VDI Verlag eLibrary

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 …” „… deviation between the original model and the artificial neural network is reduced by 54%. The application of …” „… . State of Research Artificial Neural Networks (ANN) [5] Artificial neural networks are modeled on the …”

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. Artificial neural networks are suitable VDI-Berichte Nr. 2401, 2022384 for this purpose …”

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 …”

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 …” „… matrices or even artificial intelligence. Fig. 10: Product DNA - Roundness Fig. 11: Clamping Chuck Impact …”

Titelei/Inhaltsverzeichnis S. I-XXVIII

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

doi.org/10.51202/9783181023891

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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 …”

doi.org/10.51202/9783181023280

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International Conference on Gears 2019

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2355 2019

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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. 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 …”

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

„… etching crack bearing failure: identification of high risk lubricant compounds using artificial neural …” „… plastic gear crack detection system using a pre-learned convolutional neural network …” „… 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 …” „… , Iliadis L, Pimenidis E (Hrsg) Artificial Intelligence Applications and Innovations. Springer …” „… , Heidelberg [12] Lowe D (1988) Multi-variable functional interpolation and adaptive networks. Complex …”

doi.org/10.51202/9783181023556

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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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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 …”

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 …”

Bibliography S. 87-108

„… networks.In Proceedings of the fourteenth international conference on artificial intelligence andstatistics …” „… . 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 …”

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 …”

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 …”

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 …”

doi.org/10.51202/9783186278081

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Game Content Generation from a Single Example

Maren Awiszus

Series: Informatik/ Kommunikation

Volume 880 2023

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Bibliography S. 111-130

„… ] M. Awiszus and B. Rosenhahn. “Markov Chain Neural Networks.”In: 2018, pp. 2180–2187.[8] M. Awiszus …” „… .” In: Neural networks: Tricks of the trade. Springer, 2012,pp. 599–619.115bibliography[57] S. Ioffe and …” „… principal component analysis usingautoassociative neural networks.” In: AIChE Journal 37.2 (1991),pp …”

Fundamentals S. 23-46

„… , which will be explained in the last section.3.1.1 Artificial Neural NetworksThis section goes into …” „… learning [96].Recently, (Artificial) Neural Networks, abbreviated as NNs have taken overthe field. With …” „… detail about Artificial Neural Networks and howthey are structured [86]. First, the most basic building …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… Artificial Neural Networks . . . . . . . . . . . . . . 243.1.2 Generative Adversarial Networks …” „… Representations from Transformers. 83CNN Convolutional Neural Network. 28CS Modeling and Simulation of Complex …” „… Genera-tion, Generative Adversarial NetworksXIIK U R Z FA S S U N GDiese Dissertation über die Generierung von …”

Introduction S. 1-12

„… ever before [39].Based on biological structures of the human brain, a so-called NeuralNetwork (NN) can …” „… years: Machine Learning. Machine Learning (ML)and Artificial Intelligence (AI) are more popular than …” „… Artificial Intelligence (AI) [36, 86,110]. This list is not exhaustive but aims to give an overview of the …”

doi.org/10.51202/9783186880109

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Visual Motion Processing

Thomas Guthier

Series: Mess-, Steuerungs- und Regelungstechnik

Volume 1251 2016

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Bibliography S. 143-158

„… Artificial Neural Networks–ICANN 2007, pages 894–903. Springer. [85] Rebhan, S., Sharif, W., and Eggert, J …” „… . In European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning …” „… Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges. [44 …”

Titelei/Inhaltsverzeichnis S. I-XII

„… interacting in a dynamic environment. In this thesis an artificial feed-forward neural network for biological …” „… artificial feed-forward neural network for biological motion recognition is proposed. Like its natural …” „… classification performance of the feed foward neural network is analyzed on three real world datasets for human …”

Introduction S. 1-11

„… focus. Thus, the neural network of the visual cortex has to be adapted to its surroundings and stays …” „… neural network for biological motion recognition. How does the visual cortex process the visual …” „… learning mechanisms in the visual cortex and to apply them to an artificial counterpart: a feed-forward …”

Computational Model S. 12-25

„… is introduced as a Feed Forward Neural Network (FFNN) that consists of two processing streams, one …” „… ... . . . . . . . . . . . . . . . ... . . . . . . Figure 2.4: The overall architecture of a Feed Forward Neural Network. The input of the first layer V1 is …” „… used as a Feed Forward Neural Network (FFNN). For visual recognition, FFNN are typically applied for …”

doi.org/10.51202/9783186251084

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Autonomous Systems 2016

Herwig Unger (ed.), Wolfgang A. Halang (ed.)

