VDI Verlag eLibrary

Distributed Edge Intelligence Enabled Wireless Communication Systems Serving Industrial Applications

Sun Danfeng

Reihe: Mess-, Steuerungs- und Regelungstechnik

Band 1278 2022

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„… suitable for nonlineartasks.2. locally linear embedding (LLE) [44] is a kind of manifold learning. Its main …” „… form 4 (Unsupervised learning result): is the result of the unsupervised learningmethod.◦ Transition 4 …” „… embedding (t-SNE) [48] is another manifold learningmethod, which improves the LLE that considers both …”

Related Work S. 6-23

„… appeared updating PCA to a nonlinearmethod. Since 2000, many manifold learning algorithms were proposed …” „… actionsiteratively according to the environment to maximize target rewards.Supervised LearningSL has many algorithms …” „… AdaBoost, it can havegood results in many issues.Unsupervised LearningIn general, UL has three …”

doi.org/10.51202/9783186278081

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Automation 2022

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2399 2022

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C. Song, M. Gärtler, B. Klöpper Phasenidentifikation von Batch-Prozessen durch aktives Lernen S. 625-636

„… , 2022 635[2] C. A. Muñoz López, S. Bhonsale, K. Peeters, and J. F. M. van Impe, “Manifold Learn-ing and …” „… Processes by Using Active Learning Dr. C. Song, Dr. Marco Gärtler, Dr. Benjamin Klöpper, ABB Corporate …” „… Verzerrungen einzuführen. Auf der anderen Seite ist Active Learning [4] ein Rahmenwerk, das die Integration von …”

doi.org/10.51202/9783181023990

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Bauingenieur

Alle Ausgaben: Bauingenieur

Bauingenieur Jahrgang 98 (2023) Heft 11 ISSN Online: 0005-6650

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Fadi Aldakheel, Michael Haist, Ludger Lohaus, Peter Wriggers Maschinelles Lernen für die numerische Homogenisierung von Beton/Machine Learning for the Numerical Homogenization of Concrete S. 354-360

„… Applied Mechanics, Vol. 89 (2022).[8] Lopez, E.; Gonzalez, D.; Aguado, J. et al.: A manifold learning …” „… Learning-Modelle. In dieser Arbeit betrug die Dauer des Trainingsprozesses des Mo-dells etwa 20,0 Minuten für …” „… .: A k-means clustering machine learning-based multiscale method for anelastic heterogene-ous …”

doi.org/10.37544/0005-6650-2023-11

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ELIV 2024

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2441 2024

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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

„… Mridha,Sultan Alfarhood," Deep Learning-Based IoT System for Remote Monitoring and Early Detection of Health …” „… “smart cabin. Keywords: SDV-Software Defined Vehicle, Machine Learning, Drivers Emotional quotient …” „… of AI-ML (Artificial Intelligence and Machine Learning) is driving a transformative wave across …”

doi.org/10.51202/9783181024416

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SIMVEC Simulation und Erprobung in der Fahrzeugentwicklung 2016

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2279 2016

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J. Garcke, R. Iza-Teran, N. Prabakaran Datenanalysemethoden zur Auswertung von Simulationsergebnissen im Crash und deren Abgleich mit dem Experiment S. 331-346

„… diffusion maps, a method for nonlinear dimensionality reduction from machine learning. This method can find …” „… . Schepsmeier und C.-A. Thole. Analysis of car crash simulation data with nonlinear machine learning methods …” „… , 21(1):5–30, 2006. [3] J. Garcke und R. Iza-Teran. Machine learning approaches for repositories of numerical …”

C. Diez, L. Harzheim, A. Schumacher Effiziente Wissensgenerierung zur Robustheitsuntersuchung von Fahrzeugstrukturen mittels Modellreduktion und Ähnlichkeitsanalyse – Big Data in der Crashsimulation S. 137-150

„… Unified Framework for Classification, Regression, Density Estimation, Manifold Learning and …” „… methodology was developed with the goal to condensate the knowledge hidden in the data with machine learning …” „… Semi-Supervised Learning, Foundations and Trends in Computer Graphics and Vision 7, 2011, S. 81-227 VDI-Berichte …”

doi.org/10.51202/9783181022795

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

Felix Konstantin Kuhnke

Reihe: Informatik/ Kommunikation

Band 883 2023

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Domain adaptation using relative pose consistency S. 45-60

„… , we present a method for unsupervised domain adaptationbased on semi-supervised learning techniques …” „… follows. We will first give a brief introduc-tion to semi-supervised learning focusing on consistency …” „… consistency4.1 semi-supervised learning for domain adaptationSemi-supervised learning (SSL) utilizes labeled …”

doi.org/10.51202/9783186883100

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Plant Classification and Position Estimation for Autonomous Field Robots

Sebastian Haug

Reihe: Informatik/ Kommunikation

Band 870 2020

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Background: Computer Vision andMachine Learning S. 9-23

„… 2 Background: Computer Vision and Machine Learning As stated in the introductory chapter the aim of …” „… allow computers to acquire and process visual information. During the same time, machine learning …” „… and machine learning techniques to solve perception and reasoning tasks is an active research field …”

Bibliography S. 139-154

„… estimation, manifold learning and semisupervised learning. Foundations and Trends in Computer Graphics and …” „… unsupervised learning for isolating weeds in row crops. Pattern Analysis and Applications, pages 1–14, 2012 …” „… . Maaten and G. Hinton. Visualizing data using t-SNE. Journal of machine learning research, 9(Nov …”

