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VDI Wissensforum GmbH - Spritzgießen 2019

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VDI Wissensforum GmbH (Hrsg.)

Spritzgießen 2019

Reihe: VDI-Berichte

Band 4354 2019

Treffer in den folgenden Teilen:

F. Ehrig, G. Schuster Machine Learning zur Erkennung von Veränderungen beim Spritzgiessprozess S. 19-26

„… kein Machine Learning/Deep Learning (ML/DL) basierendes Spritzgiessprozessmanagementsystem. Eine …” „… Machine Learning zur Erkennung von Veränderungen beim Spritzgiessprozess Prof. Dr. F. Ehrig …” „… eine enorme Fülle von internen Maschinendaten. Somit sollte es für ein geeignetes Machine Learning (ML …”

A. Schulze Struchtrup, M. Janßen, R. Schiffers Steigerung von Produkt- und Prozessqualität beim Spritzgießen durch künstliche Intelligenz S. 27-36

„… product and process quality in injection molding can be increased using machine learning methods …” „… machine learning research (JMLR), special issue on variable and feature selection, 3, S. 1157-1182, 2003 …” „… Prozessqualität beim Spritzgießen steigern lassen. Abstract Since the machine-technical optimization …”

G. Steinbichler, K. Straka I4.0 Pilotfabrik für die smarte Kunststoffverarbeitung S. 37-48

„… Prozessdigitalisierung (Smart Data Mining and Transfer Machine Learning, PAT - Process Analytical Technology, PCA …” „… , woraus dann neues Wissen auch mit Transfer Learning generiert wird. Kernfrage bleibt aber, wie aus …” „… Machine Interface, M2M – Machine to Machine) und Netzwerke (IoT, Security, SCM …”

Titelei/Inhaltsverzeichnis

„… . J. Garbas, Fraunhofer IIS, Erlangen 9 Kurzberichte aus der Forschung Machine Learning zur Erkennung …”

S. Kruppa, S. Fruth Predictive Maintenance: Maximales Wissen – Minimaler Stillstand S. 87-96

„… vorhanden sein, um Vorhersagemodelle überhaupt entwickeln zu können. Vor allem Machine Learning Methoden …” „… advanced data analytics to predict and avoid machine failure," 2017. [6] C. Okoh, R. Roy und J. Mehnen …”

doi.org/10.51202/9783182443544

Julian Alexander Grothoff - Prozessführungskomponenten für die Integration von Machine Learning Modellen in die operative Prozessführung

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Julian Alexander Grothoff

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

Reihe: Mess-, Steuerungs- und Regelungstechnik

Band 1277 2022

Treffer in den folgenden Teilen:

Grundlagen der Prozessführung und des Machine Learning S. 4-26

„… 2 Grundlagen der Prozessführung unddes Machine LearningDieses Kapitel enthält eine Auswahl von …” „… Machine LearningFührungskopfAusführungskopfBefehlsannahmeSteuerkopfFunktionsrumpfBefehlsausgabeFahr-weise1 …” „… der Anlagenhierarchie zu finden.92 Grundlagen der Prozessführung und des Machine LearningDie …”

Lösungsentwurf einer Fahrweise zur Integration von Machine Learning S. 40-73

„… 4 Lösungsentwurf einer Fahrweise zurIntegration von Machine LearningDieses Kapitel beschreibt den …” „… Fahrweise zur Integration von Machine LearningPLSI/OGSEESE1 ESE2 …ML-FahrweiseML-Modell(a) Vollintegration …” „… zur Integration von Machine LearningML-Modells, z. B. als Funktionsblock oder Klasse. Dabei erlaubt …”

Einleitung S. 1-3

„… Go auch das maschinelleLernen (gebräuchlicher ist die englische Bezeichnung”Machine Learning“) als …” „… Berichte über den Einsatz von Machine Learning in der Industrie (z. B.[Aut16]). In der Regel handelt es …” „… Integration von Machine-Learning-Modellen in deroperativen Prozessführung auf eine einheitliche aber …”

Titelei/Inhaltsverzeichnis

„… (Mehrgrößensystem)ML Maschinelles Lernen (Machine Learning)IXAbkürzungenMTP Module Type PackageNAMUR …” „… Fortschritt-Berichte VDIProzessführungs- komponenten für die Integration von Machine Learning …” „… REGELUNGS-TECHNIKGrothoffIntegration von Machine Learning ModellenREIHE 08 | NR. 1277ISBN 978-3-18-527708-5E-ISBN 978-3-18-627708-4 …”

Literatur S. 152-162

„… . Guide to File Formats for Machine Learning: Columnar, Trai-ning, Inferencing, and the Feature Store …” „… - formats -for- machine- learning- columnar- training- inferencing- and- the-feature-store-2e0c3d18d4f9 …” „… : Journal of Machine Learning Research 20 (März 2019)(siehe S. 16).154[Ens01] Udo Enste.”Generische …”

