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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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U. Bodenhausen Comprehensive Test Strategy for AI Based Systems – From AI Test Principles to T est Optimization S. 265-282

„… DataLearned Decision Boundary Based on Training Data16/31VDI-Berichte Nr. 2405, 2022 273© 2022. Vector …” „… 00,35 0 00,50 1 00,60 1 10,95 1 1f(x)x10100,5Training Data Testing DataLearned Decision Boundary Based …” „… Learned Decision Boundary Based on Limited Training DataNot enough training examples for the “critical” x …”

L. H. M. Schmitz, J. J. Hiddema Autonomy by AgXeed – Development of an autonomous ecosystem S. 461-0

„… pre-planned field operations and remote monitoring and decision making and evaluations based on logged data …” „… & Mobile apps  Cloud based IoT Central  Cloud based Data Bases & Services  Cloud based Computing …” „…  Evaluate the field operation based on logged data Mobile apps are developed to provide an easy accessible …”

A. Ropers Virtual E/E Test Platform – co-exploration, optimization and validation of ECU architecture and software in the context of the car S. 9-18

„… deadlinesCollaboration© 2022 Synopsys, Inc. 10Platform Architect – De-risk Architecture DecisionsModelSimulateAnalyzeData …” „… choices• Data-driven E/E architecture designo De-risk architecture decision during physical architecture …” „… abstraction. As the number of functions that have to be tested is growing tremendously, pure hardware based …”

K. Chung Understand and Testing AI Decisions with Explainable AI S. 249-256

„… ). It helps software developers to understand the decision-making process of AI algorithms which is …” „… Understand and Testing AI Decisions with Explainable AI Dr. Khanlian Chung, Vector Informatik …” „… the most important questions of integrating AI-based software in such security-critical environments …”

Titelei/Inhaltsverzeichnis

„… National Bibliography); detailed bibliographic data is available via Internet at www.dnb.de.Preflight Lx3 …” „… ?� � � � � � � � � � � � � � � � � � � � � � � 137 M. Baumann, I Kaiser, Bosch Engineering GmbH, AbstattMastering Data Replay and HIL for ADAS and AD …” „… , NI (National Instruments), MunichGround-Truth Reference Data for validation of ADAS / AD Systems …”

S. Alexander Real-time, Context-aware E-Mobility Services to Optimize Commercial Transportation Ecosystem – Optimized Battery Electric Fleet Operations: Maximize utilization, Minimize electricity costs, Simplify o... S. 381-394

„… distances and then determining based on electric vehicle manufacturer supplied range of vehicle …” „… Charging Capex – Caused by overbuilding charging infrastructure based on uncertain electricity charging …” „… minimize fleet electricity costs based on the tariff structure of the depots while maximizing daily vehicle …”

R. Münzenberger Event Chain Analysis as a Key Competency: Efficient Development of Software-Defined Vehicles S. 19-28

„… event chain data flows through the software of one or more ECUs. But in software-defined vehicles, there …” „… works together in a goal-oriented manner. Since wrong decisions by architects are very cost-intensive …” „… explicitly aware of the end-to-end latency as provided by the function owner as well as the maximum data age …”

F. Klebert NDS – The Development and Use of a Worldwide Standard for Map Data S. 315-324

„… NDS – The Development and Use of a Worldwide Standard for Map Data Dipl.-Inform. Fabian Klebert …” „… , Technical Lead at Navigation Data Standard e.V., Gröbenzell, Germany Abstract Digital maps, e.g., for …” „… driving, vehicle sensor data leading to map updates and the sheer data size of HD maps, new concepts for …”

J. Hampp Targeted use of modern high-level languages, reuse of software modules and an ISO 26262 and ISO 21434 compliant compiler tool chain to ensure reliable cooperation guaranteed using all available hardwa... S. 173-180

„… risks in projects. The compromise is often that the decision is in favor of the heterogeneous …” „… (HPCs)Zone gateway ECUHPC: • Central Element of Server-based Vehicle Architecture• Enable for connected and …” „… compute• Gateway and com. backbone • High Speed Ethernet for centralized data streams• ASIL-B to ASIL-D …”

