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Dritev – Drivetrain For Vehicles 2019

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2354 2019

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D. P. Morisco, I. Liviu Iepure Enhanced application of high-performance-computing in the design process of high-power-density traction motors S. II-85-II-98

„… Großrechnersystemen (High Performance Computing - HPC) ist es möglich, die Berechnungszeit bei gleichbleibender …” „… High-Performance-Computing in the Design Process of High-Power-Density Traction Motors M.Sc. David Philipp Morisco, Robert …” „… increasing availability of high-performance-computing (HPC) and the application of suitable solvers, the …”

M. Niklas, G. Reichart AUTOSAR Adaptive Platform – The standardized software framework for safe and intelligent e-mobility S. II-151-II-160

„… high-end computing hardware and supports parallel processing on many core systems and GPUs. Since AUTOSAR …” „… security requirements along with system capabilities such as hardware with high-end embedded computing …” „… will be complemented by a new platform that comes with operating systems designed for high-performance …”

M. Stulrajter, M. Pacha Challenges of sensorless high-speed drives with PM motors S. II-29-II-44

„… approach to achieve high performance and high efficiency. A six-step commutation control is primarily used …” „… – field-oriented control High-performance motor control is characterized by smooth rotation over the entire speed …” „… ] Gieras, J. F., Saari , J.: Performance Calculation for a High-Speed Solid-Rotor Induction Motor, in IEEE …”

A. Kinigadner, T. Biermann Schaeffler eAxle family – future solutions for the electric drivetrain S. I-567-II-VIII

„… Enhanced application of high-performance-computing in the design process of high-power-density traction …” „… higher launch performance and high speed efficiency. While gearshifts are not becoming a comfort issue …” „… Wall Motors’ 2nd generation of Pi4 platform – A high performance PHEV for premium SUV in China …”

P. Fietkau, N. Lamparsky, M. Felbermaier, A. Fröhlcke, T. Conze Holistic design approach for electric drives S. I-163-I-178

„… digital prototype is built from several DPSs. The Load Spectra DPS and Driving Performance DPS deliver …” „… , ever more powerful calculation programs and greater computing power are increasingly available. The …” „… , Steffens et al. [10] describe an analytical method for NVH issues. A possible link to higher …”

A. Esser, J.-E. Schleiffer, T. Eichenlaub, S. Rinderknecht Development of an optimization framework for the comparative evaluation of the ecoimpact of powertrain concepts S. I-137-I-162

„… investigation of the operational phase of the necessary multitude of variants with high computing efficiency …” „… the performance value would require a significantly higher cycle duration. Fig. 3: Parameter …” „… performance indicators in the operational phase by simulation in Section 4. Section 5 shows the comparative …”

C. Möser, T. Märkle, K. Hornung Effective acoustic development of electrified powertrains – Combination of simulation and evaluation methods S. I-329-I-348

„… subsequent postprocessing. This makes high-performance representation and analysis of the results possible …” „… high-voltage electrification. Powertrain Acoustics Development, as part of Audi’s Overall Vehicle Development …” „… modelling, computing and result processing is much reduced by automation, meaning more time is available …”

doi.org/10.51202/9783181023549

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ELIV 2021

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2384 2021

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S. Wonneberger, S. Balci Reliable Validation of Highly Automated Driving Functions by Increasing the Virtualization Level of High Performance Computing Platforms and Smart Sensors S. 17-28

„… of High Performance Computing Platforms and Smart Sensors Dipl.-Inf. Stefan Wonneberger, M.Sc …” „… more powerful and changing to complete High Performance Computing Platforms (HCPs). Microcontrollers …” „… Computing Platforms The trend to centralized, in-vehicle High Performance Computing Platforms (HCPs) has …”

K. Heurtefeux, M. Kumar, M. Cassol New Automotive E/E architecture and how TC4xx enables it – From domain-based to zone-based approach S. 429-434

„… organized based 3 levels of ECUs: Computing Platforms: SoCs-based control unit with high-speed interfaces …” „… the enhanced HSM concept powered by TriCore™ with higher performance, secure storage of long-term …” „… . Driven by security, safety or performance requirements, these domains generally operate independently …”

M. Schleicher Paving the way for the „Software Defined Vehicle“ S. 273-284

„… and new approaches for EE architectures with High-Performance Computer (HPC) are introduced by many …” „… changes. Fig. 8: Example of one of the latest High Performance Computer projects at Continental Such …” „… various software suppliers. Fig. 10: Collaborative Development in High Performance Computer projects …”

D. Geyer, C. Miedl Safety Architectures for Automotive Cross Domain Servers – Challenges and Potentials S. 447-458

„… applications with low criticality to ADAS - High Performance Computers (HPC) and more with requirements up to …” „… of various safety-relevant functions with the demand for independence on individual high-performance …” „… Cross-Domain Servers (CDS) With respect to the above criteria, the development of high-performance computers …”

A. Hohm, B. Hartmann, S. Khodaverdian, D. Bosch, B. Lattke, P. Keck The Evolution of Automation in Parking – Assisted, Automated, Autonomous S. 61-74

„… , especially for complex systems running high performance parking functions. Thus, high performance ECUs are …” „… used to cope with these challenges. Since lower and higher performance systems are always in parallel …” „… human supervision. Due to the high number of redundant sensors and computing hardware that is necessary …”

M. Rath, N. KN, A. K. Laxminarayana, R. Tandon Automated Driving – How cloud infrastructure plays a vital role in future of validation for Automated Driving? S. 95-104

„… scenarios, cloud infrastructure, high performance simulators and automotive KPIs can help run millions of …” „… required performance, Cloud computing will play a vital role, along with cost saving and speed of …” „… . The high-level activities required for validation of AD/ADAS functions are: Creation of scenarios …”

J. Becker, D. Pangercic A Safety-Certified Vehicle OS to Enable Software-Defined Vehicles S. 435-446

„… centralized computing infrastructure, in which all major functionality is implemented on one high-performance …” „… architectures are moving to centralized high performance computers, but the software implementation lags behind …” „… on centralized high-performance computers to support the megatrends towards electric, selfdriving …”

I. Trefz Virtual software platform for the car – On the road to the next paradigm shift with VIRTIO standards S. 237-244

„… (SoCs) VDI-Berichte Nr. 2384, 2021 237 that provide such high computing power. On these SoCs are …” „… device controller. An illustrative example where VIRTIO meets high performance requirements is the …” „… overall computing power required and, as a result, material and development cost, time and risk …”