Betreute Abschlussarbeiten S. 164-168

„… · Seite 222Fortschritt-Berichte VDIProzessführungs- komponenten für die Integration von Machine Learning …” „… REGELUNGS-TECHNIKGrothoffIntegration von Machine Learning ModellenREIHE 08 | NR. 1277ISBN 978-3-18-527708-5E-ISBN 978-3-18-627708-4 …” „… Torres.”Unsupervised Deep Learning for Detection of Non-uniform Surface Defect Distributions in Flat Steel Production …”

Zusammenfassung und Ausblick S. 130-151

„… Fahrwei-senüberwachung möglicherweise mithilfe von Machine-Learning-Mitteln ergänzt werden(vgl. [Fri+19; Oei+20]).Auch …” „… einerSimulation. Hier könnten wiederum Machine-Learning-Ansätze wie Generative Adverse-rial Networks (GANs) zur …” „… Simulation des Prozesses und unterlagerterSteuereinheiten mittels Machine Learning zu optimieren, könnte …”

Evaluation und Diskussion S. 120-129

„… Evaluation und Diskussi-on des Lösungsansatzes der Machine-Learning-Fahrweise im Kontext der …” „… Forschungsfragenach einer schrittweisen Integration von Machine-Learning-Modellen herangezogen. Da-zu wird zunächst …” „… Learning“ relevant. Bezogen auf die Arbeit sollten dazu die entworfenen Betriebsar-ten getestet werden. Das …”

Vorarbeiten im Bereich komponentenbasierter Prozessführung S. 27-39

„… Wandlungsbefähiger, der hier für eine zukunfts-sichere Integration von Machine Learning (ML) genutzt werden soll …” „… https://wiki.eclipse.org/BaSyx_/_Documentation_/_API_/_ControlComponent#Execution_mode_state_machine3https://wiki.eclipse.org/BaSyx_/_Documentation_/_ControlComponentSimulation313 Vorarbeiten im …” „… als FastStop bekannt), um die Machine zu einemkontrollierten Stopp zu führen. Kann aus allen …”

Anwendungsbeispiel für die Steuerung eines Palettentransportsystems S. 88-119

„… Aufgabenstellung und Machine Learning AnsatzFür die Evaluation der Integrationsfähigkeit wurde folgende …” „… ; 0, 9997]GAE Parameter Lambda: [0, 9; 1]Entropy Coefficient: [0; 0, 01]Learning Rate: [0, 003; 0 …”

doi.org/10.51202/9783186277084

Maria M. Kubek, Zhong Li - Autonomous Systems 2018

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

Autonomous Systems 2018

Reihe: Informatik/ Kommunikation

Band 862 2018

Treffer in den folgenden Teilen:

P. Meesad, K. Rojanawan Time Series Imputation and Prediction Based on Machine Learning S. 48-61

„… 48 Time Series Imputation and Prediction Based on Machine Learning Phayung Meesad1 and Kornsirinut …” „… . This paper proposes a framework for machine learning based model imputation and prediction for time …” „… remain only the available data for training machine learning models. The proposed framework takes …”

Titelei/Inhaltsverzeichnis

„… Systems – Data Interferences – Data Assessments – Decentralised Search – Machine Learning – Deep Learning …” „… stochastic methods, data interferences as well as machine learning and search in decentralised systems …” „… machine learning. The second part of contributions is closer connected with the hardware and system level …”

N.A. Akwir, M.K. Mutengi, W.V. Kambale, J.C. Chedjou, K. Kyamakya A Fully Neurocomputing based Traffic Modelling-and-Simulation Concept S. 131-150

„… networkbased machine learning models and dynamic traffic assignment models,” in International Conference on …” „… the respective accuracy characteristics. Lately, the use of deep learning becomes more and more …” „… al. [13] and Huang et al. [14], just to name few, have exploited different deep learning techniques …”

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

„… definitely a time-consuming learning process in which the interaction with their users plays an important …” „… this purpose, the MARC (MAchine- Readable Cataloging) standard has been adopted widely. By this means …” „… well as sparsely and often inconsistently annotated (if at all) by humans and machines alike and thus …”

H. Unger, M. Kubek An Associative Ring Memory to Support Decentralised Search S. 31-45

„… search by human users would become more difficult. Fig. 1: Human learning and application of categories …” „… or unsupervised learning process Fig. 1. Starting with the research on WordNet [9] there is a consent …” „… machine, only. 34 H. Unger, M. Kubek 3. Similar information shall be stored in a close proximity in the …”

doi.org/10.51202/9783186862105

VDI Wissensforum GmbH - ELIV-MarketPlace 2018

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VDI Wissensforum GmbH (Hrsg.)

