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ELIV-MarketPlace 2022

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2405 2022

Results in this title

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

„… Camera-based Road Defect Detection with Neural NetworksA Tradeoff between Speed and PrecisionE-LAB | Kevin …” „… further improve the detection capability of deep neural networksFor autonomous driving, sequences of …” „… Automatic Camera-based Road Defect Detection with Neural Networks Kevin Talits, M. Sc., HELLA GmbH …”

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

„… , Jakob et al. (2021): A Survey of Uncertainty in Deep Neural Networks.UNCERTAINTIES OF NEURONAL …” „… in Deep Neural NetworksCyan Magenta Yellow BlackPreflight Lx3 am Oktober 17, 2022 | 16:46:15 | 209.9 …” „… rule-based systems to Deep Learning is evident. However, it should be considered that Neural Networks have …”

N. Kechler, Eric Sax Big Data Analytics for a seamless Design Flow of reliable Automated Driving Functions S. 257-264

„… detection using neural networksPredictionNormal AbnormalReality Normal 76938 495Abnormal 1004 33046 …” „… Processing Technologies (ITIV)Goal: Training a neural network to detect abnormal driving behaviorsAbnormal …” „… %Minimum deviation steering wheel angle ±10°Approach: Using a Convolutional Neuronal Network (CNN)Exemplary …”

V. Horvath, H. Laine, G. Blahut, A. Késmárki, M. Pfeifle Streaming Map Data Efficiently from Cloud to ECUs – A Cost-Efficient and Self-Adapting Solution for Intelligent Speed Assistance S. 239-248

„… Artificial Intelligence with the latest standardization activities. In our approach we train neural networks …” „… signs using neural networks [8]. This information is then fused together with the speed limits drawn …” „… them. Using supervised learning, we created and trained a Neural Network (cf. Figure 3) to estimate the …”

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

„… 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. Poledna, L. Antonia Zaza Bringing together major stakeholders to shape the future of autonomous operation. Can this also be done for the offhighway industry? S. 447-460

„… intelligenceAlgorithms and neural networksSensor fusion & real-time data Higher capacity and fast CPU performancesSensors …” „… Network for Cloud and Shadow Precise Segmentation. Remote Sens. 2020, 12, 2001. https://doi.org/10.3390/rs …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… Detection with Neural Networks� � � � � � � � � � � � � � � 305 K. Talits, M. Sc., HELLA GmbH …” „… � � � � � � � � � � � � � � � � � � � � � � � � � � � � 189 H. Zlatokrilov, Argus Cyber Security, Tel Aviv, IsraelIn-Vehicle Network Security – MACsec, the …” „… ConnectivityAEF – Agricultural Interoperability Network – Let’s cultivate the digitalization …”

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 …”

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 …”

doi.org/10.51202/9783181024058

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ELIV 2019

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2357 2019

Results in this title

R. Pfeffer, N. Ahn Potential of Training Neural Networks Using Virtual Environments S. 365-374

„… Potential of Training Neural Networks Using Virtual Environments Raphael Pfeffer, Natalya Ahn …” „… network depends on the quality of the training data used. Neural networks will only achieve high …” „… ways in which the effort required for training neural networks can be significantly reduced by means …”

A. Weichslgartner Embedded Intrusion Detection based on AI – A Data-Driven Approach S. 469-478

„… , such as the artificial neural network called perceptron by Rosenblatt [9], or Support Vector Machines …” „… of ML dealing with artificial neural networks with many layers. See Fig. 4 for an overview of the …” „… artificial neural networks are used. In this work, we will focus on ML where a trained function indicates …”

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

„… , machine learning methods like support vector machine [24] and neural network [25] are applied. Based on …” „… the layers in a neural network. Furthermore, the measured battery signals may be used either directly …” „… a recurrent neural network for accurate modeling of lithium-ion battery voltage and state-of-charge …”

Titelei/Inhaltsverzeichnis S. I-X

„… 359 K. L. Barbehön, O. Müller, D. Knobloch, BMW AG, München f ADAS KI Potential of Training Neural …” „… Networks Using Virtual Environments 365 R. Pfeffer …”

U. Bodenhausen Mission AI in Automotive – Collaboration Models and Functional Safety S. 375-382

„… Learning Neural Networks) and big data for the training are key success factors for excellent performance …”

doi.org/10.51202/9783181023570

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ELIV-MarketPlace 2018

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2338 2018

Results in this title

D. Dörr, P. Ukas Training and Validation of Neural Networks in Virtual Environments S. 17-28

„… Training and Validation of Neural Networks in Virtual Environments Dominik Dörr, Patrick Ukas …” „… to AI Training of neural networks with synthetic data Virtual validation of trained neural networks …” „… Training of neural networks with synthetic data Virtual validation of trained neural networks Conclusion …”