B. Erdem Quantification of Life-Saving Collective Perception V2X Benefits S. 59-68

„… existing national crash data to show that while V2X can eventually support up to 83% of LOS and NLOS …” „… focus of CPM on standards-based, shared ADAS sensor perception means that the benefits would not only …” „… boost by protecting dangerous and crowded intersections. As the decision to deploy V2X capabilities has …”

M. Dargel, L. Bublitz Lessons learned from current developments of highly automated driving functions (SAE Level 3 and 4) and derivation of future success factors S. 69-78

„… automated driving (e.g., data storage management) and transferred into an overall lifecycle model up to end …” „… be based on an objective core competence analysisSupplier & PartnerHYPOTHESIS“Identify core …” „… , Automatize, Liberate)“Core Competences can not be defined bottom-up but need top down / big picture decision …”

doi.org/10.51202/9783181024058

VDI Wissensforum GmbH - Fahrzeugsicherheit

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VDI Wissensforum GmbH (Hrsg.)

Fahrzeugsicherheit

Reihe: VDI-Berichte

Band 2426 2023

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P. Laufer, R. Konhäuser Camera-Based Gender Estimation of Vehicle Occupants with Virtual Testing Using Synthetic Data S. 99-112

„… Camera-Based Gender Estimation of Vehicle Occupants with Virtual Testing Using Synthetic Data M.Sc …” „… Decision Accuracy compared to the driver monitoring position. Based on these findings, a future study …” „… propose a CNN-based approach implemented in a driver monitoring camera to classify the gender of the …”

G. Weller Sustainability: New Requirements for Passive Safety S. 1-14

„… , comparable components and their IMDS-data might be used to derive a first estimate of a material-based life …” „… location-based data on energy and waste consumption depends on whether data is used on a site- or product-related …” „… shortened LCA based on ISO 14044 [3], a draft process for sustainability of passive safety products was …”

C. Siebke, G. Prokop DReaM – Ein Fahrerverhaltensmodell für die virtuelle Sicherheitsbewertung von Advanced Driving Assistance Systems (ADAS) und Highly Automated Driving (HAD) S. 177-188

„… Entscheidungen bildet. Das Decision-Modul ist in Gaze Movement, Lateral Decision und Longitudinal Decision …” „… reinforce this trend. It is not possible to predict the impact of these systems on road safety based solely …” „… . DReaM ist in vier kognitive Hauptfunktionen unterteilt: Perception, Memory, Decision und Action …”

K. Reinprecht, B. Hristov Welche Gefahren nehmen E-ScooterfahrerInnen im urbanen Umfeld wahr? Sind Kreuzungen gefährlicher als die freie Fahrt auf der Straße? S. 355-0

„… in front of the handlebars (Fig. 5). The data from the ultrasonic sensors were recorded with an …” „… pixels (full HD). VDI-Berichte Nr. 2426, 2023 361 Fig. 6: Dikablis moble eye tracker (Ergoneers). Data …” „… with the gaze point in it (red circle with a crosshair). 2.3 Gaze data preparation In the following …”

T. Herwig, M. Sprenger, C. Fischer, L. Kübler Advanced Seat Belt Actuator Technology enabling next Level Occupant Safety S. 15-36

„… by a smart usage of data and decisions derived from sensors focusing on crash and occupant …” „… by crash and occupant situation occurrence data as well as by FEA based injury risks. The …” „… and three actuator adaptivity levels. Results of an FEA based simulation study, covering three …”

doi.org/10.51202/9783181024263

VDI Wissensforum GmbH - LAND.TECHNIK 2020

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VDI Wissensforum GmbH (Hrsg.)