F. A. Schiegg, I. Llatser, H. Tchouankem, T. Frye, F. Wildschutte, F. Hofmann Removing Blind Spots – Infrastructure-assisted Collective Perception S. 29-44

„… of the German project 5G NetMobil and prove the high added value of road infrastructure-assisted …” „… large-scale scenarios by investigating the performance on highways with different traffic densities in terms …” „… of reliability and link type. A key finding is that, in high-density scenarios, the reliability of …”

F. Rundo Perceptive Advanced Car-driver Drowsiness Monitoring Neuro-Embedded System S. 317-330

„… of wakefulness at the onset of the sleepy phase using the Low frequency (LF) and High Frequency (HF …” „… at about 540nm with a Full Width at Half Maximum (FWHM) of 70nm and an optical transmission higher …” „… ] - [19]. To perform an effective filtering between 1-10 Hz, a pass-band filter (low pass / high pass …”

S. Alexander, F. Borrelli, M. Pfeifle Real-time Contextual Intelligence Services for Connected Electrified Vehicles S. 509-522

„… , Smart E-Mobility services are the core pillar necessary to achieve high ROI on these massive vehicle …” „… platform investments. They can generate new high-margin recurring revenue streams from both consumers …” „… high-growth digital enterprise and substantially increase the market value of their companies. The biggest …”

O. Meyer, B. Bohlen Applying Standards for future Vehicle Diagnostic and Vehicle Lifecycle Management S. 409-422

„… , 2021410 High performance computers (HPC) centralize computing power in the vehicle and thus change the …” „… for 2022. High performance computers (HPC) induce updates to the vehicle architecture. HPCs run …” „… classical workshops), getting a constant stream of measurements to support a high-performance proximity …”

K. Renatus, A. Unger, B. Baker, O. Manicke Machine learning approach towards remote diagnostics and repair of electric vehicle charging processes S. 163-174

„… than standard control units or even high performance computers can provide, it makes sense to relocate …” „… AUTOSAR [6] without considering modern high computing platforms with virtual ECUs, VDI-Berichte Nr. 2384 …” „… DDPG algorithm needs less episodes to generate high rewards, but also needs more computing time. 5 …”

S. Apartsin, H. Stein, G. Reiter, K. Williams AI-based Signal Integrity Monitoring for Integrated Vehicle Health Management S. 143-150

„… High-Performance Computer Signal Integrity Monitoring Signal Integrity Monitoring (SIM) is a powerful anomaly …” „… components, detect performance degradation, and determine the root cause of problems. By integrating …” „… vehicle’s performance in order to collect training data with anomalies. The SIM pipeline must be …”

T. Fuchs, O. Manicke, M. Zinser, B. Baker Automotive digital twin: An approach for isolating and virtual validating of software updates in end-to-end architectures based on customer vehicles S. 223-236

„… are needed to fulfil functions [2]. However, high-performance computing platforms (HCP) allow to map …” „… subgraphs. Multiple dimensions based on key performance indicators (KPI) are introduced. Section 4 presents …” „… Requirements-Functional-Logical-Physical method (RFLP) on separate levels. At first, high-level requirements for the vehicle are …”

F. Rabe ShyTech Displays – Enabling a new era of puristic vehicle design and enhanced user experience S. 381-388

„… seamlessly orchestrated by a central computing unit such as a High Performance Computer (HPC). Large display …” „… distraction. Displays offer a new solution for this as well: High resolution ShyTech displays make it …” „… displays off The high-resolution relief print on the foil has the appearance and haptic feel of real …”

J. Langkau, S. Wenz, T. V. Fernandez, L. Pullen, A. Tekavčič, N. Jezeršek, A. Wagner Electric Charge Lid – System components for future charge lid systems S. 475-488

„… a charging experience for the end customer, lighting components, such as high-resolution LED (Light …” „… ) charge lids that move inwards, behind the body, where design and performance of the actuator also play a …” „… pressure spring). For instance, by using a large charge lid, with high sealing forces, in combination with …”

D. Bartlett, S. Sesia, T. Yuan Liu Hybrid collaborative positioning/navigation scheme for performance enhancements and local perception improvement for automated driving S. 47-60

„… between the challenges faced by the personal computing industry and the automotive industry. Thankfully …” „… : A timeline of the evolution of the personal computing industry Our first stop in looking back at …” „… operating system and open hardware architecture. This created the first general computing platform …”

S. Selitrennikoff, M. Ortegon-Cabrera Architecting for Secure, Safe and Agile Software Defined Vehicles – Learnings from the Personal Computer industry S. 395-408

G. Reichart, R. Asmus, B. Mattner AUTOSAR Vehicle Operating System (AVOS) – The Safe and Secure Framework for Automotive System Architectures S. 245-256

„… environment for applications that require high-end computing power and allows to connect deeply embedded and …” „… computing power, considering automated driving, for example. In addition, there are strict regulatory …” „… scalable E/E system architectures for future intelligent mobility supporting high levels of dependability …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… of High Performance Computing Platforms and Smart Sensors …” „… . Hurasky, HERE Technologies, Frankfurt Hybrid collaborative positioning/navigation scheme for performance …”

A. Knoll The Case for an Open Integrating Operating System, Middleware Specification Development Approach S. 257-272

„… high standards in the automotive industry, and cheaper computing power will make it possible to deploy …” „… necessary to achieve the performance of today’s systems, is overwhelming and cannot be copied within a …” „… kinds of gadgets. It will be infinitely easier to engage the highest quality developers if an …”

F. von Bulow, F. Heinrich, T. Meisen A new perspective for manufacturers: Cloud-based utilization of operational fleet data S. 117-130

„… monitors the overall fleet performance and usage. In the case of BEV fleets, the fleet manager is also …” „… machine layer follows the paradigm of edge computing as it enables moving computation and data storage …” „… highest layer. This enables interoperability and comparability of the digital vehicle twins. Furthermore …”

doi.org/10.51202/9783181023846

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ELIV 2024

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2441 2024

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M. Schaffert Enabling an Open Eco-System for Chiplet based Automotive SoCs Chiplets are the future for automotive SoCs and Road towards first Generations S. 529-540