Titelei/Inhaltsverzeichnis S. I-VIII

„… , L. Eckstein, IKA, RWTH Aachen, Aachen Training and Validation of Neural Networks in Virtual …”

N. Beringer Extending the sensor range and the Environment Model by usage of HD maps S. 145-148

„… for automated driving – how neural networks and robotics change the embedded software development …”

doi.org/10.51202/9783181023389

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Automation 2023

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2419 2023

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R. Gitzel Using Neural Networks for Thermal Monitoring with Point Sensors S. 583-590

„… Using Neural Networks for Thermal Monitoring with Point Sensors Dr rer.-pol. Ralf Gitzel, ABB …” „… trained neural network. Introduction Overheating is one of the key anomalies encountered in electrical …” „… ]. Infrared images can be processed by convolutional neural networks (e.g., [4]) but often simpler machine …”

B. C. Gül, N. Devarakonda, D. Dittler, N. Jazdi, M. Weyrich Using Federated Learning in the Context of Software-Defined Mobility Systems for Predictive Quality of Service S. 591-610

„… neural network model commonly used in time series forecasting. Table 1 shows the parameters determined by …” „… services using hybrid neural network and ensemble methods. Int J Syst Assur Eng Manag 10, 1577–1614 (2019 …” „… machine, nonlinear regression, and neural network to predict the performance of the data center such as …”

I. Gräßler, M. Hieb Cloud-Computing für die Verwendung synthetischer Trainingsdaten für Machine Vision Quality Gates S. 765-776

„… bieten. So haben Syberfeldt und Ekblom [12] ein Convoluti-onal Neural Network (CNN) zur Überwachung des …” „… .: Domain randomization for transferring deep neural networks from sim-ulation to the real world. In: IEEE …” „… , Generative Adversarial Networks (GAN) oder Diffusionsmo-dellen und (4) Zusammenfügen verschiedener realer …”

Z. Shi, F. Baer, Z. Xu, S. Zheng Challenges of Robotic-based Intelligent Placing S. 639-654

„… affordable RGB-D cameras, deep convolutional neural networks (DCNN), extensive open-source datasets, and …” „… and 2017. For example, the Dex-Net and Dex-Net 2.0 employed a Grasp Quality Convolutional Neural …” „… Network (GQ-CNN) to predict the success probability of a parallel-jaw grasp [24] [25]. The network takes a …”

R. Hana, I. Ünal, T. Kleinert Scaling up anomaly detection in measurement data for process plants S. 915-926

„… ), also known as Kohonen maps [5], is an artificial neural network-based technique for unsupervised …” „… the neuron, an anomaly is marked. c) Semantic networks A semantic network is a graph structure, that …” „… between field devices can be described with a directed graph of a semantic network. Different queries can …”

Titelei/Inhaltsverzeichnis S. I-XX

„… – AnwendungenUsing Neural Networks for Thermal Monitoring with Point Sensors 583R. Gitzel, ABB Corporate Research …” „… KommunikationShared 5G campus network in industrial working and co-working spaces 279P. Yazdani, G. Cainelli, L …”

R. Benfer, M. Both, J. Müller Verbesserung der Abbildungsgenauigkeit von heterogen ausgeprägten Industrie 4.0 Verwaltungsschalen durch die Integration von Knowledge Graphen S. 501-512

„… neural information processing systems, 30. [12] Jurafsky, Dan; Martin, James H. Speech and Language …” „… autoencoders for paraphrase detection. Advances in neural information processing systems, 24. [14] Reimers …” „… , Nils & Gurevych, Iryna (2019). Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks …”

L. Schaupeter, H. Schu, M. Vette-Steinkamp, W. Gerke, V. Truderung, M. Böhm Dual-Arm-Roboter und künstliche, neuronale Netze zur Inspektion von Geometrie- und Oberflächenfehlern an Gefäßstützen (Stents) S. 625-638

„… dual-arm robot, different types of handling, cam-era systems, artificial neural networks and modern …”

S. Eilermann, O. Niggemann, L. Wehmeier, A. Ali, A. Deuter, R. Bach, C. Schultz Die steigende Bedeutung des Digital Twins als Bestandteil eines Intelligent Tutoring Systems in der Automatisierung S. 37-54

„… intelligent software system supported by artificial neural network and vortex optimization algorithm …”

doi.org/10.51202/9783181024195

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ELIV 2021

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2384 2021

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L. Gonzales-Fuentes, M. Harihar, M. Cassol Trajectory tracking using Neural Network for Autonomous Driving Systems S. 75-82

