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检索条件"机构=Institute for Factory Automation and Production Systems"

共 590 条记录，以下是1-10 订阅

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Improving Data Augmentation in Deep Learning-Based THT Solder Joint Classification with Synthetic Data and Active Learning

Improving Data Augmentation in Deep Learning-Based THT Solde...

引用

2025 Pan Pacific Strategic Electronics Symposium, Pan Pacific 2025

作者： Thielen, Nils Braun, Jakob Rachinger, Ben Franke, Jorg Risch, Florian Reinhardt, Andreas Friedrich-Alexander-Universität Erlangen-Nürnberg Institute for Factory Automation and Production Systems Bavaria Germany SEHO Systems GmbH Bavaria Germany

ISBN: (纸本)9781944543358

Quality control of through-hole technology (THT) and surface mount technology (SMT) solder joints suffers from a high number of false calls, even when automated optical inspection (AOI) is applied. These false calls lead to extensive manual re-inspection require optimization of the test routine. Besides the reduction of false calls, minimizing error slip is essential. In both, research and the industrial contexts, artificial intelligence (AI) is investigated in order to address this problem. While AI-models, especially deep learning-based models such as convolutional neural networks (CNN) can already perform solder joint classification adequately, performance strongly depends on the model architecture and parameters and especially the dataset for training the model itself. To address the latter, this works investigates the utilization of two different approaches to enhance dataset quality, especially if defect data is scarce. First, the systematic inclusion of synthetic data is investigated. Although sufficient synthetic data can be generated by deep generative models such as generative adversarial networks (GANs), robustly training these models and determining the optimal amount of data remains challenging. Utilization of multiple consecutive trainings of pretrained GAN increases robustness a, with a 100% success rate of convergence in the final GAN training, even if there is only a small amount of defective images. Second, methods of active learning (AL) are applied to perform a systematic data augmentation on the most valuable images. Thus, conventional data augmentation methods can be used without complex preparation of synthetic data. Furthermore, well established model architectures can be trained without small modifications in the training process itself. Directed augmentation of images improves recall by 16.5%, although precision slightly decreases. © 2025 SMTA.

关键词： Surface mount technology

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Process- and Material-Specific Modeling to Use in Simulation-Based and Resource-Oriented Decision Support systems Using the Example of Calcium Silicate Brick production Planning 19th

Process- and Material-Specific Modeling to Use in Simulation...

引用

19th Global Conference on Sustainable Manufacturing, GCSM 2023

作者： Schrage, Tobias Schuderer, Peter Franke, Jörg Technische Hochschule Ingolstadt Esplanade 10 Ingolstadt80584 Germany Department of Mechanical Engineering Institute for Factory Automation and Production Systems Friedrich-Alexander-University Egerlandstr.7 Erlangen91058 Germany

ISBN: (纸本)9783031774287

As part of the fourth industrial revolution, data analysis and artificial intelligence are being integrated into production processes. In addition, energy consumption and CO2 costs are becoming decisive factors in the resource-oriented management of companies. For energy intensive and hybrid production processes a simulation-based decision support system (DSS) for production planning is validated and further developed for the sand lime brick industry to support the production planning process. The integration of empirical knowledge in the energy-intensive control of steam processes, in which quality-critical product parameters are set via thermodynamically complex relationships, is still part of current research approaches. In this paper, an approach for the mapping of an energetic system behavior in the energy-intensive and hybrid production processes will be discussed using the example of calcium silicate brick (CSB) production. Possibilities for using Discrete event simulation (DES) to increase the energy efficiency of steam processes are summarized and linked to formalized empirical knowledge in artificial Intelligence (AI) approaches. © The Author(s) 2025.

关键词： Quality control

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Improving Data Augmentation in Deep Learning-Based THT Solder Joint Classification with Synthetic Data and Active Learning

Improving Data Augmentation in Deep Learning-Based THT Solde...

引用

Pan Pacific Microelectronics Symposium (Pan Pacific)

作者： Nils Thielen Jakob Braun Ben Rachinger Jörg Franke Florian Risch Andreas Reinhardt Friedrich-Alexander-Universität Erlangen-Nürnberg Institute for Factory Automation and Production Systems Bavaria Germany SEHO Systems GmbH Bavaria Germany

ISBN: (数字)9781944543358

ISBN: (纸本)9798331511982

关键词： Training Systematics Generative adversarial networks Data augmentation Optical imaging Data models Convolutional neural networks Soldering Artificial intelligence Synthetic data

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Optimizing the automation in Construction Site Logistics: Problems and Propsed Modell Library for Materials Flow Simulation 24

Optimizing the Automation in Construction Site Logistics: Pr...

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Proceedings of the Winter Simulation Conference

作者： Alexander Schlosser Martin Barth Peter Schuderer Jörg Franke Institute for Factory Automation and Production Systems Friedrich-Alexander-Universität Erlangen-Nürnberg Erlangen GERMANY Technische Hochschule Ingolstadt Ingolstadt GERMANY

ISBN: (纸本)9798331534202

The construction industry is currently facing challenges such as skilled labor shortages, limited automation, and inadequate digitalization, particularly for small and medium-sized enterprises (SME), amidst rising interest rates and decreasing subsidies for builders. To address these challenges, a simulation model library for construction is being established. The Plant Simulation System is used to map construction site systems with various model components, enabling digital simulation of the environment and supply chains. Customized simulation parameters are used to simulate specific construction requirements. This paper describes the use of masonry robots and transportation in wall and floor construction and their impact on site performance. The simulation model library REMUS is important for digitalizing construction sites, allowing for the assessment of innovative systems before construction and estimation of investment returns. Simulations can be used to evaluate investments and future concepts.

