès, S.; Ehm, H. et al.: Modeling and analysis of …” „… , M.; Teschemacher, U. et al.: Adaptive job shop control based on permanent order sequencing …”

„… . Kooijman and R. Taylor, 2000. K. Kraemer, S. Kossack, and W. Marquardt. E cient optimization-based design …” „… . 150 Bibliography W. Marquardt. Nonlinear model reduction for optimization based control of transient …” „… , 19(2):247 260, 2009. M. Amrhein, F. Allgöwer, and W. Marquardt. Validation and analysis of linear …”

„… modelpredictive control (MPC) or more generally model-based control (Skogestad, 1997, Kano and Ogawa, 2010). PID …” „… to turn a control into a nite-horizon optimization problem. At any time sampling point, this …” „… optimization problem is solved to obtain a sequence of future control actions. The rst element of this …”

„… theoretical analysis, we provide a plant-replacement model in state-space form based on the CMO assumption …” „… modeling activity coe cients are based on molecular considerations and include the Wilson model (Wilson …” „… thesis is based upon general advice given and partly summarized by Häggblom (1991), Luyben (1992), and …”

„… . According to Klemola (1997), the prediction methods include the following: (a) Methods based on laboratory …” „… ciency EOC , de ned as the ratio of the number of theoretical trays to the number of actual trays, based …” „… , 2000), many of them are based on the rst work on this topic presented by AIChE (1958). There, the …”

„… ProductQualityServiceMediumFlowTICReal DCSTIC.SPFIC_Educts.PVLaboratory AnalysisTIC.PVSoft Sensor AlgorithmExtended Kalman FilterProductQualityLabLab delayModel state estimationand parameter adaptionProductQualitySoftSensed+   ‐+   ‐Nonlinear MPC(Model Predictive Control)TICDigital Process TwinReal Process Fig. 6: Signal flow of model-based APC …” „… the same digital process twin, a high-fidelity dynamic flowsheet model based on first principles …” „… industries. Most industrial applications of MPC are still based on linear dynamic process models that are …”

„… are distinguished: model-based, metric-based and optimization-based. Firstly, the model-based approach …” „… , optimization-based techniques adjust the optimization algorithm of the model to enable learning with few examples …” „… optimization-based. For the third, model-based techniques first experiments were executed, building on the work in [2 …”

„… , which is based on Edge Computing, where processing tasks are executed close to where the data is …” „… trend to leverage is edge analytics. Edge Analytics is based on Edge Computing, where processing tasks …” „… strength. For this purpose, an AI/ML model is trained based on historical lab data from a cement production …”

„… the production performance, the industrial analytics (IA) is applied using data-driven and AI-based …” „… machine learning or artificial intelligence based. In general, this can be directly modelled as supervised …” „… possess certain domain knowledge [4]. Fig. 1: Illustration of pool based active learning algorithm In …”

„… modell-prädiktiven Regelung (im Englischen: „model-based predictive control“, MBPC) ermög-lichte über einen …” „… model-based predictive control into a worldwide established simulation system. This module allows the …” „… integration of an arbitrary internal process model („Digital Twin“) into a model-based predictive control …”

„… Anwendungsbeispielen Structure Graph of Production: A concept for process data integration and analysis with …” „… to the increasing complexity of production plants and processes, a cause-effect analysis is often …” „… relationships useful for future analysis, they will be uniquely associated with specific process equipment …”

„… Prozessindustrie Material Tracking based Soft Sensor for Greenhouse Gas Emission Monitoring in Process Industries …” „… model, which is based on discrete event simulation [4]. The material flow is generated based on process …” „… develop a framework of manufacturing material centric simulation workflow, which is based on forward …”

„… , C., Voß, J.-P., Fricke, J., Luttmann, R., 2010: Automation and Optimization of Recombinant Enzyme …” „… , S.-O., Paul, J., Voss, J.-P., Faber, B.W., Luttmann, R., Cornelissen, G., 2012: Analysis and …” „… Optimization of a Sequential Malaria Vaccine Production Process with In-Situ Product Removal, Poster auf der …”

„… . Application of quality control methods for assessing wine authenticity: Use of multivariate analysis …” „… ., Alonso-Salces, R.M., Héberger, K., 2007. Supervised pattern recognition in food analysis. J. Chromatogr. A …” „… and metabolites using Raman spectroscopy and multivariate analysis. Biotechnol. Prog. 31, 566–577 …”