„… Trajectory tracking using Neural Network for Autonomous Driving Systems Neural Network …” „… , neural networks (NN) are employed to develop an adaptive control system that learns both, linear and …” „… . Nonlinearities can be better described by Machine Learning (ML) models, where neural networks (NN) can be used …”

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

„… that it uses an autoencoder type of neural network, which can be designed very efficiently and trained …” „… advanced anomaly detection pipeline that uses an autoencoder type of neural network, such as SIM, is …” „… unsupervised deep learning technology, the data collection process can be simplified, and the neural network …”

M. Gresser, M. Mende, M. D. Rabe, B. Baker, A. Unger Graph-based Vehicle Diagnostics using Machine Learning S. 131-142

„… Graph-based Vehicle Diagnostics using Machine Learning Potential of Graph Neural Networks for …” „… a vehicle graph. This paper aims to present one way to enable Graph Neural Networks for vehicle …” „… methods such as neural networks on structural data. Graph Neural Networks were first introduced in 2005 …”

M. Ghivari, D. Chakraborty State of Health and State of Charge Estimation method – A Machine Learning based hybrid approach S. 605-612

„… methods but estimate battery parameters based on neural networks, support vector machines, and …” „… battery model and a neural network to predict SOC and then using the obtained SOC to derive SOH …” „… parameters. Two neural networks are trained using pre-tuned Kalman filters to correct designed state …”

K. Saad, A. Sligar, R. Kipp, J. Decker, D. Rey, S. M. Canta Ansys Real Time Physics Based Radar Simulation – An Enabler for Machine Learning in the Context of Autonomous Driving S. 83-94

„… ) domain, and more precisely when dealing with supervised training of Neural Networks (NN), obtaining …” „… simulation workflow to automatically generate labeled datasets for training a Neural Network (NN) based …” „… chirp/CPI to obtain range-Doppler (RD) images, which will be used for Neural Network (NN) training. These …”

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

„… neural network (FLFNN). Both in [12] as well as in [13] the HF / LF analysis is responsible for …” „… classifier embedding VDI-Berichte Nr. 2384, 2021 321 a Deep Convolutional Neural Network designed to …” „… Deep 1D Temporal Dilated Convolutional Neural Network (1D-CNN) suitable to classify the hyperfiltered …”

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

„… network [12]. As non-linear methods using neural networks have made major progress solving several …” „… model-free algorithms based on artificial neural networks show, that the principle idea of using RL is …” „… ) connections via application programming interfaces (APIs) within the cellular network. Analogically, the EVSE …”

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

„… learning (such as deep-neural networks) has shown fundamental limitations in physics-based systems …” „… automatically parameterize Deep Neural Network and Physics-based Behavior Models. The workflow is as follows …” „… components, using Model Predictive Control techniques and Deep Neural Networks. 4. The parameters are …”

C. Cremers, P. Hubertus, R. Laszlo, M. Pfeifle, O. Muratov Augmented Reality Guidance based on 6D Positioning and HD Lanes S. 367-380

„… information. This fusion algorithm leverages neural networks that align the object and feature point …” „… such features is to utilize deep neural networks (DNNs); by utilizing techniques like knowledge …” „… a baseline. This relaxation allows the usage of more precise and accurate networks for feature …”

U. Bodenhausen Make AI Testing Meaningful – From Understanding to Mastering of AI Testing S. 151-162

„… ] Weinstein, B., Fine, S., Hel-Or, Y., Selective Sampling for Accelerating Training of Deep Neural Networks …” „… ., Mitliagkas, I., Roy, D. M., “In Search of Robust Measures of Generalization”, 34th Conference on Neural …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… Trajectory tracking using Neural Network for Autonomous Driving Systems …”

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

„… graphics for computer games, security layers, neural computation, etc. Please note that the middleware …” „… the radio access network of mobile telephone networks. Not to mention the routers and switches we all …” „… ) updated and upgraded software are parts of a large “Software-Defined Network”. To a large extent, they are …”

doi.org/10.51202/9783181023846

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Dritev 2022

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2401 2022

Results in this title

F. Schuchter, M. Schönstein, K. Bause, A. Albers Temperature Modelling of a Dual Clutch with Artificial Neural Networks S. 335-346

„… Temperature Modelling of a Dual Clutch with Artificial Neural Networks Florian Schuchter, Max …” „… measurement data. A supervised learning algorithm is used that trains a neural network. The temperature …” „… deviation between the original model and the artificial neural network is reduced by 54%. The application of …”