Series: Informatik/ Kommunikation

Volume 848 2016

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Neural and Evolutionary Computing S. 133-166

„… retina. Artificial Neural Network Back Propagation was used to learn 100 retinal images with 11 features …” „… of Green channel b) Artificial neural network is used in this step to create the best model of ROP …” „… processing model and artificial neural network (ANNs). Eleven features were extracted from premature infant’s …”

Titelei/Inhaltsverzeichnis S. I-VIII

„… networks. Methods of neural and evolutionary computing are employed to aid diagnosing retinopathy of …” „… computing details a method combining processing retinal images and machine learning with artificial neural …” „… Networks-based Generalized Matrix Inversion with Applications in Stochastic Time-varying Systems A. Haj Mosa, K …”

doi.org/10.51202/9783186848109

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ELIV-MarketPlace 2022

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2405 2022

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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 …”

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 …” „… ) Autonomous operationsBoth HW and SW need to fulfil higher safety levels and standardsArtificial …” „… Network for Cloud and Shadow Precise Segmentation. Remote Sens. 2020, 12, 2001. https://doi.org/10.3390/rs …”

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 …”

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 …” „… . Ulrich Bodenhausen, Vector Consulting Services GmbH, Stuttgart Abstract Artificial Intelligence (AI …” „… operations phase, and not only in the development phase.Artificial Intelligence (AI) in AutomotiveAI in …”

doi.org/10.51202/9783181024058

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Deep Homography Estimation for Micro-Topographic Measurement Data

Stefan Siemens

Series: Berichte aus dem imr

Volume 01/2024 2024

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Bibliography S. 147-170

„… artificial neural net-works using spatial and frequency features”, in 2016 International JointConference on …” „… Convo-lutional Architectures for Object Recognition”, in Artificial Neural Net-works - ICANN 2010, vol. 6354 …” „… feedforward neural networks”, inSMC 2000 Conference Proceedings. 2000 IEEE International Confer-ence on …”

Titelei/Inhaltsverzeichnis S. I-XX

„… neural networks,confocal laser scanning microscopyviContentsList of Figures ixAcronyms xv1 Introduction …” „… development and validation of a novel registration approachbased on convolutional neural networks …” „… neural networkCoFiR Coarse-to-Fine Image RegistrationCPU central processing unitCT computed …”

2. Foundational Concepts S. 11-52

„… and optimize strategies over time in dynamicenvironments.2.3.2 Neural NetworksA NN is an …” „… weights.382.3 Machine Learning and Deep Learning2.3.3 Convolutional Neural NetworksCNNs are a category of …” „… [123].2.3.4 Training Neural NetworksNNs in general and CNNs in particular are trained using an optimization …”

doi.org/10.51202/9783959009225

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Learning-Based Inverse Dynamics for Human Motion Analysis

Petrissa Zell

Series: Informatik/ Kommunikation

Volume 877 2022

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Titelei/Inhaltsverzeichnis S. I-XIV

„… neural networksL loss functionε(·) relative root mean squared error of variable (·)ρ(·) Pearson’s …” „… neural networks – self-supervised learningThis dissertation deals with machine learning techniques for …” „… . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 493.4.5 Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . 523.4.6 Generalization …”

Self-supervision by dynamics-based layers S. 95-122

„… implementation of bothapproaches, random forests (RFs), artificial neural networks (NNs) and linear …” „… Dynamics Network: A neural network that predictscontrol coefficients based on motion coefficients, similar …” „… of inverse and forward dynamics. Thelearnable part is represented by a neural network and the forward …”

Bibliography S. 130-152

„… predicted by using artificial neural network during vertical jump.” In:Journal of biomechanics 42.7 (2009 …” „… ArtificialNeural Network (ANN) and Support Vector Machine (SVM) Algorithms.” In: OpenJournal of Applied Biosensor …” „… NeuralProsthesis for Walking: Use of Artificial Neural Networks.” In: 2006 8th Seminaron Neural Network …”

Fundamentals S. 23-61

„… .3.4.5 Neural NetworksAn artificial neural network (NN) imitates the information processing in the …” „… regression, random forests and neural networks.1 The term reduced refers to the reduction to a minimal set of …” „… decision trees allows for short training and application times.In contrast to neural networks, however, an …”

Introduction S. 1-14

„… contrasted to each other.The focus, however, is on artificial neural networks, because of their success on …” „… different machine learning methodssuch as artificial neural networks, random forests, ridge regression and …” „… support vectormachines.c) Self-supervised learning of inverse dynamics using artificial neural networks2 …”

Conclusions S. 123-126

„… hyperparameter tuningthan an artificial neural network and is less prone to overfitting.Different machine …” „… neural networks, random forests and even linear ridge regression can be appliedto estimate forces and …” „… overfitting as a more powerful,higher-dimensional neural network. Furthermore, on small datasets (like the …”

Supervised learning of inverse dynamics S. 76-94

„… the frequent criticism of neural networks for their lack of interpretability.The latter method …” „… regression and themulti-stage method, different algorithms are tested including artificial neural …” „… implemented methods are a neural network (NN), a random forest (RF)and a linear ridge regression. Their …”