LAND.TECHNIK 2020

Reihe: VDI-Berichte

Band 2374 2020

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J. Osten, C. Weyers, J. Petereit Modular and Scalable Automation for Field Robots – Lighthouse project “Cognitive Agriculture” S. 227-232

„… to take the quality of provided data into account when interpreting the decision models. This …” „… of sensor information and field robot data. It offers an additional decision basis for different …” „… processes by developing a living digital ecosystem called Agriculture Data Space. A short introduction to …”

M. Schikora, J. Wildt, M. Zies, T. Schaare, V. Hadamschek, M. Bender Automatic weed spectrum and weed pressure assessment with RGB imagery S. 287-294

„… weed pressure analysis based on simple RGB imagery. To allow farmers an easy self-assessment of his …” „… management strategy can be. Automatic and semi-automatic decision support systems have been developed in the …” „… based on simple RGB imagery. To allow farmers, contractors or advisors an easy self-assessment of their …”

T. Stein Automatic logging and situation-related evaluation of manufacturer independent machine data S. 47-54

„… the data loggers and the developed decision support system. The core algorithms for the evaluation and …” „… belonging machine data. Discovering optimization opportunities and supporting the user in decision making …” „… decision-making through various indicators (e.g. organizational, economical and sustainable). The project …”

H. Wanta, M. Holovac, S. Lorenz, J. Krzywinski Evaluation of Human-Machine Interactions with Autonomous Agricultural Systems through Cyber-physical Prototypes S. 245-266

„… up in VR scenarios to ensure that the evaluation of the decision-making processes was as …” „… managing a whole swarm and its peripheral production system. Therefore, the operator has to make decisions …” „… via a display-based controller representing our HMI concept, also presented at Land.Technik …”

S. Steinhaus, L. Frerichs A novel approach to determine the soil aggregate size distribution from high-resolution 3D point clouds S. 361-368

„… Agriculture (BMEL) based on a decision of the Parliament of the Federal Republic of Germany via the Federal …” „… , G. (2016): An Easy-to- Use Airborne LiDAR Data Filtering Method Based on Cloth Simulation. In …” „… for data collection. The system consists of two greyscale cameras and a pattern projector. With the …”

N. Niebrügge, M. Terhaag, M. Ensink Full digital video solution as a forward-looking technology for High Speed ISOBUS S. 295-302

„… interference signals in the line and power supply. Based on the research project “Next Generation ISOBUS …” „… ” between ANEDO GmbH and the Hochschule Osnabrück, ANEDO GmbH developed a modern Ethernet based digital …” „… Ethernet based digital video are described and the added value when combined with a High Speed ISOBUS …”

F. Mörth, J. Pfeil Legal Risks and Chances of Automation in Agriculture – Is EU regulation stifling or promoting innovation? S. 93-102

„… . Introduction New automation technologies, driven by data and incorporating emerging techniques – such as …” „… other legal issues arising from different laws – governing data privacy and ownership, anti-trust or …” „… multiple cross-domain data streams (e.g. meteorological data, soil condition data etc.) providing a …”

R. Streimelweger, J. Karner, C. Rechberger Farmers’ expectations in Precision Farming Technologies – Transfarm 4.0 online survey 2019 S. 31-36

„… management to improve decision-making in agriculture. The open questions of the TF survey (12-16) aimed to …” „… . Precision Livestock Farming (PLF), on the other hand, deals with data processing and analysis of …” „… animal-related data to optimize feeding, work processes, husbandry, animal health and animal welfare. While PF …”

A. Roth, C. Puls Development of a 3-speed gearbox in electric powertrain – Ground drive transmission for a commercial vehicle S. 23-30

„… partners are bundled in all project phases! The size of the companies enables very short decision-making …” „… to put the drive system into operation within 8 months. Specification The vehicle is based on an …” „… possible applications are garbage collection or sweeping. Technical data: maximum permissible weight …”

L. Trösken, L. Frerichs Process model for an economic evaluation of cultivation methods on agricultural farms S. 435-444

„… Machines and Commercial Vehicles, Braunschweig Abstract Starting from an agent-based process model …” „… user interface for the respective farm. Therefore individual classes are built up from data of the …” „… KTBL. After assigning process chains for each field, work orders are created based on the process …”