G. Göppert, M. Adrian AI Approach to Wet Friction Torque Model Adaptation S. 321-334

„… approach is presented to cover adaptation routines by employing artificial neural networks. The …” „… can be modeled by an artificial neural network and can be predicted better than the state of the art …” „… aspect is the environment in ad-dition to the artificial neural network, if we can deal with questions …”

T. König, L. Stütz, L. Bauer, M. Kley Model-based simulation of a longitudinal dynamics vehicle model with a single-wheel drive S. 381-396

„… artificial neural networks and integrated into the longitudinal dynamics model. Defined driving scenarios are …” „… transmission. The modelling of the effi-ciency is done with an artificial neural network. The concept of the …” „… efficiency model determined with a neural network. The required efficiency data of the transmissions for the …”

Titelei/Inhaltsverzeichnis S. I-X

„… Dual Clutch with Artificial Neural Networks� � � � � � � � � � � � � � � 335 F. Schuchter …” „… , Magna Powertrain GmbH & Co KG, Lannach, AustriaNetwork-based System Development and Integration Approach …”

doi.org/10.51202/9783181024010

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International Conference on Gears 2022

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2389 2022

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B. H. Kien, D. Iba, Y. Tsutsui, Y. Lei, D. Taga, N. Miura, T. Iizuka, A. Masuda, I. Moriwaki Plastic gear remaining useful life prediction using artificial neural network S. 951-956

„… Plastic Gear Remaining Useful Life Prediction using Artificial Neural Network B. H. Kien, Prof. D …” „… generator based on an artificial neural network (ANN) for generating the HI of the plastic gear. The ANN is …” „… based on an artificial neural network (ANN) which learns from the degradation status of historical …”

T. Konig, M. Kley, F. Wagner, M. Liebschner Enhanced damage classification on transmissions by generating synthetic data with Generative Adversarial Networks (GAN) S. 227-238

„… extending existing date sets can improve detection accuracy with Artificial Neural Networks (ANN) to …” „… synthetic signals similar to real signals [8]. A GAN consisting of two competing Artificial Neural Networks …” „… wire-race bearings using Convolutional Neural Networks with vibration spectrograms. tm - Technisches Messen …”

A. Hessler, B. Neubauer NVH-performance versus Costs – Coherent R&D for gears, system and manufacturing S. 103-118

„… . 15: Basic structure artificial neural network (ANN) simulation In the first step the neural network …” „… caused by manufacturing phenomena or errors as described above. Therefore, Artificial-Neuronal-Networks …”

Titelei/Inhaltsverzeichnis S. I-XXVIII

„… Universität Chemnitz, GermanyPlastic gear remaining useful life prediction using artificial neural network …” „… Adversarial Networks (GAN) 227T. König …”

D. Drummer, D. Schubert, C. Herzog In situ measurement of geometric and structural influences on the operating properties of polymer gears S. 1099-1116

„… convolutional neural network model for gear fault diagnosis based on sound signals,“ Applied Sciences, Bd. 9, Nr …”

doi.org/10.51202/9783181023891

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ELIV 2023

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2423 2023

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

„… Validation and Interpretation of Neural Networks: DNN-Based Object Detection as an Example Dr …” „… , especially Deep Neural Networks (DNNs), introduces new potential risks and weaknesses, for example due to the …” „… problems such as object detection, Deep Neural Networks (DNNs) generally benefit from a multitude of …”

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

„… on years of research and advances in machine learning, neural networks, and computational …” „… industries. The core of large generative AI models is the concept of neural networks, a computational …” „… large foundation models, i.e., neural networks pretrained on generic tasks, often with more than a …”

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

„… executing neural networks with large amounts of data requires enormous amounts of graphics processing units …” „… development of deep neural networks that are trained to be used in the perception software stack for …” „… , vehicle networks and bus systems. Efforts for the validation of sensors are rapidly growing with the …”

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

„… learning with neural networks that have to be trained enabling the system to learn. This basic principle …” „… a reference system along with data from the vehicle network. This allows to compare the data from …” „… operation of the vehicles supported by its global network. Perception Performance Evaluation Data …”

M. Wegener, R. Savelsberg, A. Alberti, G. Cechini, L. Schäfers, K. Badalian, S. Pischinger A Cloud-based Self-Learning Digital Twin Solution for Increasingly Accurate Range Prediction in Battery Electric Vehicles S. 103-112

„… with rule-based fallback solution Artificial neural networks can be used as a machine learning model …” „… to the time-dependency of the system long short-term memory networks (LSTM) are applied for …” „… local E/E network and transmitting recorded data continuously or in regular intervals the necessary data …”