„… in the realm of computing. Current systems rely on specialized, high-performance chips tailored for …” „… market (AUT) by allowing to integrate dies covering high-performance computing elements (such as CPUs …” „… achieve high-performance computing SoCs fulfilling the crucial automotive requirements. VDI-Berichte Nr …”

D. Simon, T. Wenka Battery-Integrated Multilevel Inverter Technology A Highly Integrated Electric Drivetrain Approach and its Technical Implementation in a Distributed Real-Time System S. 467-476

„… good computing power, complex systems and functional high integration can be represented in a …” „… suited for a single electric motor. The high-performance control unit required for the distributed …” „… for almost all applications in the vehicle where many parallel activities, high computing power …”

S Gowrishankar, KV Muralidhara, M. Ghivari Leveraging AI/ML Techniques in Software Defined Architecture: Towards Emotional Quotient Prediction in Smart Automotive Cabins by Integrating Physiological and Vehicle Data. AI-driven Smart Cabin in S... S. 343-358

„… physical and psychological needs. High-Performance Computing (HPC) provides seamless computational power to …” „… (High Performance Compute) with enabling high processing power and backend connectivity to cloud. This …” „… performance in real-time by integrating solution in HPC and Zonal ECUs with high-speed data communication …”

L. Hendrawan, R. Martin, L. Abdelkader State-of-The-Art of Foundation Software for Software-Defined Vehicle S. 133-140

„… cross-domain HPC (High Performance Computing)-based ECUs consolidating the workload of smaller ECUs in the …” „… performance • High standard of safety and security in a mixed criticality system • Shorter/faster development …” „… standard OS interface and programming languages, hardware support and scalability, performance and …”

S. Schran, R. Jung, A. Mukherji Recommendations for the practical use of Ethernet Security-Protocols and beyond S. 565-578

„… VDI-Berichte Nr. 2441, 2024 575Protocol Overhead low moderate high moderate Performance Medium Low Medium Very …” „… frames but also ensures reliable and high-speed exchange and processing capabilities. This transition …” „… Control Units Future: Vehicle Centralized E/E architecture ▪ Vehicle Computing: Domain independent …”

T. Huck, A. Achtzehn When innovation demand meets E/E architecture Further endeavours into next-gen architectural designs S. 395-406

„… cost-efficient solutions for the mass market and top-notch high-performance platforms for premium vehicles …” „… respective yield for smallest structure high-performance designs, chiplet systems have the potential to …” „… the need for high-performance AI-capable hardware with the economic constraints associated with the …”

D. Shankar, T. Jose Optimizing Electronics Architecture for the deployment of Convolution Neural Networks using System-Level Modeling S. 257-264

„… data placement impacted the performance in close 80% of the situations. The entire project was …” „… , AI Accelerator, System Modelling, Architecture Exploration, Power, Performance, Trade-off analysis I …” „… enhancing the performance and safety of these systems but also for ensuring their economic viability …”

W. Steinmann, B. Sondermann Biometrics and sensor fusion for enhanced in-cabin safety and comfort Reducing complexity and increasing possibilities through a holistic approach to in-cabin monitoring S. 327-342

„… . As modern high-performance computing units provide both high-performance non-real-time and real-time …” „… architecture allows for better data processing efficiency, with high-speed computing power concentrated in …” „… car bus system. With a central camera connected to a central high-performance computer, multiple …”

F. Schreiner Managing Reuse and Dependencies of Hardware and Software Components in SDV Architectures S. 407-418

„… and selectively integrated in and executed on high performance computing hardware (HPC), which in turn …” „… for high performance computers (HPCs). But as also stated at ELIV 2023 [3], a holistic vision for the …” „… , AUTOSAR Adaptive and other POSIX-based software, involving the assembly of high performance computers …”

X. Wang, A. Hübner, M. Kühl, B. Zlotnik Enabling Automotive MLOps with Open-Source Based Software S. 93-104

„… in shadow mode to validate its performance against the primary function in stage 4. A monitoring …” „… . To ensure a high degree of flexibility, Bertrandt has modularized the individual tasks into reusable …” „… developed different Key Performance Indicators (KPIs) for AI validation that can also be integrated as a …”

P. Reilhac, C. Nowakowski, A. Manila, J. Almeida Immersive In-car AR Live Gaming Enabled by SDV Architecture, ADAS Cameras & AI Software S. 313-326

„… computing units, combined key features like high speed data transferand Over-the-Air (OTA) updates, will be …” „… thecentral computing resources, potentially affecting overall vehicle performance andnecessitating that lower …” „… advancements in both vehiclearchitecture and the pervasiveness of mobile computing platforms such as …”

M. Peter LightOpen – a cloud-based lighting personalization service S. 167-178

„… vehicles. Centralized architectures consolidate multiple functions into high-performance computing …” „… enhanced personalization and connectivity. In markets, where consumer demand for customization is high …” „… . This architecture allows for continuous improvements in vehicle performance and user experience without …”

F. Ozog Bring TSN cloud native support to SDV architectures S. 179-212

„… .............................................................................................. 21 4.3 Performance assurances …” „… ............................................................... 23 5.1.2 Performance assurances …” „… and enhance security of direct access to packet queues and enhance performance of cloud, virtual ports …”

A. Schleich, F. Modes, T. Schaller, M. Werling Statistical methods and Monte-Carlo simulation ensure the safety case of the environmental sensor performance in BMW’s first L3 function, the BMW Personal Pilot L3 S. 105-116

„… performance in BMW’s first L3 function, the BMW Personal Pilot L3. BMW Group, 80788 Munich Dipl. Ing. (FH …” „… essential to ensure the safety performance of their groundbreaking BMW Personal Pilot L3 system. This …” „… performance models based on factor screening, design-of-experiment and regression analysis, taking into …”

K. Brand, T. Tang, D. Selvaraj A New Era for Software Verification: Heterogeneous Multicore Compute With Model-Based Design and Virtual ECUs S. 437-452

„… address new, more complex functions with higher performance. The difficulty for parallel computing …” „… high-performance code targeting those heterogenous compute architectures. Virtual Electronic Control Units (vECUs …” „… advantage of new, high-performance architectures. This allows for continuous testing and verifying to …”

L. Hettich, J. Stümpfle, M. Weyrich Testing Variant-Rich Software-Defined Mobility Systems Methods, Future Challenges and Innovative Concepts S. 243-256