ELIV-MarketPlace 2018

Reihe: VDI-Berichte

Band 2338 2018

Treffer in den folgenden Teilen:

O. Gallitz, M. Botsch, O. De Candido, W. Utschick Validation of Machine Learning Algorithms through Visualization Methods S. 29-46

„… Validation of Machine Learning Algorithms through Visualization Methods Oliver Gallitz, Michael …”

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

„… Artificial intelligence Machine learning Machine is able to generate knowledge from experience by learning …” „… this. A deep learning algorithm acquires its abilities through a learning process based on so-called …” „… offers the possibility of integrating the trained deep learning algorithms in a closed-loop environment …”

Titelei/Inhaltsverzeichnis

„… , Karlsruhe Validation of Machine Learning Algorithms through Visualization Methods …” „… Electrical Drives in mobile machines – Current trends & drivers, resulting requirements and considerations …”

D. Rabel Map as a Sensor for Autonomous Driving S. 199-208

„… Nr. 2338, 2018202 10 Machine learning will be critical for self-driving cars Map HERE’s self-healing …”

doi.org/10.51202/9783181023389

VDI Wissensforum GmbH - LAND.TECHNIK AgEng 2023

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VDI Wissensforum GmbH (Hrsg.)

LAND.TECHNIK AgEng 2023

Reihe: VDI-Berichte

Band 2427 2023

Treffer in den folgenden Teilen:

R. Grimm, M. Kügle, F. Kattler, J. Mayer, A. Fekete, M. Sepp Classifying tractor operational modes using a supervised machine learning model S. 93-108

„… Classifying tractor operational modes using a supervised machine learning model Dr. rer. nat …” „… machine learning model for classifying tractor operational modes. Supervised classification involves …” „… supervised machine learning model validation prove that the predictive power of machine operational mode …”

R. Gralfs, C. Struve, P. Schade Grain kernel size for yield deviation analysis – Utilizing machine learning to increase yield documentation insights S. 327-332

„… Grain kernel size for yield deviation analysis Utilizing machine learning to increase yield …” „… targets and how to optimize the farming practices. Emerging developments of Sensor technology and Machine …” „… learning /AI allow the tracking of these two yield components in real time during harvest. The in-situ …”

B. Kazenwadel, S. Becker, L. Michiels, M. Geimer Data-driven algorithms for predicting energy-efficient operating points in agricultural soil tillage S. 519-528

„… complex machine and environment models. Offline reinforcement learning algorithms solve these issues by …” „… : 10.4271/9780768094329. [3] S. Becker, K. Daiss, K. Daaboul, M. Geimer, and M. J. Zöllner, “Machine Learning for Process …” „… a Model Predictive Control based on Machine Learning,” in LAND.TECHNIK 2022 The Forum for …”

P. Behr, E. Olcay, M. Maier, T. Oksanen Condition Monitoring in Agricultural Disc Mower Machinery using Deep Learning S. 117-124

„… monitoring systems for technical processes. Machine learning is increasingly recognized as an effective tool …” „… attention towards applying these systems to agricultural machinery. Machine learning techniques have been …” „… Condition Monitoring in Agricultural Disc Mower Machinery using Deep Learning Intelligent Anomaly …”

A. Baiser, B. Johanning, A. Berghaus, A. Grever Development approach for process monitoring of agricultural work processes in context of autonomous machine guidance of a tractor implement combination S. 169-174

„… combination with machine or deep learning algorithms to partly detect damage, but mainly to assess the work …” „… AgEng-LAND.TECHNIK 2022. 22th november 2022, page 567-572. [4] Stroescu, V.C., Olcay, E.: Deep Learning-Based …” „… machine guidance of a tractor implement combination M.Sc., A. Baiser, Prof. Dr.-Ing. B. Johanning …”

A. Tamrakar, M. Roberge Grain Handling Simulations in Combine Harvester – Simulation Development, Validation and Optimization S. 395-402

„… include parameter sensitivity analysis, design of experiments (DoE), and machine learning integration …” „… the virtual DoE can also be used to train machine learning models, such as regression or neural …” „… used to train a machine learning model. The AI model is then employed to determine the optimal design …”

Titelei/Inhaltsverzeichnis

„… operational modes using a supervised machine learning model 93R. Grimm, M. Kügle, F. Kattler, J. Mayer, AGCO …” „… deviation analysis – Utilizing machine learning to increase yield documentation insights 327R. Gralfs, C …” „… for DEM soil calibration 79F. Gerdes, L. Frerichs, Institute of Mobile Machines and Commercial …”