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

„… to the category of Convolutional Neural Networks (CNNs) and extracts essential features from the …” „… images. For these networks to perform their estimation through facial images, it's important for the …” „… that the network is placing greater emphasis on eyebrow features and the recognition of long hair for …”

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

„… A. Selection of suitable models In recent years, neural networks based on encoder-only transformer …” „… , and I. Polosukhin “Attention is all you need,” Advances in Neural Information Processing Systems …” „… for language understanding," Advances in neural information processing systems 32, 2019. [15] Ethics …”

Titelei/Inhaltsverzeichnis S. I-XVI

„… , RegensburgValidation and Interpretation of Neural Networks: DNN-Based Object Detection as an Example 419X. Wang, A …”

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

„… output sequences. Attention mechanisms have a long history in Neural Networks (e.g. [6]). The approach …”

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

„… complicated automotive AI systems. We have deliberately stayed away from neural networks for …” „… , rooted in deeper and deeper machine learning, with big neural nets (NN) dominating computer vision, we …” „… M. Vossiek, "Coherent Automotive Radar Networks: The Next Generation of Radar-Based Imaging and …”

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

„… algorithms, running on deep neural networks (DNNs), this data can be analyzed to extract valuable information …”

doi.org/10.51202/9783181024232

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Powertrain Systems in Mobile Machines 2022

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2402 2022

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M. Birk, S. Biel Potential and Implementation of Neural Networks on Volume Production Control Units for Off-Highway Applications S. 233-240

„… Potential and Implementation of Neural Networks on Volume Production Control Units for Off-Highway …” „… Abstract This article describes the potential and implementation of neural networks (NN) on volume …” „… neural networks (ANN) are designed in such a way that they can be executed in real time on control units …”

Titelei/Inhaltsverzeichnis S. I-X

„… Implementation of Neural Networks on Volume Production Control Units for Off-Highway Applications …”

doi.org/10.51202/9783181024027

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ELIV 2024

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2441 2024

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

„… Convolution Neural Networks vary greatly depending on the deployment at the edge vs data center, on-chip vs …” „… have tested this solution in the deployment of a Mask Region-Convolution Neural Network (MR-CNN) for …” „… , both existing and proposed. Keywords— Artificial Intelligence/Machine Learning Deep Neural Network, GPU …”

M. Obstbaum, I. Wior, J. Kasper, P. Vaudrevange, S. Khan, M. Keckeisen, M. Staib, R. Freitag, J. Schneider SpecBook-Copilot – Efficient Formalization of Requirements using Artificial Intelligence in the Development of MB.OS S. 221-232

„… tokens. This neural network architecture is VDI-Berichte Nr. 2441, 2024 223considered state of the art at …” „… transfer to the users. 3.2 Evolution of Neural Network Architectures Neural network architectures such as …” „… Feed-Forward Neural Network (FFNN) [6], Recurrent Neural Networks [7], and Long Short-Term Memory (LSTM) [8 …”

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

„… tested in the future, the focus of this publication is on the use of Graph Neural Networks (GNNs) for …” „… running example GNNs are a class of neural networks capable of processing data structured as graphs with …” „… , risk-based and test feedback-controlled concept by explaining the testing process using Graph Neural Networks …”

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

„… , Chung-Hao Huang, Harald Ruess, & Hirotoshi Yasuoka, “Towards Dependability Metrics for Neural Networks …” „… shows another example of AI services at the Bertrandt Group, which takes advantage of Neural Radiance …” „… the art object detection model, the YOLOP network [9], due to its public availability, extensive …”

P. Dreiseitel, R. Grewe Quo vadis Vision Zero – Can AI help us to make our vision come true? S. 41-52

„… Enhancement is a technique using deep neural networks to transform rendered images into more realistic …” „… existing scenes [10] [16] [17]. Finally, video generating neural networks can be used to complete generate …” „… versions [15]. Using Neural Radiance Fields (NeRF) or Gaussian Splatting, the perspective in camera …”

G. Schneider, F. Woitschek, A. von Twickel, R. Plaga Auditing Guidelines for AI-based AD/ADAS Components focusing on AI Security S. 53-66

„… ) components using Deep Neural Networks (DNNs) are continuously integrated into an increasing number of …” „… Adversarial Attacks on Deep Neural Networks for Traffic Sign Recognition: A Feasibility Study," in IEEE …” „… Algorithms for Traffic Sign Recognition," in International Joint Conference on Neural Networks, San Jose, USA …”

C. Wiegand, F. Sontheim, J.-E. Stavesand, A. Amoroso, S. Rößner The Path to Virtual Homologation Aspects of the necessary framework for product safety in ADAS/AD S. 117-126