„… driving factor, with customer requirements diversifying and higher demands being placed on vehicle …” „… development gains popularity and facilitates high-frequent functionality improvements. While new opportunities …” „… of current and future developments, the emphasis is on a concept characterized by high efficiency and …”

A. Bachmann, A. Matarage Electric vehicles in 2024. Current UX challenges and concepts for the coming decade S. 379-394

„… the system (because it doesn’t understand the voice command for instance), there is a high risk that …” „… smartphone such as Google / Apple Maps or Waze. These applications set the bar high when it comes to …” „… computing a route. Unfortunately, this challenge is still not met today, leading to poor advance route …”

A. Vickers, P. Fintl, D. Hughes, M. Roberts From Niche to Mainstream: Harnessing Generative AI for Automotive Excellence. GenAI is not Enough! S. 67-80

„… . Fuelled by super high levels of early adoption (and therefore interest), the large industry players …” „… partnership? How to find (and keep) the people, when everyone wants the same people? • Higher regulations for …” „… made that claim a reality, where those in possession of enough high-quality, well-curated data are able …”

T. Schäfer, J. Kottig, D. Macke Generative AI based GUI reconfiguration using Natural Language Processing Leveraging the benefits of small and local LLMs S. 359-378

„… high-dimensional vector space (2048 dimensions for TinyLlama). These vectors are modified by different operations …” „… high probability of being selected as the next token. The next operation in each layer is a classical …” „… achieved a high probability rating and thus are very likely relevant for the redesign of dashboard elements …”

doi.org/10.51202/9783181024416

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Electrics / Electronics for Mobile Machines

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2442 2024

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A. R. M. Wagner, P. Pickel, A. Locatelli Novel Connectivity Solutions for Edge-Cloud Continuum Applications in Rural Agricultural Machinery Operations S. 41-52

„… High-Performance Computing Platform (HPCP) use case within the aerOS project. The aerOS solution leverages …” „… of smart, efficient, and autonomous systems. High-Performance Computing Platform Use Case in the …” „… and TTControl, the High-Performance Computing Platform (HPCP) use case in the aerOS project focuses on …”

A. Locatelli, J. Fauster New Electronic Architectures Enabling Software-Defined Mobile Machinery S. 19-26

„… high-performance computing units taking over (in software) functionalities that were previously managed by …” „… future electronic architectures to include a high-performance computing platform to support advanced …” „… use of all the above Picture 3 High performance computing on mobile machinery VDI-Berichte Nr …”

P. Aguirre, S. A. Lang, S. Schätzle Automation Levels for Mobile Working Machines S. 1-14

„… high-performance computing unit HPX as an ideal solution for realizing artificial intelligence, video processing …” „… optimal performance. This multivariable control system demands high cognitive skills (divided and …” „… sets the desired target value for the high-performance ECU (HPX). Operator involvement remains …”

Y. Frisoni Innovative Environment Perception Solutions – Key Steps on the Path to Safe Mobile Machines Automation Environment perception functions using proven ADAS automotive technologies in off-road multi-purp... S. 137-XII

„… processing which delivers raw sensor data to “High Performance Computer” (HPC) implementing all the software …” „… , software architecture and the algorithm chain. We can define three main categories “low – mid – high level …” „… computing unit process in real-time a Comprehensive Environment Model (CEM) generating key data used by the …”

doi.org/10.51202/9783181024423

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Konstruktion

Alle Ausgaben: Konstruktion

Konstruktion Jahrgang 73 (2021) Heft 06 ISSN Online: 0720-5953

Treffer in den folgenden Teilen:

Christopher Lange, Stephan Tremmel, Frank Rieg Integration von High-Performance- Computing in die simulationsunterstützte Produktentwicklung S. 69-74

„… 69KONSTRUKTION (2021) NR. 6 Integration von High-Performance- Computing in die …” „… High-Performance-Computing (HPC) ist in Deutschland eine Schlüsseltechnologie. Bis 2025 sollen 450 Millionen Euro in den …” „… High-Performance-Computing (HPC) ermöglicht Unternehmen simulationsunterstützte Produktentstehungsprozesse durch …”

Titelei/Inhaltsverzeichnis S. 1-9

„… . Lange, S. Tremmel, F. Rieg Integration von High-Performance-Computing in die simulationsunterstützte …” „… High-Performance-Computing in die simulationsunterstützte Produktentwicklung. (Bild: Universität Bayreuth) Kontaktieren Sie …”

doi.org/10.37544/0720-5953-2021-06

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ELIV 2023

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2423 2023

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A. Heise Plug & Play High-Performance Computer (HPC) and Fluid Cooling Solution S. 159-168

„… electrical/electronic architectures with a few but powerful high-performance computers will offer the required computing …” „… plug & play HPC concept VDI-Berichte Nr. 2423, 2023160The cooling “dilemma” High-performance computing …” „… Plug & Play High-Performance Computer (HPC) and Fluid Cooling Solution Scalable HPC solution …”

F. Kraemer Development and Testing Autonomous Vehicles (AV) at Scale S. 149-158

„… area is the new High-Performance Object (HPO) S3 protocol. Simple Storage Service (S3) is a well-known …” „… high performance AI processing power and access to massive data plus a powerful storage solution to …” „… foresee only a few but very powerful high-performance compute units surrounded by some smaller electronic …”

S. K S, Tata Elxsi, N. Velinov Software-Defined Vehicle: Combining Real-Time Safety Critical Functions with Cloud Connectivity S. 543-558

„… towards ECU consolidation using high-performance computing heterogeneous systems comprising of GPUs …” „… criticality consolidation on high-performance computing units. Figure 6 shows the timeline of the architecture …” „… merged into one, exploring how consolidation for high-performance computing units can be achieved …”

S. Duda, Laurent Emmerich A unified middleware for SoC-agnostic application development S. 379-384

„… with dynamic memory management and high performance. Both standards offer different application …” „… . The chiplet concept aims to improve scalability, performance, and efficiency. In our context, this …” „… incompatible with the RTE, however. Parallel computing on GPUs is decoupled from CPUs and MCUs. Several …”

A. Beyfuß, M. Wirtz, T. Hein, J. Feng, P. Crowther, O. Forrest QuietComfort Road Noise Control – Helping Carmakers Design Better Cars S. 39-60

