„… as-is and to-be situations in industrial production that require future AI-based resilience management …” „… of AI-based resilience management in industrial production going beyond and being not comparable with …” „… SRS. In this scenario, the urgent need for an AI-based SRS becomes clear. SRS are smart services that …”

„… hurdles of an AI-based resilience measurement based on the approach are explained. 1. Introduction …” „… explicitly programmed [28]. For our AI-based resilience index approach, we take the influencing metrics as …” „… 1/5. 4. Discussion Taking an AI-based approach to measuring resilience is advantageous in many …”

„… based on knowledge, understanding of AI and programming to the selection of a reference. The …” „… AIQIIA: General AI Quality Inspector for Industrial Applications M.Sc. D. Díez Álvarez …” „… paper, we present a general solution for computer vision quality inspection tasks based on artificial …”

„… availability, and production sequencing. Consequently, decisions are often based on experience and intuition …” „… produced simultaneously, and each product is based on a different production recipe with distinct …” „… , monitoring, and optimization, VDI-Berichte Nr. 2392, 2021 259 such as AI- based approaches for plant …”

„… both higher complexity and uncertainties in production control. AGVs can increase uncertainties as …” „… they plan their route based on dynamic obstacles and workers walking around. This adds to the chance …” „… scheduling responsible for machine allocation as soon as the order is released and the production starts. An …”

„… Navigating towards resilient Production 29. und 30. Juni 2021 digital VDI-BERICHTE Herausgeber: VDI …” „… – Digitaler Zwilling A Reference Architecture enabling Sensor Networks based on homogeneous AASs …” „… , Bayer AG Leverkusen AIQIIA: General AI Quality Inspector for Industrial Applications …”

„… Erkenntnisse aus dem Forschungsprojekt ENPRO2-ORCA Recipe-based orchestration of a modular continuous …” „… their use in the context of a modular continuous process plant and a client-server-based POL-system …” „… Eingangssignal-Baugruppe (z.B. SIMATIC ET200SP AI 4xU/I 2-wire ST [7]). Im Falle des betrachteten Mess-Services bedeutet …”

„… decision support system for production planning based on machine learning“, J. Intell. Manuf., Bd. 31, Nr …” „… Systems for Production Systems Dr.-Ing. Jan Fischer, Dipl.-Math. Roland Rosen, M.Sc. Franz Georg …” „… efficient operation of automated production systems in the process and manufacturing industry is an ongoing …”

„… AI and the Evolution of Model-Based Design Jim Tung, MathWorks, Natick, Massachusetts, USA …” „… exploring ways to implement AI and DNN-based systems for engine control, directly using Model-Based Design20 …” „… creating perception and other AI algorithms don’t have a background in Model- Based Design. Instead of …”

„… , H. Adlkofer, Infineon Technologies AG, Neubiberg Embedded Intrusion Detection based on AI – A …” „… 1 f ADAS Seeing With Sound – Next-level 3D ultrasonic sensors based on echolocation …” „… 239 A. Magnuson, Volvo Group Truck Technology, Gothenburg, Sweden Using Cloud-Based Electronic …”

„… integrates AI-based decision systems and supports an adaptive, personalized and customer specific behaviour …” „… design of all products and services is based on their "life cycle", with the goal to optimize them …” „… customers a product which is always up-to-date over its whole lifetime. Based on the mentioned input …”

„… production.Cloud ComputingEdgeComputingAR AR122342Figure 1.1: A conceptual unmanned factory inspired by 5G ACIA …” „… emerging tech-nologies, such as cloud computing, digital twin, and Artificial Intelligence (AI). Wireless …” „… , velocity, and position closed-loop controls. In automatic production, a plasticproduct molding by the …”

„… : Extended kalmanfilter based self-adaptive mold protection method on a toggle mechanism. Applied Sci-ences …” „… , Rauchhaupt Lutz, and Ulrich Jumar. Deep learning-based dependabilityassessment method for industrial wireless …” „… intelligent digitaltwin in a cyber-physical production system. at-Automatisierungstechnik …”

„… in the field of satellite data based AI. Data services can cover different parts along the data …” „… and, consequently, our food production methods. AI will enhance the effectiveness and sustainability …” „… AgrifoodTEF – The Test and Experimentation Facilities for AI and Robotics in the Agrifood sector …”

„… Platform-Based and AI-Enabled Farming to Foster Agricultural Ecosystems Sebastian Bosse, Jannes …” „… storage with AI-based evaluations within the NaLamKI system (Fig. 1). A GAIA-X-compliant interface ensures …” „… Recognition Based on the sensor data (Sec. 3.1), NaLamKI offers users AI services for detecting harmful plants …”

„… Machines and Commercial Vehicles,Technische Universität BraunschweigPlatform-Based and AI-Enabled Farming …” „… Control Based on Camera Images on a Combine Harvester 131J. Vanlerberghe, Y. Li, D. Jongmans, T. Mahieu …” „… planning as well as motion control based on cloud and onboard services using the example of different …”

„… App based chop quality estimation for silage maize harvest quality optimization Sven Belau …” „… consumption, throughput, and wear. This study presents a method to estimate chop quality based on artificial …” „… defined DIN A4 tray, capturing images, and repeating the process. The AI algorithm identifies kernels on …”

„… User experience evaluation, based on Ergonomics and Virtual Reality tools on CNHi agricultural …” „… based on VR tools like helmet for vision, joystick for simulating hands, human tracking to collect “real …” „… machines it is possible to create explainable AI dashboard linked to AR app, thanks to XMANAI, that works …”

„… development of production-grade software for agricultural machinery with safety-critical functions. As an …” „… example, we will use the development of a lidar based obstacle detection solution configurable for a range …” „… the safety V-model in agricultural mobile robot applications, we argue for a scenario-based approach …”

„… Integration of Safety, Automation and AI in Ag Equipment Alex Foessel, Balanced Engineering …” „… . Variable Speeds Based on Tasks: In farming applications, the appropriate speed varies depending on the …” „… limits is a legal requirement for overall road safety. In farming, speed is managed based on the specific …”

„… demonstrated. In addition, an example of system optimization using DEM-based virtual design of experiment is …” „… used to train a machine learning model. The AI model is then employed to determine the optimal design …” „… production model. Fig. 6: Design of Experiment space for grain tank unloading developed using DEM data In …”