T. Blume, L. Neumann Self-supervised learning for an agriculture driver assistant system S. 471-476

„… training data and improve the training of machine learning models as it provides more information to the …” „… Self-supervised learning for an agriculture driver assistant system Dipl.-Ing. Tobias Blume, M.Sc …” „… Platform for Mobile Working Machines" [1] aims to develop an open architecture of hardware and software …”

S. Bosse, J. Magnusson, E. L. Wisotzky, A. Hilsmann, P. Eisert, E. Gassen, M. Reichardt, A. Stein, J. Heil, M. Hussaini Platform-Based and AI-Enabled Farming to Foster Agricultural Ecosystems S. 441-454

„… use of AI methods user-friendly, NaLamKI relies on Automated Machine Learning [22]. The 3D …” „… maintaining their data sovereignty. In NaLamKI, GAIA-X conformity and the use of federated machine learning …” „… establishment in agricultural practice. To ensure data sovereignty, NaLamKI relies on federated machine learning …”

F. C. Eichhorn, J. Becker Efficient and Reliable Employment of Stereo Cameras in Precision Agriculture S. 333-340

„… (classical) stereo algorithm. Although modern learning-based algorithms are much more accurate and robust …” „… disparity/depth maps. Despite the recent emergence of learning-based algorithms, both are still popular approaches …” „… part of the BMWK-funded project NaLamKI, we employ a state-of-the-art deep learning approach based on a …”

A. Grever, M. Kreyenhagen, B. Johanning A hybrid system architecture for combined task and motion planning as well as motion control based on cloud and onboard services using the example of different combinations of highly automated impleme... S. 175-180

„… data-based methods as well as machine learning techniques. Introduction Mobility is a part of our daily lives …” „… in [4]. Fig. 4 shows the procedure for obtaining a heuristic from simulation and machine learning …” „… required and needed. Automated machines perform exactly what was planned by using a heuristic derived from …”

K. Blaylock, A. Irlbeck, B. Adams, A. Sporrer Systems Engineering Development and Analysis Approach to Improving Self-Propelled Sprayer Boom Height Control S. 489-496

„… the development of targeted weed spraying capabilities through camera vision, machine learning, and AI …” „… involves a broad set of activities in various virtual modeling and simulation platforms, full-scale machine …” „… application. These demands are primarily driven by the desire for increased machine productivity during a …”

C. Hurd, J. Hollinger, T. Schuster, R. Schildroth Deploying Off-Road Autonomy at Scale S. 463-470

„… , productivity can drop drastically, accidents are much more likely and excessive wear on machines is more likely …” „… . With many machine values ranging from $200,000 to $1,000,000, damage and excessive wear can greatly …” „… unnecessary people and machines out of the “autonomous zone” provides additional safeguards. ● Clear …”

B.-G. Hülle, S. Böttinger, M. Racs, T. Schempp Design and development of adaptive control elements on agricultural tractors based on ISOBUS communications S. 275-282

„… project aISA 2.0, which aims to improve the human-machine interface (HMI) and automate the assignment of …” „… standards such as ISO 730 and ISO 500 [1; 2]. The first electronic devices on agricultural machines were …” „… universal machine that must be able to operate all implements. For this purpose, there are many static …”

B. Teurlinx, T. Ruigrok, F. Tamminga, J. Ijsselmuiden, K. Bennin, Ö. Babur High Accuracy and High-Speed Crop Root Position Detection for Green-on-Green Mechanical Weeding S. 69-78

„… towards mechanical weed control techniques. Mechanical weeding machines require real-time precise …” „… conditions. This meant that the dataset used during the training of the deep learning networks included …” „… , Michael G, Jones K. A survey of deep learning techniques for weed detection from images. Comput Electron …”

J. C. Krause, N. Iqbal, M. Niemeyer, B. Thy, L. Plagge, H. Hollmeier, A. Ruckelshausen, S. Röttgermann, A. Tauber, J. Herbers, S. Menke, J. Hertzberg AI-TEST-FIELD – A Test Environment for the Automated Evaluation of Methods for Robust and Reliable Environment Perception S. 547-554

„… objects like humans in the surroundings of a working machine is crucial. On the AI-TEST-FIELD typical …” „… AI-TEST-FIELD in combination with real agricul-tural machines to generate evaluation data. During the test field …” „… real mounting poses of the sensors on the test machine were replicated on the carrier. A compari-son of …”

C. Korn, T. Herlitzius, K. Lüpping, A. Afting Study on the use of DEM for the optimization of pelleting rollers S. 403-412

„… ” In particular, the two die rollers, which are the core components of the machine, are in the focus …” „… shows an overview of the trends between design parameters and target values as one of major learnings …”

doi.org/10.51202/9783181024270

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