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VDI Wissensforum GmbH - SIMVEC – Simulation und Erprobung in der Fahrzeugentwicklung

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VDI Wissensforum GmbH (Hrsg.)

SIMVEC – Simulation und Erprobung in der Fahrzeugentwicklung

Reihe: VDI-Berichte

Band 2333 2018

Treffer in den folgenden Teilen:

T. C. Spruegel, B. Schleich, S. Wartzack Simulations-DNA: Datengetriebener Ansatz zur automatischen Plausibilitatsprufung strukturmechanischer FE-Simulationen mittels Deep Learning S. 29-38

„… strukturmechanischer FE-Simulationen mittels Deep Learning T. C. Spruegel, M.Sc., Dr.-Ing. B. Schleich, Prof …” „… , Künstliche Neuronale Netze, Deep Learning und Plausibilität kurz vorgestellt. VDI-Berichte Nr. 2333, 2018 …” „… des maschinellen Lernens zugeordnet werden [4, 7]. 2.4 Deep Learning Deep Learning bezieht sich auf …”

E. P. Viña, M. Kleer, K. Dreßler Virtual validation of autonomous vehicles in a 3D Pointcloud S. 337-344

„… particular Deep Learning- algorithms are being employed to differentiate between similar-looking objects …” „… , Kaiserslauten. 2014. [4] Qi, Charles R., et al. "Pointnet: Deep learning on point sets for 3d classification …” „… a representative city and we capture it as a 3D pointcloud. Then, we apply machine learning …”

J. V. G. Tilly, A. Tarasow, T. Arndt, B. Neudecker, R. Serway Einsatz von kunstlichen neuronalen Netzen zur Bestimmung des Kupplungsdrucks bei nasslaufenden Doppelkupplungen S. 17-28

„… [10] Clevert, D., Unterthiner, T., Hochreiter, S.: Fast and accurate deep network learning by …” „… ., Bengio, Y.: Deep Sparse Rectifier Neural Networks, Proceedings of the Fourteenth International …” „… Hyper-Parameter Optimization, Journal of Machine Learning Research 13, 2012 [12] Kingma, D. P., Ba, J. L.: Adam …”

J. Neumann, T. Tentrup, T. Weck How to calibrate and test advanced driver assistance and autonomous driving systems EoL – From development into the end-of-line S. 527-542

„… recent breakthroughs in deep learning, the camera is the most important sensor for object classification …” „… (see fig. 9). By using state-of-the-art neural network architectures (e.g. DNN - Deep Neural Network …” „… addition to a static calibration in the endof-line. New adaptive and self-learning features are expected to …”

Titelei/Inhaltsverzeichnis

„… FE-Simulationen mittels Deep Learning. . . . . . . . . . . . . . . . . . . . . .29 T. C …”

doi.org/10.51202/9783181023334

VDI Wissensforum GmbH - Reifen – Fahrwerk – Fahrbahn

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VDI Wissensforum GmbH (Hrsg.)

Reifen – Fahrwerk – Fahrbahn

Reihe: VDI-Berichte

Band 2356 2019

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K. Singh, F. Petry, P. Alipour, D. Khadraoui Application of Machine Learning & Deep Learning Techniques in the Context of Use Cases Relevant for the Tire Industry S. 241-268

„… Application of Machine Learning & Deep Learning Techniques in the Context of Use Cases Relevant …” „… artificial intelligence (AI) based learning models. State-of-the-art machine learning (ML) and deep learning …” „… a lot in the last decade and changed a lot in the last few years. The “deep” in deep learning is …”

W. Jarisa, R. Henze, F. Küçükay, F. Schneider, J. Denzler, B. Hartmann Fusionskonzept zur Reibwertschätzung auf Basis von Wetter- und Fahrbahnzustandsinformationen S. 169-190

„… Berücksichtigung von Kontextwissen, wie z. B. Luft- oder Fahrbahntemperatur mittels Deep-Learning- Ansätzen …” „… Fusionskonzepte sowie Verbesserungen der Kameraklassifikation mittels Deep Learning weiter diskutiert. Die Arbeit …” „… Wahrscheinlichkeiten oberhalb von 90% charakterisiert. 8 Verbesserung der Kameraklassifikation mittels Deep Learning …”

Titelei/Inhaltsverzeichnis

„… , Kaiserslautern Application of Machine Learning & Deep Learning Techniques in the Context of Use Cases Relevant …”

S. Keidler, J. Haselberger, K. Mayannavar, B. Schick, D. Schneider Development of lane-precise “Ground Truth” maps for the objective Quality Assessment of automated driving functions S. 15-34

„… Software Architecture”, pp. 38-42, 2017. [22] J. Haselberger, B. Schick, and J. Chen, “Deep Learning for …” „… satellite images to update and change data. New technologies such as Artificial Intelligence (AI) and Deep …” „… Learning (DL) are used for this purpose [12]. Based on this knowledge a new road description format CRO …”

doi.org/10.51202/9783181023563

VDI Wissensforum GmbH - 27. Deutscher Materialfluss-Kongress

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VDI Wissensforum GmbH (Hrsg.)