„… optimal performance under all conditions. The number of microphones needed for a high performing RNC …” „… version baseline for NVH performance. For example, OEMs can specify bushings, isolators, and strut mount …” „… Cancellation (EHC) and Road Noise Control (RNC). These active solutions offer the potential for high …”

U. Bodenhausen How to Become a Leader by Development of AI – ChatGPT Research Papers Analysed S. 281-292

„… performance at a higher pace than ever [1], [2], [3], [7]. VDI-Berichte Nr. 2423, 2023 283 Fig. 3: Generic …” „… [2]; GPT-3: 175 billion [3]). This trend has accelerated leading to very high costs for computing and …” „… , which have reached a surprising level of performance today. The methodology that was used to develop the …”

H. Ghezali, L. Trautmann, S. Witke, S. Herbold A Review of using Artificial Intelligence in Large Projects for Requirements Classification S. 573-588

„… performance improvement. In fact, the trade-off between high rates causing overfitting on test data and …” „… language and the importance of collecting sufficient and high-quality data to build efficient models that …” „… such a classification task. In recent years, the performance of NLP approaches increased drastically …”

O. Schmidt, K. Albers, P. Rehkop, R. Münzenberger Strategically Migrating, Mapping and Scaling Software to new SoC, domain and zone architectures and HPC S. 169-184

„… architectures, central architecture, and High Performance Computing (HPC) are architecture development concepts …” „… do we need high performance CPUs with multiple cores and a focus on distributing and balancing the …” „… focus is on performance. We use a simple model-based simulation approach that works on different …”

N. Kechler, E. Sax, N. Venkatesh Key Factors of a robust and safe Automated Driving Function – Transferable Insights of City-Bus Platooning in Munich S. 677-688

„… during operation, the topics of safety and security are of high importance, both with regard to …” „… use by the driver should be as simple and intuitive as possible. Due to the high similarity of systems …” „… not fulfilled. Performance It can also happen that the subsystems are optimized individually in their …”

T. Huck, A. Achtzehn Towards the next step in vehicle E/E architectures S. 185-198

„… and infotainment functions are implemented in high-performance computers with significant amount of …” „… over the vehicle lifetime due to high performance-dependency on integrated actuators during the vehicle …” „… fundamentally transform itself and its products. Fuelled by high expectations towards new revenue streams and …”

A. Kraus, R. Lokner Virtual Homologation – new opportunities for the automotive industry to enable more efficient development processes and improving safety and quality of vehicles for high scaling software updates S. 437-442

„… development processes and improving safety and quality of vehicles for high scaling software updates …” „… , time savings and increased safety resulting from virtual performance of more extensive tests. With …” „… in software-defined vehicles and shorten the time to market, while ensuring the highest safety …”

Z. Bassi, P. Gulden Using Radar and Vision Fusion for Improved Low-light Pedestrian Detection S. 113-132

„… . While sensor fusion has required powerful computing resources to-date, we show how vision and radar …” „… processing ICs. The conflict is exasperated by the requirement of high accuracy and robustness, which in …” „… backup cameras have been available for some time, however, their performance under tough environmental …”

N. Ilg, D. Sisejkovic, P. Duplys Where is Everybody? – Looking for Remote Attacks on Cars in the Wild S. 623-634

„… : High-performance computers, which will be a central component of future architectures, offer more and, above all …” „… between lacking evidence of extraterrestrial life and the apparently high likelihood of its existence …” „… , more centralized computing resources than current vehicles. Software and/or hardware homogeneity: The …”

C. Wilks, J. Roslak New Opportunities with Software Defined Lighting – Appearance drives Emotionalization S. 61-76

„… powerful peripheral computers for different zones in the vehicle (zonal ECUs) and central high-performance …” „… smartwatch. Based on a high-resolution display, a very flexible hardware platform has been created, which …” „… performance or vehicle design. Today, many customers are increasingly focusing on software-based functions …”

J. Schlosser, J. Petersohn Maintaining Open-Source based Software S. 267-280

„… industry differ from those of server, cloud, and high-performance computing (HPC) environ-ments, as well as …” „… developer community. Its transparent nature allows for in-depth analysis, leading to a higher reporting rate …” „… instance, the Linux kernel averaged 120 CVEs per year from 2000 to 2020, with a higher rate of 222 CVEs per …”

K. Eliasch, Dr. P. Friedel, D. Li, D. Shan Cooperative Perception Services to Improve the Safety of Road Users S. 347-364

„… computing to perceive and interpret its surroundings, make decisions, and control the vehicle's VDI-Berichte …” „… performance, the Radar could provide more reliable tracking results for a series of objects, like trucks, cars …” „… higher level autonomous driving functions. Besides, there is also clear roadmap covering further needs to …”

J. Sieracki, R. Yang, A. Vamos, M. Caggiano Seeing with Sound: AI-Based Detection of Participants in Automotive Environment from Passive Audio S. 293-306

„… flexibility to meet their design and performance requirements. Therefore, our system is designed around …” „… computing hardware. In its current implementation, we run audio input processing, AI target detection, and …” „… are applied to predict and test AOA changes over time. 6. Performance Table 1: Target specs for …”

M. Pfeifle, N. Zeller, A. vom Felde Combining ADAS and SD Maps for Augmented Reality Guidance S. 135-148

„… focus on optimizing algorithms and utilizing high-performance computing platforms to handle the …” „… Combining ADAS and SD Maps for Augmented Reality Guidance Providing High Quality Guidance …” „… , we will show that high quality AR apps are possible without HD maps, especially if we consider ADAS …”

L. Heinrich, M. Springer, D. Schütz, J. Pannek A Holistic Approach for a Universal Vehicle-to-Robot (V2R) Communication Interface S. 365-378

„… ]. C-V2X provides an additional link budget, better non-line-of-sight capabilities, and higher resilience …” „… solution, are enhancements under development to improve performance for upcoming advanced vehicular …” „… applications, e.g., autonomous driving with high reliability, low latency, and high throughput requirements [18 …”

A. Till, R. Hayton Why Trusted Execution Environments are Critical for Automotive Security S. 599-612

„… successful at creating and maintaining high quality reusable packages. However, almost every open-source …” „… , and protected by the separation provided by the river. Mapping back to computing – the riverbanks …” „… providers require that a TEE is used to protect high-definition media played on seat back or (increasingly …”

doi.org/10.51202/9783181024232

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A Modular and Scalable Software Reference Architecture for Decentralized Real-Time Execution on Edge Computing