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Efficient Processes and Tools for Twisting of Flat Wires in Hairpin Motors

Efficient Processes and Tools for Twisting of Flat Wires in ...

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2024 IEEE Energy Conversion Congress and Exposition, ECCE 2024

作者： Kuehl, Alexander Institute for Factory Automation and Production Systems Germany

ISBN: (纸本)9798350376067

FAU has been working on the development of hairpin technology for several years. Special attention is paid to the handling and automation of the individual process steps along the stator manufacturing process with hairpin windings. One of these steps, the twisting of the hairpin ends, is the subject of this paper. First, a brief overview of the hairpin stator manufacturing process is given before different twisting processes are examined. Then, an analysis of an existing twisting machine is detailed and efforts are described to redesign it to combine individual repetitive twisting processes into fewer handling steps. A major goal of the work was to create a new device with maximum flexibility in the number of slots, stator geometry, and wire geometry. The paper outlines the general conditions and requirements defined for the device, describes the experiments conducted to test its applicability, and presents an evaluation of the results. This research is intended to contribute to the ongoing advancement of hairpin technology and to improve the flexibility and efficiency of stator manufacturing processes. © 2024 IEEE.

关键词： Stators

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Simulative Investigation of Winding Designs with Improved Efficiency

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ATZ worldwide 2017年第6期119卷 68-72页

作者： Bickel, Benjamin Altmann, Sebastian Franke, Jörg Institute for Factory Automation and Production Systems of Friedrich-Alexander University Erlangen-Nürnberg Germany

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Additive Manufacturing of Neodymium-Iran-Boron Permanent Magnets 8

Additive Manufacturing of Neodymium-Iran-Boron Permanent Mag...

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8th International Electric Drives production Conference, EDPC 2018

作者： Urban, Nikolaus Kuhl, Alexander Glauche, Markus Franke, Jorg Institute for Factory Automation and Production Systems University of Erlangen-Nürnberg Germany

ISBN: (纸本)9781728101477

Additive Manufacturing (AM) process technologies gain increased degree of technical maturity through the implementation of quality control mechanisms, fully automated production systems as well as increasing knowledge about the effects during the build-up processes. Nevertheless, the main focus of current research and development activities is set on the processing of conventional construction materials with sufficient mechanical properties. The implementation of additional, mechatronic features, e.g. optic or magnetic functions, is not well investigated yet. But as already demonstrated with printed electronics, which are decisive for manufacturing antenna structures in modern consumer electronics like smartphones, additional functionality can lift the potentials of AM to a new level. Mechatronic functionalities require a smart combination of different functional materials that are not commercially available for AM processes yet. Within this paper, a survey of the possibilities of printing rare earth permanent magnets with different process technologies is presented. The technology with the highest magnetic performance is presented more in detail and a concept for further increasing the magnetic performance is outlined. © 2018 IEEE.

关键词： 3D printers

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Manufacturing of 3D mechatronic systems with plasma technology 8

Manufacturing of 3D mechatronic systems with plasma technolo...

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Smart systems Integration - 8th International Conference and Exhibition on Integration Issues of Miniaturized systems: MEMS, NEMS, ICs and Electronic Components, SSI 2014

作者： Schramm, René Franke, Jörg University Erlangen-Nuremberg Institute for Factory Automation and Production Systems Nuremberg Germany

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Potentials of the Rotary Cutting Process for Electrical Steel Strip 8

Potentials of the Rotary Cutting Process for Electrical Stee...

引用

8th International Electric Drives production Conference, EDPC 2018

作者： Ziegler, M. Schneider, M. Hubert, M. Franke, J. Institute for Factory Automation and Production Systems Friedrich-Alexander-University Erlangen Germany

ISBN: (纸本)9781728101477

To minimize eddy current losses, stators and rotors are traditionally designed laminated. For this purpose, the single sheets are electrically separated from each other by an insulation layer. The production of electrical steel laminations for rotor and stator stacks is divided into the steps of cutting, stacking and joining. Currently, there are several possibilities for each process step. The selection of the suitable process depends on the application, quantity and size of the electrical steel laminations. In mass production, the electrical steel strip is separated mainly by stamping. In prototype manufacturing and for small series, the lamination is cut out by laser. In addition, wire EDM and water-jet cutting are applied in specific applications. Rotary cutting of electrical steel strip is a process that is not yet used in industry. However, the novel approach has a great potential, since investment and tooling costs are relatively low. Furthermore, the process is suitable for the production of thin laminations (smaller than 0.3 mm) which are used in traction motors for electric vehicles. © 2018 IEEE.

关键词： Silicon steel

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A robot motion planner for 6-DOF industrial robots based on the cell decomposition of the workspace

A robot motion planner for 6-DOF industrial robots based on ...

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2013 44th IEEE International Symposium on Robotics, ISR 2013

作者： Ramer, Christina Reitelshofer, Sebastian Franke, Jorg Institute for Factory Automation and Production Systems Friedrich-Alexander-University of Erlangen-Nuremberg Germany

ISBN: (纸本)9781479911738

This paper describes an autonomous robot motion planner for 6-DOF industrial robots based on the approximate cell decomposition of the workspace. Known obstacles lead to a hierarchical decomposition up to a predefined degree of the start cell which contains the whole robot workspace. A connectivity tree is searched for the shortest path from the start to the goal position for the Tool Center Point (TCP) of the robot. Center points and points between adjacent cells are used as interpolation points for the robot's path. All possible configurations are calculated for these points and checked for absence of collisions and compliance with kinematic constraints. Subsequently paths between possible configurations of interpolation points are checked for feasibility. If points cannot be reached artificial obstacles are constructed and the work space model is updated. © 2013 IEEE.

关键词： Cytology

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