A. Kunz Alternative drives for agricultural machines – Legal frame, meaning, concepts, validation, conclusion S. 405-412

„… , more effective machines [13]. Based on documented subsidy for agricultural Diesel fuel, the CO2 …” „… %. Competitive products with partially unknown technical parameters have been made comparable with data from …” „… Holland biomethane tractor and the battery electric Fendt e100 Vario. Due to varying data in literature …”

I. Schröter, M. Keppmann, M. Mergenthaler, J. Stiegemann The application of mobile eye-tracking to improve the usability of touch terminals for farm vehicles: an example S. 233-244

„… eye-tracking glasses. Supplementary data was collected with the aid of the ‘Thinking Aloud’ method and a …” „… and/or by measuring user performance to obtain quantitative data on effectiveness and efficiency …” „… for attitudes or impressions to obtain qualitative data, or by measuring user satisfaction or …”

doi.org/10.51202/9783181023747

VDI Wissensforum GmbH - Commercial Vehicles 2021

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VDI Wissensforum GmbH (Hrsg.)

Commercial Vehicles 2021

Reihe: VDI-Berichte

Band 2380 2021

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N. Rossel, M. Sommer, E. Sax Automated and networked city buses – Optimized, demand-oriented service through intelligent use of data S. 215-228

„… maintenance, based on the data that will be available. 2.2 Optimization of daily operation by networking …” „… (time-based) or with the help of diagnostic data (condition based) (see Figure 3). With the development of …” „… decisions from the available data, machine learning (ML) techniques have been regarded as a powerful …”

C. Biedinger, T. Halfmann, M. Speckert, C. G. Berges, P. Cuny Consumption-optimized planning of transport missions using virtual drives S. 149-166

„… digital map data is based on OpenStreetMap (OSM) data which does not contain altitude information at the …” „… this simple measure has been demonstrated based on truck data from MAN. The approach is also validated …” „… based on data from the current measurement campaign. Deriving a simplified slope signal For the …”

S. Schönherr, T. Bergmaier-Trede MAN Truck & Bus SE – Shaping the future of mobility S. 245-270

„… accepted. That being said, a new lifestyle has emerged based on the organised management of one's data …” „… decisions are paving the way to the new opportunities and scenarios of tomorrow. Linked to this is the …” „… , i.e. the familiar, established ones and new mobility solutions will provide the needs-based and …”

T. Mauthner, G. Hasenbichler, B. Henriques Intelligent automated driving features for refuse collection vehicles S. 189-204

„… decomposed to function components as presented in Fig. 4: - Obstacle detection: based on Lidar data, static …” „… hybrid AD features enabling higher efficiency in refuse collection. Based on the MFTBC eCanter platform …” „… enabling real world testing of functionality from the beginning. Following AVL’s ADAS/AD model-based …”

M. Holzer, F.-D. Speck Hybridization of heavy duty trucks – Market analysis and technology for high voltage as well as low voltage solutions S. 33-42

„… crucial to make a decision for the right architecture. This depends on the application and customer needs …” „… addition to the modular approach based on TraXon, ZF pursued a DHT solution (dedicated hybrid transmission …” „… hybrid, ZF selected a P2.5 architecture. The concept decision was motivated due to the installation …”

doi.org/10.51202/9783181023808

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VDI Wissensforum GmbH (Hrsg.)

Automation 2022

Reihe: VDI-Berichte

Band 2399 2022

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C. Neunzig, D. Möllensiep, S. Fahle, B. Kuhlenkötter, M. Möller, J. Schulz Approach to Data Pre-processing for Predictive Quality of Hydraulic Test Results in a Dynamic Manufacturing Environment S. 425-438

„… from previous data may not be relevant to the new data, leading to poor predictions and decision …” „… target variable of directional control valves based on high-dimensional discrete quality data? 2 …” „… . Problem definition of the industrial use case Based on real world production data along the value chain of …”