Volkan Gezer

Reihe: Informatik/ Kommunikation

Band 874 2021

Treffer in den folgenden Teilen:

State of the Art S. 11-54

„… Computing and Edge Computing 13 ing and congregating resources to provide a reliable and high …” „… Computing targets reduced latencies and high QoS that are hindered by the Cloud solu‐ tions, mainly due to …” „… reasonable performance gain in latency and bandwidth‐intensive applica‐ tions thanks to Edge Computing [CDO17 …”

Scheduling and Decision Making Methodology S. 55-64

„… Cloud Computing, Edge Computing and Real‐ Time Computing were clarified and the state‐of‐the‐art …” „… types of tasks in the computing domain: periodic, ape‐ riodic, and sporadic. For periodic tasks, one of …” „… tasks. A non‐resumable task cannot be resumed if paused by another higher priority task. Instead, it is …”

Bibliography S. 129-152

„… .; Wu, H.; Shen, B.: Heuristics to allocate high‐performance cloudlets for computation offloading in …” „… Computing (FMEC). Pp. 39–44, May 2017. [SOE17b] Sonmez, C.; Ozgovde, A.; Ersoy, C.: Performance evaluation …” „… computing technologies for Internet of Things: a primer. Digital Communications and Networks 4/2, pp. 77–86 …”

Introduction S. 1-10

„… that are composed of a computing platform, the physical world, sensors and actuators [Na21]. Hence …” „… , data aggregation, and information exchange with high QoS. In 1992, the Internet‐connected user device …” „… increase the downtime of the communication, which causes non‐productive time. Cloud Computing can scale …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… Deadline First ETD Edge Topology Designer GPOS General‐Purpose Operating System HPC High‐Performance …” „… Decentralized Real-Time Execution on Edge Computing M.Sc. Volkan Gezer, Kaiserslautern BAND 1|1 VOLUME …” „… Real‐Time Execution on Edge Computing Dem Fachbereich Maschinenbau und Verfahrenstechnik der Technischen …”

Conclusion and Outlook S. 116-128

„… architecture for the Edge Servers in the Edge Computing domain, to handle real‐time task requests, and execute …” „… Computing and continued with a problem defini‐ tion, objectives of the thesis, and followed by the approach …” „… in Chapter 1. Chapter 2 started from Cloud Computing history and listed some issues that started …”

Software Reference Architecture S. 65-82

„… Edge Servers to put Edge Computing benefits such as real‐time execution, self‐configuration …” „… supersets of Edge Computing, as defined in this thesis. Edge Computing components are illustrated as subsets …” „… and supersets in Fig. 4.1. In this thesis, Edge Computing is seen as the superset of Edge Network …”

doi.org/10.51202/9783186874108

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Konstruktion

Alle Ausgaben: Konstruktion

Konstruktion Jahrgang 67 (2015) Heft 11-12 ISSN Online: 0720-5953

Treffer in den folgenden Teilen:

Konstruktion mit High Performance Computing auf Abruf S. 51-53

„… Bereitstellung skalierbarer High Performance Computing-Systeme und On-Demand-Rechenleistung für alle …” „… 51Konstruktion 11-12 11-12-2015 Konstruktion mit High Performance Computing auf Abruf Entscheidend …” „… Möglichkeiten von High Performance Computing, -Clustern oder -Systemen, zur hoch performanten Berechnung …”

Titelei/Inhaltsverzeichnis S. 1-9

„… für die Präzisionsautomatisierung 51 Produktentwicklung 51 Konstruktion mit High Performance Computing …”

doi.org/10.37544/0720-5953-2015-11-12

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ELIV 2019

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2357 2019

Treffer in den folgenden Teilen:

A. Shomer The transition to HPC-based vehicle architectures – Cyber Security Implications S. 431-442

„… of High- Performance Computing (HPC) in-vehicle architectures, empowering the infrastructure with …” „… components. A core part of this revision is the adoption of High-Performance Computing (HPC …” „… the previously proposed HPC definition, a typical gateway is, in fact, a high-performance computing …”

S. Poledna driving platforms – Tailoring fail-operational systems based on production experience in the aerospace industry for the automotive use cases S. 537-550

„… platform. This centralized architecture, built on generic high-performance computing hardware, can deliver …” „… safety requirements the execution on performance hosts with higher computing capabilities is appropriate …” „… centralized architecture, built on generic high-performance computing hardware combined with a well-designed …”

Addressing the challenges in designing fail-operational architectures for autonomous S. 537

„… platform. This centralized architecture, built on generic high-performance computing hardware, can deliver …” „… fail-operational performance. Based on concepts which have previously been developed for industries like aerospace …” „… automotive industry is evolving at high speed Driverless cars are the biggest innovation and evolutionary …”

M. Traub, H.-U. Michel Future electric/electronic architecture – Sustainable design of a digital in-vehicle backend infrastructure S. 201-212

„… compute cluster MCP: Use of a scalable, high-performance computing platform which ensures a clean …” „… afterwards possible. The scalable modular computing platform is generating a homogeneous basis for …” „… use of edge computing or dynamic functional allocation is thus also possible. The e/e architecture …”

P. Engel, A. Geraldy, J. Wolter Using Cloud-Based Electronic Horizons to Enable Distributed Driving Functions S. 255-268

„… cloud-computing. Many functions rely on map-based information that could be provided by an electronic horizon. In …” „… enabling synergies, by, e.g., computing similar horizons for multiple cars in the same regions. The …” „… information. Missing or wrong attributes can lead to misbehavior or low performance of the ADAS systems …”

G. Reichart, M. Niklas AUTOSAR Adaptive Platform – A standardized SW platform for intelligent vehicles with functional safety and data integrity S. 493-502

„… designed for high-performance computing which needs to be enhanced by dependability features like e.g …” „… high end computing hardware and supports parallel processing on many core systems and GPUs. Since …” „… applications and to provide an environment for applications that require high-end computing power AUTOSAR is …”

M. Kleinkes, W. Pohlmann, C. Wilks Boost Safety & Styling for vehicle lighting – Individualization and new Functionalities S. 551-566

„… ASIC integration will allow new use cases with high light quality and performance. Typical …” „… high-performance processor is used to generate a grayscale pixel matrix with the resolution of the HDSSL light …” „… computing performance to be present in the vehicle in order to achieve the requirement for real-time system …”

