IDEAS home Printed from https://ideas.repec.org/a/spr/joinma/v28y2017i5d10.1007_s10845-014-1029-x.html
   My bibliography  Save this article

Predictive distant operation and virtual control of computer numerical control machines

Author

Listed:
  • Toly Chen

    (Feng Chia University)

  • Yi-Chi Wang

    (Feng Chia University)

  • Zhirong Lin

    (Feng Chia University)

Abstract

With the advancements of automation technologies, factory operations have shifted from labor-based to semi-automatic and fully automatic and may even become unmanned in the future. Therefore, the conditions of a factory can be monitored from a distance and the machines can be remotely controlled. This study investigated the predictive distant operation of a computer numerical control (CNC) machine virtually controlled with hand gestures. Similar previous studies were conducted only involving robotic arms. Nevertheless, the attempt in this study is a crucial step toward entirely Internet- or cloud-based manufacturing. In the proposed methodology, meaningful hand gestures corresponding to eight commonly used CNC operations were established. Kinect was then used to track the skeletal information of an operator, and based on this information, the joint angles of the operator were derived using the space vector method. Four rules were then proposed to predict the hand gesture of the operator according to the changes of the joint angles when making the hand gestures to control the CNC machine. An experimental system was established to demonstrate the applicability of the proposed methodology. According to the experimental results, the eight hand gestures were recognized with favorable accuracy. In addition, analysis of variance was performed and the results indicated that the performance of the proposed methodology is robust to the operators’ differences.

Suggested Citation

  • Toly Chen & Yi-Chi Wang & Zhirong Lin, 2017. "Predictive distant operation and virtual control of computer numerical control machines," Journal of Intelligent Manufacturing, Springer, vol. 28(5), pages 1061-1077, June.
    • Handle: RePEc:spr:joinma:v:28:y:2017:i:5:d:10.1007_s10845-014-1029-x
    DOI: 10.1007/s10845-014-1029-x
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10845-014-1029-x
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s10845-014-1029-x?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Moon-Jin Jeon & Sang Wan Lee & Zeungnam Bien, 2011. "Hand Gesture Recognition Using Multivariate Fuzzy Decision Tree and User Adaptation," International Journal of Fuzzy System Applications (IJFSA), IGI Global, vol. 1(3), pages 15-31, July.
    2. Seung-Eun Yang & Kwang-Hyun Park & Zeungnam Bien, 2011. "Gesture Spotting Using Fuzzy Garbage Model and User Adaptation," International Journal of Fuzzy System Applications (IJFSA), IGI Global, vol. 1(3), pages 47-65, July.
    3. Toly Chen, 2014. "Strengthening the Competitiveness and Sustainability of a Semiconductor Manufacturer with Cloud Manufacturing," Sustainability, MDPI, vol. 6(1), pages 1-16, January.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Tin-Chih Toly Chen, 2017. "Cloud intelligence in manufacturing," Journal of Intelligent Manufacturing, Springer, vol. 28(5), pages 1057-1059, June.
    2. Toly Chen, 2016. "Competitive and Sustainable Manufacturing in the Age of Globalization," Sustainability, MDPI, vol. 9(1), pages 1-5, December.
    3. Lukasz Kuzminski & Tomasz Jalowiec & Piotr Masloch & Henryk Wojtaszek & Ireneusz Miciula, 2020. "Implementation of the Competitiveness Model in Terms of Cooperation with Suppliers," European Research Studies Journal, European Research Studies Journal, vol. 0(2), pages 343-359.
    4. Toly Chen & Chi-Wei Lin, 2017. "Estimating the simulation workload for factory simulation as a cloud service," Journal of Intelligent Manufacturing, Springer, vol. 28(5), pages 1139-1157, June.
    5. Toly Chen & Yu-Cheng Lin, 2017. "A digital equipment identifier system," Journal of Intelligent Manufacturing, Springer, vol. 28(5), pages 1159-1169, June.
    6. Toly Chen & Li-Chih Wang & Min-Chi Chiu, 2018. "A multi-granularity approach for estimating the sustainability of a factory simulation model: semiconductor packaging as an example," Operational Research, Springer, vol. 18(3), pages 711-729, October.
    7. Wei He & Guozhu Jia & Hengshan Zong & Jili Kong, 2019. "Multi-Objective Service Selection and Scheduling with Linguistic Preference in Cloud Manufacturing," Sustainability, MDPI, vol. 11(9), pages 1-15, May.
    8. Raphael Herding & Lars Mönch, 2024. "A rolling horizon planning approach for short-term demand supply matching," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 32(3), pages 865-896, September.
    9. Taosheng Wang & Hongyan Zuo & C. H. Wu & B. Hu, 2021. "Combined soft measurement on key indicator parameters of new competitive advantages for China's export," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-24, December.
    10. Hsin-Chieh Wu & Horng-Ren Tsai & Tin-Chih Toly Chen & Keng-Wei Hsu, 2021. "Energy-Efficient Production Planning Using a Two-Stage Fuzzy Approach," Mathematics, MDPI, vol. 9(10), pages 1-17, May.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:joinma:v:28:y:2017:i:5:d:10.1007_s10845-014-1029-x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.