G. Cainelli, L. Underberg, L. Rauchhaupt Framework for bringing wireless communication into the context of Industrie 4.0 S. 31-44

„… . Moreover, the active part of an AAS has decision-making functionalities. Some examples are Status …” „… cases for resilience, VDI-Berichte Nr. 2399, 2022 31interference robustness or data analytics. The …” „… data [3]. These three layers are present in both domains. The physical domain is the set of physical …”

M. Platenius-Mohr, J. Schlake, M. Vach, R. Koorts Bring your Machine Learning Intelligence to the Edge – An Example on Edge Analytics for Cement Strength Prediction S. 413-424

„… , which is based on Edge Computing, where processing tasks are executed close to where the data is …” „… strength. For this purpose, an AI/ML model is trained based on historical lab data from a cement production …” „… was then deployed on the edge to predict 28-day strength based on production data provided every 2-3 …”

B.-M. Pfeiffer, C. Leingang, C. Busse, M. Oppelt, O. Lorenz, A. Cano Nonlinear Model Predictive Control: from Digital Twin to Real-World Application in Polymerization Process S. 205-218

„… such a polymerization process:  Purely data-driven black-box models, e.g. based on artificial …” „… 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 …”

C. Song, J. Schlake, S. Emmrich Materialverfolgungsbasierter Softsensor für die Überwachung von Treibhausgasemissionen in der Prozessindustrie S. 161-174

„… Prozessindustrie Material Tracking based Soft Sensor for Greenhouse Gas Emission Monitoring in Process Industries …” „… requires fine grained process information. In this study, we propose to build a data-driven soft sensor …” „… model, which is based on discrete event simulation [4]. The material flow is generated based on process …”

S. Fluchs, E. Tastan, R. Drath, M. Mertens, J. Ritter, A. Horch, A. Fay Security-Entscheidungen „by Design“ in das Engineering prozesstechnischer Anlagen integrieren – Konzept der „Automation Security by Design Decisions“ S. 115-132

„… additional, dedicated security solutions. To-gether with a guideline for a systematic decision-making process …” „… Konzept der „Automation Security by Design Decisions“ Integrating security decisions “by design” into the …” „… engineering of process plants Introducing the “Automation Security by Design Decisions” concept S. Fluchs …”

M. Freund, C. Barth, P. Juhlin, S. Lehnhoff, M. Winter, G. Fachinger Supporting Product Lifecycle Information Management and Distributed Engineering with an Integration Model S. 277-288

„… – engineering processes may vary significantly and can be based on different domains, tools, and data models …” „… domains, tools, and data models and generates a large set of interdependent artifacts. While the result of …” „… target industry or company – engineering processes may vary extremely and can be based on different …”

S. Grüner, M. Hoernicke Orchestrierung hybrider Anlagen – auf dem Weg zur Integration von PackML Komponenten in Modulare Anlagen S. 307-318

„… taken a decision to generate an MTP-based representation of a PackML machine. MTP file generation A …” „… based modules is required. The integration is preferably done in the same engineering tool in order to …” „… operations should be the same for both models. In the paper we present an approach to integrate PackML based …”

R. Gitzel, T. Kozel Hot Spot Detection in Electrical Equipment using the Inverse Pixel Count Algorithm S. 479-490

„… based on the image data. For example, the statistical moments of the temperature histogram can be used …” „… recognizes a single region of interest based on a size estimate provided by the user. Without comparison to …” „… example data is from medium voltage switchgear, the algorithm can also be applied to other electrical …”

N. Widulle, J. Ehrhardt, M. Krantz, A. Liebert, A. Nordhausen, O. Niggemann Eine Simulationsumgebung für flexible Cyber-Physische Produktionssysteme zur Generierung realistischer Datensätze für maschinelle Lernverfahren S. 533-544

„… al., “A decision-making framework for dynamic scheduling of cyber-physical production systems based …” „… based forecast data generation and evaluation of forecast error measures,” Dec. 2019. Accessed: Mar. 13 …”

doi.org/10.51202/9783181023990

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