A. Schleicher Service-Oriented HPC Communication Standard for Vehicle Lifecycle Management S. 503-518

„… of considerable complexity to be executed within the vehicle. High Performance Controllers/Computers …” „… High-Performance Controllers (HPCs) and Automotive Ethernet (AE). This new technology is not a mere evolution of …” „… (HPCs) with considerable computing resources are found in most of today’s vehicle platform designs …”

M. Brunner, H. Adlkofer Hardware matters: how one chip can impact the security of a connected vehicle S. 455-468

„… this interface is linked to the busses of the host, the HSM can achieve high-performance and actively …” „… high-performance hardware accelerators for performing symmetric cryptographic operations, internal memory for …” „… interconnection. This in turn requires an increasing amount of data to be processed and higher bandwidth for the …”

K. Hohmann, F. Rabe, C. Menzenbach 3D-Displays with Lightfield Technology for a natural look and feel – User experience between attention-guiding and brand emotion S. 79-86

„… electronic architecture in the car: It is to be expected that a small number of high-performance computers …” „… of VDI-Berichte Nr. 2357, 2019 85 this future type of high-performance computer will seamlessly …” „… anyone else in the car. The system cost for this solution is comparatively high because it includes the …”

P. Gesner, F. Kirschbaum, F. Landenberger, J. Scheiffele, L. Morawietz, B. Bäker Modeling and identification of electrochemical energy storage for drive train development – Review and evaluation S. 101-114

„… electrification of vehicles. Consequently, it is among the higher priorities of many car manufacturers. Modeling …” „… energies and particularly the high efficiency of their drive trains. The power losses no longer occur …” „… of high-frequency components is the low-pass behavior of electrochemical cells. Impedance …”

S. Acharya, M. Gardner, S. Herz, C. Hosner, F. Lesbroussart Building a Standardized Data Pipeline from the Cloud to All In-Vehicle ECUs and Sensors – A New Opportunity for the Connected Car S. 307-318

„… computing platform will have more processing, more memory and a more sophisticated OS than a seatbelt …” „… , or a large high-resolution map file. Compression reduces transmission costs, and ensure faster …” „… broad spectrum of technologies and performance levels. For example actuators with small …”

M. Giertzsch Data Structures and Interfaces for High-resolution Maps in Rapid Prototyping Applications of Highly Automated Driving S. 319-332

„… Data Structures and Interfaces for High-resolution Maps in Rapid Prototyping Applications of …” „… decision making, route planning for example. In addition, high-resolution maps support micro-level …” „… decisions as well. In Ko-HAF1 [1] (Cooperative Highly Automated Driving), Opel used high-resolution maps …”

J. Heinrich, A. Braasch, F. Plinke Ensuring the reliability, availability and safety of fully automated and autonomous transport systems through modern system architectures S. 11-20

„… capable of manoeuvring in the event of a fault within a defined time interval. In case of Level 4 “High …” „… . Furthermore, safety requirements can depend on different use cases. Different requirements for the computing …” „… . VDI-Berichte Nr. 2357, 2019 15 By the means of the state diagrams, it is possible to assign key performance …”

doi.org/10.51202/9783181023570

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Automation 2022

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2399 2022

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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

„… retraining of the AI/ML model, to keep the quality of the predic-tions high, model performance monitoring on …” „… man dem vielversprechenden Trend „Edge Analytics“ folgen, welcher auf Edge Computing ba-siert, und bei …” „… , which is based on Edge Computing, where processing tasks are executed close to where the data is …”

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

„… of directional control valves. 1. Introduction Advancing digitalization and high computing power are …” „… very well-known effect curse of dimensionality [13]. A high dimensionality of features often …” „… class imbalance and high dimensionality of the input data. The change in the high dimensional input …”

doi.org/10.51202/9783181023990

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Distributed Edge Intelligence Enabled Wireless Communication Systems Serving Industrial Applications

Sun Danfeng

Reihe: Mess-, Steuerungs- und Regelungstechnik

Band 1278 2022

Treffer in den folgenden Teilen:

Related Work S. 6-23

„… computing canameliorate the issue and has become a recent hot topic [178, 179]. However, the high …” „… FifthGeneration Computing System (FGCS) [21]; and many algorithms of machine learning wereproposed. From 1987 to …” „… prosperity of the support vector machine (SVM) [39] and AdaBoost [40].The SVM maps the input data into a high …”

Introduction S. 1-5

„… 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 …” „… , and they also rely much on the reliability of heterogeneousWCSs to maximize production.3. High data …”

Conclusions and Future Work S. 83-84

„… the relation-ships across these tasks to improve every task’s performance. Comparative experiments …” „… and higher spectral efficiency than the FNN. Considering both precoder and powerallocation is common …” „… proves its superiority.To meet the distributed computing requirements of the dependability assessment and …”

Bibliography S. 87-108

„… gpp.org/desktopmodules/Specifications/SpecificationDetails.aspx?specificationId=3187, 2017. AccessedMay 26, 2021.[3] Huifeng Wu and Danfeng Sun. High precision control in ptp …” „… trajectory planning for non-linear systems using on high-degree polynomial and cuckoo search. Optimal …” „… cloud-fog-edgearchitecture and ontology for data acquisition. IEEE Transactions on Cloud Computing,2020.[6] Danfeng Sun …”

Dependability Assessment S. 24-46

„… central node canbe a high computing power wireless device or the cloud server. After collecting all …” „… sub-model*Description inside a chapter has higher interpretation priority.243.1 Problem Statement3.1 Problem Statement …” „… designing specific models for different levels of DAcan have better performance than a general one, it is …”

Titelei/Inhaltsverzeichnis S. I-XII

„… Efficiency OptimizationHigh requirements of industrial applications are challenging for WCSs, and advances in …” „… allocationFCL Full connected layersFGCS Fifth Generation Computing SystemFLOPs Floating point operationsFNN …” „… , high requirements of industrialapplications are also challenging for WCSs. For instance, motion control …”

doi.org/10.51202/9783186278081

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Innovative Antriebe 2018

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2334 2018

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F. Milani, C. Beidl Cloud-basierte Fahrzeugfunktionen – Cloud als neue Umgebung für die Fahrzeugregelung S. 147-156