„… neural network (ANN). ANNs are able to approximate any mathematical function, such as optical object …” „… feedforward networks are universal approximators,“ Neural Networks, Bd. 2, Nr. 5, p. 359–366, 1989. [2] W …” „… aspects in the context of bus and network simulation also play a decisive role here, as many technological …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… Convolution Neural Networks using System-Level Modeling 257D. Shankar, Mirabilis Design Inc., Santa Clara, USA …” „… Services GmbH, Frankfurt am MainTransition from Domain to Zonal Network Architecture for Software Defined …”

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

„… Classification with Deep Convolutional Neural Networks,” Advances in Neural Information Processing Systems 25 …” „… nets,” Advances in neural information processing systems 27, 2014. [2] A. Turing, “Computing …” „… . Polosukhin, “Attention Is All You Need,” in 31st Conference on Neural Information Processing Systems (NIPS …”

U. Akcakoca Contribution of Artificial Intelligence in Automotive Cyber Security Management System More Cybersecurity through Artificial Intelligence S. 579-XVI

„… . 1-11, 2018. [26] Yingqi Liu et al., „Trojaning Attack on Neural Networks“, Network and Distributed …” „… Miller succeeded in gaining access to the on-board network via WLAN and ultimately taking complete …” „… vulnerabilities in networks or software systems, can also be used by attackers, enabling more sophisticated and …”

L. Eisemann, L. Toettel, T. Watzl, T. K. Rupp, J. Schaper Using Large Language Models to generate critical driving situations for virtual and hybrid ADAS/AD testing S. 265-280

„… animals.To summarize, a track model represents the road network (as a core element) and its sur-rounding …” „… maintain consis-tency across the scenario and road network. For example, the resulting files …” „… PE in-houseSimFramework. Furthermore, we update the link to the RoadNetwork in our postprocessing …”

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

„… Distribution Service (DDS) network [3]. This analyzes the texts and creates formal descriptions, which are then …” „… Softmax operation. The linear layer is a simple feed forward network that expands the internal embedding …” „… output, the list of all previous tokens including the latest one is used as the new input to the network …”

N. Neis, L. Eisemann, D. Hermann, J. Zhou, L. Toettel From Reality to Simulation: Automatized Transfer and Simulation of Critical Driving Scenarios with Digital Twins S. 453-466

„… Rule-Based State Machine Supported by a Recurrent Neural Network, in: 2021IEEE 93rd Vehicular Technology …” „… facilitates the retrieval ofrelevant scenarios by filtering the acquired data.Road networks or models are …” „… [3, 4, 7] assume the road network is given. As thislimits the scenarios to mapped areas, the authors …”

J. Richenhagen, M. Engelhard, J. Jeub, S. Kriebel, A. Kugler Speeding up Generative-AI in Software-Defined Vehicles S. 13-28

„… . "Imagenet classification with deep convolutional neural networks." Advances in neural information processing …” „… . • IT transforms from an in-house supplier of developer’s equipment and a secure enterprise network to …” „… , I. Polosukhin, "Attention is all you need.", 31st Conference on Neural Information Processing …”

U. Bodenhausen How to Integrate GenAI in Automotive Enhance GenAI or Change Development Philosophy? S. 1-12

„… = ?”. VDI-Berichte Nr. 2441, 20244 Neural Networks have the ability to generalize well, under certain conditions …”

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

„… may not be used for the training of neural networks to avoid overfitting on test track data. To …”

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Dritev – Drivetrain For Vehicles 2018

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2328 2018

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J.-M. Veith, B. Krüger, A. Albers, M. Behrendt Torque prediction in vehicle drive trains based on bus signals using artificial neural networks S. I-413-I-424

„… Torque Prediction in Vehicle Drive Trains based on Bus Signals using Artificial Neural Networks …” „… method which focusses on the use of artificial neural networks (ANN) for typical engineering problems …” „… this paper enhances the training efficiency of artificial neural networks by a physically motivated …”

Titelei/Inhaltsverzeichnis S. I-I-I-X

„… electrified powertrains Hybrid modules Use of artificial neural networks in simulation Development tools …” „… trains based on bus signals using artificial neural networks …”

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International Conference on Gears 2019

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2355 2019

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B. H. Kien, D. Iba, Y. Ishii, Y. Tsutsui, N. Miura, T. Iizuka, A. Masuda, A. Sone, I. Moriwaki Vibration-based plastic gear crack detection system using a pre-learned convolutional neural network S. 1443-1452

„… neural network. In this paper, an automatic data acquisition system for plastic gears firstly are …” „… as grayscale images for using a convolutional neural network (CNN). A pre-trained CNN, called VGG16 …” „… failures in machine element parts [5]. Among the attempts on applying the neural networks to machine health …”