27. Deutscher Materialfluss-Kongress

Reihe: VDI-Berichte

Band 2325 2018

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C. Plapp Deep Machine Learning in der Logistik: Kamerabasierte Objektidentifikation – Scannen und RFID werden überflüssig S. 13-18

„… Deep Machine Learning in der Logistik: Kamerabasierte Objektidentifikation Scannen und RFID …” „… Effizienzsteigerungen zu erreichen. Dafür hat Logivations Deep Machine Learning Technologien in die vielfach prämierte …” „… Algorithmen. Diese basieren auf neuen Verfahren der Computer Vision und des „Deep Machine Learning“. Für den …”

Vorwort S. 1-2

„… Agentengesteuerte Steuerungen, Deep Learning, Computer Vision sind keine Zukunftsprojekte mehr, sondern Teil neuer …”

S. Kaczmarek, R. Grzeszick, S. Feldhorst Von der Forschung ins eigene Start-up – Motion-Mining® in der Praxis – Automatische Prozessanalysen in Produktion und Logistik S. 157-162

„… Sensoren und Kleinstfunksender zusammen mit Algorithmen des Deep Learning genutzt, um Prozessdaten …” „… aufzunehmen während der Prozess abläuft. Anschließend werden Algorithmen des Deep Learnings genutzt, um die …”

Titelei/Inhaltsverzeichnis

„… Intralogistics Execution zu mehr Transparenz S. Schumacher und Effizienz C. Plapp Deep Machine Learning in der …”

Innovative Versorgungskonzepte S. 239-264

„… Deep Learning and Large-Scale Data Collection, o. O. 2016 VDI-Berichte Nr. 2325, 2018250 …” „… Learning). VDI-Berichte Nr. 2325, 2018 243 Der Ansatz von virtuellen Lernumgebungen wird im Projekt …” „… DeepGrasping (Fraunhofer IPA, Universität Stuttgart) auf den roboterbasierten Griff-in-die-Kiste, also das …”

J. Dziedzitz, K. Markert, K. Furmans Fortschritte bei der automatischen Kommissionierung – Am Beispiel der Amazon Robotics Challenge S. 97-112

„… Methoden mittlerweile von Deep Learning Methoden bei der Objekterkennung und Objektklassifizierung …” „… Mariéthoz. 2002. “Torch: a modular machine learning software library”. IDIAP-RR 02-46. [18] Abadi et al …” „… . 2015. “TensorFlow: Large-Scale Machine Learning on Heterogenweous Distributed Systems”. White Paper …”

doi.org/10.51202/9783181023259

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VDI Wissensforum GmbH (Hrsg.)

ELIV 2023

Reihe: VDI-Berichte

Band 2423 2023

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P. Laufer Estimation of Gender and Age of Vehicle Occupants Using Deep Learning S. 27-38

„… Estimation of Gender and Age of Vehicle Occupants Using Deep Learning Patrick Laufer, IAV …” „… reveal the most influential parts of an image on the predictions made by deep learning models. One such …”

X. Wang, A. Hübner, K. Weishaupt, K. Chung Validation and Interpretation of Neural Networks: DNN-Based Object Detection as an Example S. 419-436

„… State-of-the-art object detection, implemented mostly via Deep Learning, is a central component of the environment …” „… particularly relevant and promising [3]. Over the past few years, Deep Learning has unlocked the potential of …” „… . Schwenninger und C. Freystein, „Deep-Learning-basierte 3-D-Objekterkennung - Daten, Training und Absicherung …”

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

„… important learnings about successful AI development. The challenges of NLP and automotive applications are …” „… algorithm • The adjustment of internal parameters by learning algorithms based on training cases …” „… , activation functions, learning rates, stopping criteria. Figure 2 shows a comparison of classic software …”

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

„… Though, important challenges remain, when it comes to large-scale deep learning workloads such as the …” „… processing very large volumes of data for deeper insights. A very important performance improvement in this …” „… development of deep neural networks that are trained to be used in the perception software stack for …”

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

„… , rooted in deeper and deeper machine learning, with big neural nets (NN) dominating computer vision, we …” „… . The majority of work focuses on the algorithm and architecture, often using complex machine learning …” „… not – this is a binary value of 1 or 0. Note these labels are not confidence scores, as no learning …”

