1. //
  2. Start
  3. //
  4. Publications
  5. //
  6. A genetic algorithm for a self-learning ...
  7. //

A genetic algorithm for a self-learning parameterization of an aerodynamic part feeding system for high-speed assembly

Research output: Journal contributions › Journal articles › Research › peer-review

Authors

The aerodynamic feeding technology developed at the IFA allows feeding rates up to 800 parts per minute while maintaining high reliability and variant flexibility. The machine's setup procedure requires the adaptation of only four machine parameters. Currently, optimal parameter configurations need to be identified manually. This task is greatly time-consuming and requires a high level of expertise. Prospectively, the machine should utilize an algorithm that autonomously identifies optimal parameter configurations for new workpieces to realize fast setup procedures. This paper presents a genetic algorithm for a self-learning feeding system that has been validated in comprehensive simulation studies.

Original languageEnglish
JournalCIRP Annals - Manufacturing Technology
Volume64
Issue number1
Pages (from-to)5-8
Number of pages4
ISSN0007-8506
DOIs
Publication statusPublished - 2015
Externally publishedYes

    Research areas

  • Algorithm, Assembly, Optimization
  • Engineering

Related by journal

Dynamic pricing of product and delivery time in multi-variant production using an actor critic reinforcement learning

Stamer, F. & Lanza, G., 01.2023, In: CIRP Annals. 72, 1, p. 405-408 4 p.

Research output: Journal contributions › Journal articles › Research › peer-review

New concepts of extrusion dies to reduce the anisotropy of extruded profiles by means of additive manufacturing

Khalifa, N. B., Isakovic, J. & Bohlen, J., 2021, In: CIRP Annals. 70, 1, p. 231-234 4 p.

Research output: Journal contributions › Journal articles › Research › peer-review

Incremental sheet forming with active medium

Ben Khalifa, N. & Thiery, S., 2019, In: CIRP Annals - Manufacturing Technology. 68, 1, p. 313-316 4 p.

Research output: Journal contributions › Journal articles › Research › peer-review

Model-based logistic controlling of converging material flows

Nyhuis, P., Beck, S. & Schmidt, M., 01.01.2013, In: CIRP Annals - Manufacturing Technology. 62, 1, p. 431-434 4 p.

Research output: Journal contributions › Journal articles › Research › peer-review

Reduction of capital tie up for assembly processes

Nyhuis, P., Schmidt, M. & Wriggers, F. S., 01.01.2008, In: CIRP Annals - Manufacturing Technology. 57, 1, p. 481-484 4 p.

Research output: Journal contributions › Journal articles › Research › peer-review

Other publications by the same author(s)

Implementierung von Produktrückführungsprozessen in bestehende Produktionsabläufe: Herausforderungen und Anforderungen

Sandner, S., Nübel, M., Schulz, J., Metternich, J. & Schmidt, M., 20.06.2025, In: ZWF Zeitschrift für wirtschaftlichen Fabrikbetrieb. 120, 6, p. 397-403 7 p.

Research output: Journal contributions › Journal articles › Research › peer-review

Machine Learning For Determining Planned Order Lead Times In Job Shop Production: A Systematic Review Of Input Factors And Applied Methods

Wolter, F., Rokoss, A. & Schmidt, M., 2025, Conference on Production Systems and Logistics: University of San Ignacio de Loyola Lima, Peru, 18th – 21th March 2025, Proceedings. Herberger, D. & Hübner, M. (eds.). Offenburg: publish-Ing., p. 374-384 11 p. 32. (Proceedings of the ... Conference on Production Systems and Logistics; no. 7).

Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

Understanding Resulting Interdependencies Within Production Planning And Control In Hybrid Manufacturing/Remanufacturing Systems

Schulz, J., Hofmann, H., Rokoss, A. & Schmidt, M., 05.2025, Proceedings of the Conference on Production Systems and Logistics: CPSL 2025: 18th – 21th March 2025, University of San Ignacio de Loyola Lima, Peru. Herberger, D. & Hübner, M. (eds.). Offenburg: publish-Ing., p. 114 - 126 13 p. (Proceedings of the ... Conference on Production Systems and Logistics; vol. 7).

Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

Analysis of the relevance of models, influencing factors and the point in time of the forecast on the prediction quality in order-related delivery time determination using machine learning

Rokoss, A., Popkes, L. & Schmidt, M., 2024, Proceedings of the CPSL 2024. Herberger, D. & Hübner, M. (eds.). Hannover: publish-Ing., p. 415-431 17 p. (Proceedings of the Conference on Production Systems and Logistics; vol. 2024).

Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

Case study on delivery time determination using a machine learning approach in small batch production companies

Rokoss, A., Syberg, M., Tomidei, L., Hülsing, C., Deuse, J. & Schmidt, M., 12.2024, In: Journal of Intelligent Manufacturing. 35, 8, p. 3937-3958 22 p.

Research output: Journal contributions › Journal articles › Research › peer-review

DOI

Recently viewed

Researchers

  1. Marco Waage

Publications

  1. The Use of Genetic Algorithm for PID Controller Auto-Tuning in ARM CORTEX M4 Platform
  2. Evolutionary generation of dispatching rule sets for complex dynamic scheduling problems
  3. Changing the Administration from within:
  4. OKBQA framework towards an open collaboration for development of natural language question-answering systems over knowledge bases
  5. Agency and structure in a sociotechnical transition
  6. A framework for business model development in technology-driven start-ups
  7. ASSESS — automatic self-assessment using linked data
  8. Dynamic environment modelling and prediction for autonomous systems
  9. Using Conjoint Analysis to Elicit Preferences for Occupational Health Services in Small and Microenterprises
  10. Vergütung, variable
  11. Mimicking and anticipating others’ actions is linked to social information processing
  12. The erosion of relational values resulting from landscape simplification
  13. Cost effectiveness of guided Internet-based interventions for depression in comparison with control conditions
  14. Switching Dispatching Rules with Gaussian Processes
  15. Between Recognition and Abstraction
  16. Passive Rotation of Rotational Joints and Its Computation Method
  17. Cognitive load in reading a foreign language text with multimedia aids and the influence of verbal and spatial abilities
  18. Digital teaching as an instrument for cross-location teaching networks in medical informatics
  19. Creating Value from in-Vehicle Data
  20. Automatic feature selection for anomaly detection
  21. Identification of Parameters and States in PMSMs
  22. Mechanical characterization of as-cast AA7075/6060 and CuSn6/Cu99.5 compounds using an experimental and numerical push-out test
  23. Performance Saga: Interview 06
  24. Atomare Hinterlassenschaften
  25. TextCSN
  26. An Exploration of humans‘ ability to recognize emotions displayed by robots
  27. Collaborative benchmarking of functional-structural root architecture models
  28. Schellings subjektivitätskritik
  29. Always on Call: Is There an Age Advantage in Dealing with Availability and Response Expectations?
  30. Contested Promises
  31. CDS spreads, systemic risk and interconnectedness
  32. Guest Editors' Introduction
  33. Ecosystem Services as a Contested Concept
  34. The Use of Anti-Windup Techniques in Didactic Level Systems
  35. An Optimization Approach for Crew Rostering in Public Bus Transit
  36. A hybrid actuator modelling and hysteresis effect identification in camless internal combustion engines control
  37. Construal level theory
  38. Method of Artificial Vision in Guide Cane for Visually Impaired People
  39. Insights into adoption of farming practices through multiple lenses
  40. Special issue on Variational Pragmatics
  41. Appreciating ecological complexity
  42. Customer Orientation of Service Employees—Toward a Conceptual Framework of a Key Relationship Marketing Construct