Introduction S. 1-8

„… consuming [7]. The incentive for automating weed control with field robots is manifold and goes beyond …” „… machine learning to agricultural problems is an active research field: In the following the state of the …” „… structured as follows: Chapter 2 introduces fundamental computer vision and machine learning principles. This …”

doi.org/10.51202/9783186870100

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Automation 2021

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2392 2021

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S. Janzen, N. Öksüz, J. Sporkmann, M. Schlappa, J. Gerhard, L. Ortjohann, P. A. Becker Smart Resilience Services for Industrial Production S. 621-636

„… be manifold: damaged production facilities resulting from natural catastrophes such as hurricane …” „… better the mental representations and, consequently, the learning and recall results [18]. They are …” „… (reinforcement learning). Thereby, the SRS thus enables a production run to be stopped in time before product …”

doi.org/10.51202/9783181023921

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Higher-Order Multiple Object Tracking

Roberto D. Henschel

Reihe: Informatik/ Kommunikation

Band 875 2021

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Bibliography S. 172-196

„… , Choon-Ching Ng, Sugiri Pranata, Shengmei Shen, and Junliang Xing. “Dual-mode vehicle motion pattern learning …” „… Little, and Kevin P Murphy. “Learning to track and identify players from broadcast sports videos”. In …” „… , Kratarth Goel, Alexandre Robicquet, Amir A Sadeghian, Li Fei-Fei, and Silvio Savarese. “Learning to Predict …”

doi.org/10.51202/9783186875105

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Automation 2023

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2419 2023

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H. Ouni, R. Tan, M. Gärtler, C. Song Comparison of various Dynamic Time Warping approaches for analysis of time series data from batch processes S. 819-834

„… . Peeters and J. Van Impe, "Manifold learning and clustering for automated phase identification and …” „… Proceedings of the 34th International Conference on Machine Learning, 2017. [6] E. J. Keogh and M. J …” „… Model to Generate Batch Process Data for Machine Learning Testing and Comparison," Computer Aided …”

doi.org/10.51202/9783181024195

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Commercial Vehicles 2019

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2350 2019

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K. Kunz Increasing transport efficiency through digitalisation of trailers S. 313-328

„… manifold challenges in the coming years. Digitalisation as a major technological trend with a global …” „… digital technologies and applications (e.g. mobile, cloud, sensors, data analysis, machine learning …” „… machine-learning technologies or big-data analysis of the trailer's operating data, it is possible to make …”

A. Danninger, E. Armengaud, N. Knopper Implementation of Powertrain control for economic, low real driving emissions and fuel consumption – Measures for Fuel consumption reduction in Long Haul traffic S. 293-312

„… real driving conditions Predictive eHorizon and mission-based learning Optimised and integrated …” „… manifold temperature and EGR temperature) Thermal management/Coolant circuit engine: Power/Temperature …”

doi.org/10.51202/9783181023501

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Synchronisierung agentenbasierter dynamischer Systeme mittels strukturbeschränkter Regelungen

Jan Strubel

Reihe: Mess-, Steuerungs- und Regelungstechnik

Band 1250 2016

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Literatur S. 156-168

„… Learning and Control. Hrsg. von V. Blondel, S. Boyd und H. Kimura. Bd. 371. Lecture Notes in Control and …” „… , Reihe 8, Nr. 1227. VDI-Verlag, Düsseldorf, 2013. [51] J. M. Lee. Introduction to Smooth Manifolds …”

doi.org/10.51202/9783186250087

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Fahrzeugsicherheit

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2426 2023

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M. Book, R. Lugner, T. Brandmeier Schutz von verletzlichen Verkehrsteilnehmern Relevanz von Bewegungsmodellen für Entwicklungen im Bereich des vorausschauenden Passiven Fußgängerschutzes S. 325-338

„… Trajectory Prediction Methods: Comparing Deep Learning and Knowledge-Based Approaches. IEEE Transactions on …” „… Mani-folds 2019 IEEE International Conference on Mechatronics (ICM), S 562–569 10. S. B. Liu, H. Roehm, C …”

doi.org/10.51202/9783181024263

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Autonomous Systems 2018

Maria M. Kubek (Hrsg.), Zhong Li (Hrsg.)

Reihe: Informatik/ Kommunikation

Band 862 2018

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M. Kubek Library Services in Decentralised Web Search Systems S. 87-100

„… databases and cannot even remotely fulfil the manifold tasks of this person such as the cataloguing of …” „… definitely a time-consuming learning process in which the interaction with their users plays an important …” „… learning, ordering and cataloguing process can be implemented by applying specific algorithms and technical …”

doi.org/10.51202/9783186862105

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Friction Potential Estimation for Autonomous Driving

Thorsten Lajewski

Reihe: Verkehrstechnik/Fahrzeugtechnik

Band 816 2022

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Intermediate Layer Classification S. 104-126

„… machine learning methods.5.1.2 RadarThe used radar data is also provided by the DWD. Three different radar …” „… thesesensors as input for the machine learning approaches.1065.2 Ground TruthThe use of the outside temperature …” „… calculate the value wiper cycles per minute. Finally,this value is used as input in the machine learning …”

doi.org/10.51202/9783186816122

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