P. Dreiseitel, D. Yesilbas Generative Artificial Intelligence – How AI Models Change the Way We Develop Automotive Products S. 405-418

„… supervised learning methods that rely heavily on labelled data, these state-of-the-art models are designed to …” „… human-enforced Reinforcement Learning for personalization features, among others. This paper aims to provide an …” „… on years of research and advances in machine learning, neural networks, and computational …”

Titelei/Inhaltsverzeichnis

„… , Aachen Electronics TechnologyEstimation of Gender and Age of Vehicle Occupants Using Deep Learning 27P …” „… , S. Schoutissen, Volvo Group Trucks Technology, Gothenburg, SwedenA Cloud-based Self-Learning …”

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

„… these models to new use-cases and frameworks. In this paper, transfer learning is used by taking …” „… observed. This is shown in Figure 3a for RoBERTa-large and learning rates 1e-5 and 2e-5. Fig. 3a: SYS+SW …” „… is obviously significantly higher than the other parameters for both learning rates. This implies …”

K. Fuchs, G. Hasenbichler How Data-driven Approaches Enhance Agile and Quality-assured Software Development for AD S. 663-672

„… ., weather and road conditions. 3) Generation of Training Data: The perception system is based on deep …” „… learning with neural networks that have to be trained enabling the system to learn. This basic principle …”

G. Shirasat, T. Dannemann Snapdragon Ride Flex SoC: The central compute solution that’s bringing the SDV vision to reality S. 253-266

„… deep dive into the emergence of SDV and how Qualcomm is helping transform the automotive industry …” „… machine learning (ML) model performing ML operations (MLOps) on the data ingested from the car or in-cloud …” „… libraries of ML inferencing utilizing the machine learning accelerator. The in-vehicle stack needs to …”

A. Matarage A leap in innovation – What European OEMs can learn from Chinese OEMs in terms of User Experience S. 503-518

„… way to circumvent the traditional learning by doing method to try to catch up with the European …” „… reacts in an “emotional” way. Digital assistants are often self-learning and become more and more …” „… as Alibaba, Huawei, Xiaomi. And their cooperation goes down to a deep technological level. European …”

doi.org/10.51202/9783181024232

VDI Wissensforum GmbH - ELIV-MarketPlace 2022

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VDI Wissensforum GmbH (Hrsg.)

ELIV-MarketPlace 2022

Reihe: VDI-Berichte

Band 2405 2022

Treffer in den folgenden Teilen:

B. Franczyk Technology comparison of surround sensors for mobile machines – Change from rule-based systems to Deep Learning S. 421-428

„… www.digitalisierung-landwirtschaft.deWHY USE DEEP LEARNING?www.digitalisierung-landwirtschaft.deAdvantages compared to traditional …” „… embedded Deep Learning!CONTACT DETAILSwww.digitalisierung-landwirtschaft.deProf. Dr. Bogdan FranczykLeipzig …” „… Deep Learning Prof. Dr. Bogdan Franczyk, Institut für Wirtschaftsinformatik, Universität Leipzig …”

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

„… FunctionsAI in AutomotiveGeneric (Deep Learning) Neural Network (NN)TRAINING:Interconnection “weights” are …” „… weights to better.Deep Learning = Learning the interconnections for several hidden layers(Software …” „… Challenge 5: Validation of (sub)systems that are based on machine learning.Relevant Standards - ISO/TR …”

K. Talits Automatic Camera-based Road Defect Detection with Neural Networks S. 305-314

„… with deep learning: A review,” IEEE transactions on neural networksand learning systems, vol. 30, no …” „… . 11, pp. 3212–3232, 2019.(10) M. Ganaie, M. Hu, et al., “Ensemble deep learning: A review,” arXiv …” „… , “Transfer Learning-based Road Damage Detection for Multiple Countries,” arXiv preprint arXiv:2008.13101 …”

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

„… Black BoxPrediction: Car, Traffic lightDeep Learning Image ProcessingIntroductionWhat is the AI looking …” „… deep neural networks." Neural computing and applications (2020)VDI-Berichte Nr. 2405, 202225411 …” „… the training of deep neural networks." Neural computing and applications (2020)12SummaryChallenges of …”

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

„… : AdvantagesDynamic Model Composition: Deep Neural Networks with Embedded Physics ModelsParameterized and Constrained …” „… Differential Equations.Smaller Footprint (size 10x less than pure deep NN with higher accuracy).Less Training …” „… learning system Continuously fed by predictions & contextScalable to thousands of vehicles per cloud …”

Titelei/Inhaltsverzeichnis

„… surround sensors for mobile machines – Change from rule-based systems to Deep Learning …”

doi.org/10.51202/9783181024058

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