„… information, such as available computing resources in vehicle and performance of cellular network, are …” „… relative performance of cloud and ECU in terms of capacity demand. For vehicle functions with very high …” „… accordingly, the evaluation grade for the cloud is higher than for the ECU. In the case that the computing …”

doi.org/10.51202/9783181023341

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The hierarchical finite cell method for problems in structural mechanics

Meysam Joulaian

Reihe: Mechanik/Bruchmechanik

Band 348 2017

Treffer in den folgenden Teilen:

Numerical integration algorithms for the FCM S. 27-71

„… computational costs – their performance is very poor when it comes to computing integrals with a discontinuous …” „… integration points and, subsequently, to higher computational costs. We will investigate the performance of …” „… higher than for the moment fitting method. 3.5 Performance of the suggested numerical integration schemes …”

Titelei/Inhaltsverzeichnis S. I-X

„… ¤ 55,80. Keywords: Finite cell method – Fictitious domain approach – High-order finite element methods …” „… approach and high-order finite elements. This thesis is concerned with the study of the numerical …” „… heterogeneous material, we will also propose two high-order enrichment strategies based on the hp-d approach …”

Bibliography S. 140-154

„… , 2005. [14] A. Abedian, J. Parvizian, A. Düster, H. Khademyzadeh, and E. Rank. Performance of different …” „… . Zander, S. Kollmannsberger, and E. Rank. Normal contact with high order finite elements and a fictitious …” „… Mechanics and Engineering, 128:405–417, 1995. [39] K. Cheng and T.-P. Fries. Higher-order XFEM for curved …”

The spectral cell method S. 111-132

„… simulation of structures obeying heterogeneous materials or complicated micro-structures under high frequency …” „… SHM, it is necessary to employ signals that include very high frequency contents in order to be able …” „… to detect small-scale flaws. Accordingly, due to the presence of very short wavelengths at high …”

Finite cell method for problems in solid mechanics S. 5-26

„… examples to point out the performance of the FCM as compared to the standard FEM. The mathematical …” „… behavior. A more promising alternative is to employ high-order approximations, which is the main idea of …” „… high-order finite elements [63, 136]. The FCM bears several similarities with the standard FEM. For instance …”

doi.org/10.51202/9783186348180

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ELIV 2017

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2299 2017

Treffer in den folgenden Teilen:

U. Beher, T. Weyrath IT-Backends für Automatisiertes Fahren und Kooperative Assistenz /IT-Backend for automated driving and cooperative ADAS S. 33-34

„… vehicles, which shows a high level of data security and functional safety. We present herein the …” „… . Discrete levels of automation are defined in [1] and classify the manoeuvring performance of the …” „… way of travelling, for the driver himself and for the other motorists and cyclists. The higher safety …”

T. Scharnhorst, S. Fürst, S. Rathgeber, L. Slansky, F. Kirschke-Biller, R. Flores, T. Jaux, T. Rüping, K. Nishikawa, C. Krömke AUTOSAR als DIE Software Plattform für intelligente Mobilität /AUTOSAR proofs to be THE automotive software platform for intelligent mobility S. 63-64

„… high-performance computing which needs to be enhanced by dependability features like e.g. safety, availability …” „… provide an environment for applications that require high-end computing power and to connect deeply …” „… security the software architecture has to support e.g. hardware with high-end embedded computing power …”

C. Bohne, A. Hörtling, T. Huck, I. Deak, O. Koller, K. Hofmann, A. Lock Trends shaping the future E/E architecture – Quo Vadis – Domain and/ or zone-oriented E/E architecture pattern /Trends shaping the future E/E architecture – Quo Vadis – Domain and/ or zone-oriented E/... S. 55-56

„… , computing performance, functional safety, connectivity and security. 1. The New Automotive Mobility …” „… in order to fulfill highest Automotive Safety Integrity Level requirements and to meet legislation …” „… requirements. 2. Centralized Computing Platforms Traditional E/E architectures with a comparatively low or …”

S. Waschul, B. Iske, C. Raksch, T. Führer Hochautomatisiertes Fahren (HAF) und Parken (HAP) – Trends und Herausforderungen /Highly automated driving (HAD) and parking (HAP) –Trends and challenges S. 9-10

„… products. While excellent functional performance of single components is important it is also obvious that …” „… only best system performance including advanced sensor data fusion will fulfil the market requirements …” „… all accidents with physical injuries in Germany are caused by human errors and a high degree of …”

doi.org/10.51202/9783181022993

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Automation 2019

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2351 2019

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J. Elsner, R. Mueller, S. Thümmel Flooded Edge Gateways – Real-Time Aggregation of High-Density Data Using Complex Event Processing and Machine Learning S. 719-730

„… Flooded Edge Gateways Real-Time Aggregation of High-Density Data Using Complex Event Processing …” „… kann in Echtzeit nicht mehr garantiert werden. Ansätze des Edge Computing dezentralisieren Teile der …” „… in real-time by means of cloud platforms cannot be guaranteed anymore. Approaches of Edge Computing …”

S. Malakuti, J. Schlake, C. Ganz, K. E. Harper, H. Petersen Digital Twin: An Enabler for New Business Models S. 807-820

„… twins were initially considered to be high fidelity mathematical models to reflect the behavior of real …” „… software is mainly used during the development phase, where engineers build high-fidelity models using …” „… , high-dimensional, time-variant models to simulate the dynamical behavior. After the device is built and installed …”

C. Groß, H. Abuwaik, M. Aleksy Plug & Use von Anwendungen zur Zustands- und Prozessüberwachung im 5G-fähigen Industriellen Internet der Dinge S. 855-866

„… für eine Edge- Computing-basierte Plug & Use-Inbetriebnahmemethode vor, welche durch den Einsatz von …” „… decisions. Subsequently, we present a novel approach for an edge computing-based plug & use commissioning …” „… to operate a high bandwidth video surveillance application in parallel to a control application …”

D. Sun, S. Willmann, S. Sathananthan, S. Hoch, D. Gamrad, A. Gladisch, E. Simsek, J. Myrzik Deep Auto-encoder-based Approach for Dependability Assessment of Industrial Wireless Network S. 1047-1070

„… an excellent performance on high dimensional process. Main dimension reduction methods include …” „… rapidly. In addition, the deep neural network has advantages on high dimensional data process. Hence, a …” „… ” denotes a parameter which cannot be measured or calculated, it groups various performance characteristics …”

doi.org/10.51202/9783181023518

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