B. Azzam, F. Harzendorf, R. Schelenz, G. Jacobs, W. Holweger White etching crack bearing failure: identification of high risk lubricant compounds using artificial neural networks S. 569-582

„… Artificial Neural Networks B. Azzam, M.Sc., F. Harzendorf, M.Sc., Prof. Dr. R. Schelenz, Prof. Dr.-Ing …” „… solution. Artificial neural network (ANN) models were trained to classify the WEC risk (high or low) of an …” „… , Premature Bearing Failure, Multivariate Data Analysis, Artificial Neural Networks 1. Introduction White …”

B. Schlecht, T. Schulze Improved tooth contact analysis by using virtual gear twins – How helpful is AI for finding best gear design? S. 203-216

„… and the results provide an optimal basis for learning neural networks. In the following, the …” „… to solve the task Using the machine learning method, the previously created neural networks are …” „… neural networks, but on their application to questions of classical mechanical engineering. The work is …”

J.-A. Meis, F. Teklote, M. Borowski Simulation of the tooth root strength under consideration of material quality, finishing process and size effects S. 161-172

„… deep artificial neural networks (ANNs), and 80.000 simulated strength estimates seemed to be …” „… in the data could be captured by a deep neural network that could be trained by the large number of …” „… 80.000 simulated gears. The network showed very high precision in predicting the fatigue endurance …”

Titelei/Inhaltsverzeichnis S. I-XXVI

„… plastic gear crack detection system using a pre-learned convolutional neural network …” „… etching crack bearing failure: identification of high risk lubricant compounds using artificial neural …” „… networks …”

J. Brimmers, M. Willecke, C. Lopenhaus, C. Brecher Investigation of the potential of using surrogate models in the gear design process S. 727-740

„… convolutional neural networks or K-nearest neighbor approaches, should be investigated. 7. Acknowledgement …” „… , Heidelberg [12] Lowe D (1988) Multi-variable functional interpolation and adaptive networks. Complex …”

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Technische Zuverlässigkeit 2023

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2409 2023

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S. Wenzel, E. Slomski-Vetter, Tobias Melz Zuverlässigkeitsoptimierung in der additiven Fertigung durch physical informed neural networks (PINN) – Effektive Optimierung der Druckparameter für eine hohe Bauteilqualität S. 283-298

„… Zuverlässigkeitsoptimierung in der additiven Fertigung durch physical informed neural networks …” „… optimization in additive manufacturing using physical informed neural networks (PINN) Effective optimization …” „… , a digital twin is created with the help of neural networks, with which predictions about the system …”

S. Kupjetz, W. Zenn, S. Röding Vorstellung eines Kausalmodells relevanter Fehlerbilder zur Entwicklung wissensbasierter KI-Modelle am Beispiel von Werkzeugmaschinen S. 219-230

„… potentially trained with less data than fully data-driven approaches such as deep neural networks. Furthermore …” „… artificial neural networks while accounting for the increased demand in semantic interoperability and AI …” „… .Figure 6: Simplifications for the adaption in a Bayesian networkSome failures have a direct effect on the …”

F. Mauthe, M. Braig, P. Zeiler Evaluierung der Güte von datengetriebenen Methoden zur Lebensdauerprognose technischer Systeme unter Berücksichtigung von Zeitreihencharakteristiken S. 243-256

„… prognosis under defined operating conditions. These include different neural network architectures, decision …” „… faltungsbasierten neuronalen Netzwerkarchitekturen Convolutional Neural Networks (CNN) und Temporal Con-volutional …” „… ) sehr verbreitet. Ein klassischer Ansatz in diesem Zusammenhang sind Feedforward Neural Networks (FNN …”

S. Hagmeyer, P. Zeiler Verwendung von Kenntnissen über den Degradationsprozess beim Training eines künstlichen neuronalen Netzes zur Steigerung der Vorhersagegenauigkeit einer Prognose der verbleibenden nutzbaren Lebensdau... S. 203-218

„… is developed using an artificial neural network. Knowledge of the characteristic differential …” „… , „Incorporating Prior Domain Knowledge into Deep Neural Networks,“ in Proceedings of the IEEE International …” „… , C. Bergmeir und K. Bandara, „Recurrent Neural Networks for Time Series Forecasting: Current status …”

O. Gnepper, O. Enge-Rosenblatt Breitband-Monitoring für die Schadensidentifikation von Axialkolbenpumpen S. 231-242

„… . convolutional neural networks) [7] für die Schadensidentifikation ein-gesetzt. Je nach verwendetem …” „… . Palmberg, „Condition Monitoring of Fluid Power Pumps using Vibration Measurements and Neural Networks …” „… , „Algorithms for Hyper-Parameter Optimization,“ in Advances in Neural Information Processing Systems, J …”