Related work S. 15-22

„… GRF are predicted from the IMU data by an artificial neural network.The method achieves fair results …” „… regression and neural networks. However, the achieved torque errors in theorder of 60 Nm are considered too …” „… dynamicsfor industrial robots. The proposed deep neural network model includes an LSTM-layer(long short-term …”

doi.org/10.51202/9783186877109

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Prozessführungskomponenten für die Integration von Machine Learning Modellen in die operative Prozessführung

Julian Alexander Grothoff

Series: Mess-, Steuerungs- und Regelungstechnik

Volume 1277 2022

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Literatur S. 152-162

„… Systemswith High Dimensional States“. In: Neural Networks 94 (1. Okt. 2017), S. 13–23. issn: 0893-6080. doi …” „… (siehe S. 14).[DB18] S. N. Deepa und I. Baranilingesan.”Optimized Deep Learning Neural Net-work …” „… NeuralNetworks and Reinforcement Learning“. In: Computers & Chemical Enginee-ring. Neutral Network Applications …”

Titelei/Inhaltsverzeichnis S. I-XII

„… Künstliche Intelligenz (Artificial Intelligence, AI)KNN Künstliches Neuronales Netz (Artificial Neural …” „… Neural Network ExchangeOPC Open Platform CommunicationsOPC UAOPC Unified ArchitectureOPMODE Fahrweise …” „… (Bestärkendes Lernen)RNN Recurrent Neuronal NetworkSAC Soft Actor-CriticSC State ChangeSFC Sequential Function …”

doi.org/10.51202/9783186277084

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Unsupervised Domain Adaption for Real-World Head Pose Estimation from Synthetic Data

Felix Konstantin Kuhnke

Series: Informatik/ Kommunikation

Volume 883 2023

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Bibliography S. 111-128

„… . Wang, S. Li, and M. Pei. “3D head poseestimation with convolutional neural network trained on …” „… Facial Analysis:From Bayesian Filtering to Recurrent Neural Networks.” In: IEEEConf. on Computer Vision …” „… Domain Adaptation.” In: IEEE Transactions on Neural Net-works and Learning Systems 33.2 (2022), pp …”

Fundamentals S. 11-30

„… artificial neural network, which will be calledneural network (NN) from this point. Neural networks are built …” „… .2.1 machine learning with deep neural networksMachine learning is an overarching term for the …” „… are explained. First, we briefly introduce machine learning withdeep neural networks. Second, the …”

Introduction S. 1-10

„… neural networks (CNNs) andthe availability of large image datasets (e.g., ImageNet [13]). A generalrule …” „… syntheticimages contain features that cannot be found in real-world images andvice versa. Neural networks can …” „… . These allow three-dimensional (3D) models to be ren-dered in virtual scenes to create artificial …”

doi.org/10.51202/9783186883100

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Autonomous Systems 2019: An Almanac

Herwig Unger (ed.)

Series: Informatik/ Kommunikation

Volume 864 2019

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P. De Silva, K. Abhiram, V. Tavakkoli A Comprehensive Analysis of Document-Image Distortions and their Respective Impact on Distorted Text/Character-Image Recognition Quality S. 176-198

„… , “Optical Character Recognition Using Artificial Neural Net-work”, International Journal of Advanced …” „… threeneural network architectures: a simple two-layer Convolutional Neu-ral Network (ConvNet), an extended …” „… more complex ConvNet-Plus,and an Echo-State Cellular Neural Network (ES-CellNet). Further,the dataset …”

M. S. Zahan, J. Ch. Chedjou, K. Kyamakya On the Introduction of Nonlinear Dynamics in Image Processing with Applications S. 199-212

„… problems. Ar-tificial Neural Networks are built in the same way, so they can easily reach bio-logical …” „… of Neural Networks, Cellular Neural Networks(in their oscillatory functioning mode/state) are gaining …” „… Enhancement based on Discrete Time Cellular Neural Networks(DT-CNN)The mathematical model of the DT-CNN is …”

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Bauingenieur

Browse Volumes: Bauingenieur

Bauingenieur Volume 95 (2020) Issue 10 ISSN Online: 0005-6650

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Michael A. Kraus, Michael Drass Künstliche Intelligenz im Bauingenieurwesen – Hintergründe, Status Quo und Potenziale/Artificial Intelligence in Civil Engineering – Background, Status Quo and Potential Applications S. 369-378

„… Faltungsnetz (CNN) Abb.: eigene Grafik Fig. 3. (left) (dense) deep neural network; (right) deep convolutional …” „… zur Klassifizierung von Pummel-Bildern Abb.: eigene Grafik Fig. 8. Structure of the neural network for …” „… networks/NN) beschäftigte. Bei der Einteilung des ML (Bild 2) lassen sich zwei unterschiedliche …”

doi.org/10.37544/0005-6650-2020-10

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