Titelei/Inhaltsverzeichnis S. I-XII

„… neural networks (PINN) – Effektive Optimierung der Druckparameter für eine hohe Bauteilqualität 283S …”

T. Pfeiffer Brennstoffzellen unter dynamischen Lasten in der Mobilität S. 53-68

„… . Charon, Real time modelling of the dynamic mechanical behaviour of PEMFC thanks to neural networks …”

N. Namyslo, D. Jung, T. Rieker Der Einsatz von Robo-Advisory und KI für die Zuverlässigkeitsanalyse zur Feldmaßnahmenentscheidung S. 257-270

„… Planning With Artificial Neural Networks,” Annual Reliability and Maintainability Symposium (RAMS) IEEE …”

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SIMVEC

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2445 2024

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A. Grbavac, M. Grill, A. Casal Kulzer Kategorisierung von physikalischen Systemmodellen mithilfe von Graph Neural Networks S. 383-390

doi.org/10.51202/9783181024454

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Distributed Edge Intelligence Enabled Wireless Communication Systems Serving Industrial Applications

Sun Danfeng

Series: Mess-, Steuerungs- und Regelungstechnik

Volume 1278 2022

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Bibliography S. 87-108

„… . Mastering the game of go with deep neural networks and tree search.nature, 529(7587):484–489, 2016.[27 …” „… Hinton. Imagenet classification withdeep convolutional neural networks. Communications of the ACM …” „… Z Sheng. Amrnn: attended multi-taskrecurrent neural networks for dynamic illness severity prediction …”

Titelei/Inhaltsverzeichnis S. I-XII

„… connected neural network, attention-based convolutional neural network, and generating precoder and power …” „… allocation neural network. Then, considering the resource- constrained and distributed features, a …” „… . . . . . . . . . . . . . . . . . . . . . 474.2 Fully Connected Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . 494.2.1 …”

Spectral Efficiency Optimization S. 47-69

„… priority.484.2 Fully Connected Neural NetworkThe kth CU spectral efficiency (SE) in the proposed system …” „… Fully Connected Neural NetworkFully connected neural network (FNN) is the most straightforward form of …” „… neural network inmachine learning. Hence, it is firstly adopted to address the SEO issue. In this work …”

Related Work S. 6-23

„… backpropagationalgorithm which is widely used in today’s neural networks in 1986. Three years later, LuCun etal. [37 …” „… ] proposed the first convolutional neural network (CNN) which was used in recognition ofhandwritten digits …” „… and opened a new world for later neural networks such as AlexNet [38]. The1990s witnessed the …”

Distributed Edge Intelligence for Dependability Assessment and Spectral Efficiency Optimization S. 70-82

„… process neural networks in a distributed and optimized way taking advan-tage of both cloud servers and …” „… edge nodes. In the DEI, a whole neural network is assumed thatcan be divided into several sub-models …” „… DEI supports maximizing the performanceof neural networks under relevant constraints. Fig. 5.2 shows …”

Dependability Assessment S. 24-46

„… kind of deep neural network with an symmetric structure, whichconsists of an encoder and a decoder. Its …” „… )Then, the loss function of the whole neural network is:L =Nl∑l=11N lsN ls∑t=1||xlt − ylt||2 +1N ′sN …” „… NetworksKnowledge-basedMethodsKnowledge-based ProcessSystem 1 StateDevice 1 StateSystem 2 StateDevice n StateSystem 3 StateDevice 2 StateLogical …”

Publication List S. 85-86

„… Abdullah*,Danfeng Sun*, and Lutz Rauchhaupt*. Potentials of MIMO and NeuralNetworks in Industrial Cognitive Networks …” „… convolutional neural network for spectral efficiency optimization inMIMO systems. Neural Computing and …” „… dependability assessment methodfor industrial wireless network. 2019 5th IFAC Symposium on Telematics …”

Conclusions and Future Work S. 83-84

„… optimization branch, fully connected neural network (FNN),attention-based convolutional neural network (Att-CNN …” „… ), and generating precoder and powerallocation neural network (GP-PAN) are proposed. The FNN were …”

Introduction S. 1-5

„… , AI-related techniques, and typical neural networks and problems. The secondsection provides the background of …” „… address the problem, a fully connected neural network(FNN), an attention-based convolutional neural …” „… network (Att-CNN), and a generating pre-coder and power allocation neural network (GP-PAN) are proposed …”

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