Background

Ein Hersteller von Linearachsen erfährt, dass sein unerwartete Ausfälle seiner Komponenten während des Betriebs beim Kunden in einer Produktion auftreten. Fehlbedienungen des Kunden können allerdings nicht nachgewiesen werden.

Procedure

  • Anbringung von Schwingungssensoren an den Linearachsen
  • Vorverarbeitung und Weitergabe der Daten über AWS Greengrass Edge Computing.
  • Echtzeit-Analyse der Schwingungsdaten auf Edge-Gerät. Start mit Condition-Based Monitoring. Anschließend A/B-Tests mit Linearen Regressions Algorithmen
  • Weiterverarbeitung der Daten in AWS Cloud und Visualisierung der Ergebnisse über Kibana

Result

  • Bei 85% der aufgetretenen Fehler konnte eine Fehlbedienung des Kunden festgestellt werden (z.B. Überschreitung der max. Last)
  • Die Fehlerhäufigkeit konnte um 60% reduziert werden, da außergewöhnliche Schwingungen frühzeitig erkannt worden sind
  • Nach 2-monatiger Laufzeit konnte der Lineare Regressions Algorithmus Fehler
    besser vorhersagen als es durch Condition-Based Monitoring möglich war

Nutzen

  • Reduzierung von Fehlbedienung des Kunden
  • Reduzierung der gesamten Fehlerhäufigkeit
  • Verbesserung der Fehlervorhersage
IIoT iPad

Get a non-binding evaluation for your company:

shopfloor.io is an industrial IoT platform for cloud or on-premises operation that allows you to network your systems, products and employees and visualize all relevant data in clear cockpits.

Transparent

Establishment of a feedback channel from the customer, new insights into machines in the field, precise findings and recommendations for action.

Efficient

Faster response times, lower service costs, higher customer satisfaction, proactive troubleshooting.

Knowledge-based

Development of cross-customer production expertise, digital, data-supported services, consistent further development of machines.

References

Find out more about the use case.

    Please enter the information below to find out more about our showcase.

    You are:*Mechanical engineerMachine operatorOther
     

    *By using this form, you consent to the storage and processing of your data by this website.

     

    Munich Map

    elunic AG

    Erika-Mann-Str. 23

    80636 Munich

    Germany

    089 / 4161737 - 30

    info@elunic.com

    EN

    shopfloor.io Logo

    Register now for a free demo

      *By using this form, you consent to the storage and processing of your data by this website.

      shopfloor.io Logo

      Register now for a free demo

        *By using this form, you consent to the storage and processing of your data by this website.

        shopfloor.io Logo

        Register now for a free demo

          *By using this form, you consent to the storage and processing of your data by this website.

          Download now for free

          shopfloor.io Logo

          Register now for a free demo

            *By using this form, you consent to the storage and processing of your data by this website.

            With the shopfloor.io asset ping, you can connect existing machines in the field, record and visualise machine data, distribute digital services and increase your after-sales.

            Download now for free

            shopfloor.io Logo

            Register now for a free demo

              *By using this form, you consent to the storage and processing of your data by this website.

              shopfloor.io Logo

              Register now for a free demo

                *By using this form, you consent to the storage and processing of your data by this website.

                shopfloor.io Logo

                Register now for a free demo

                  *By using this form, you consent to the storage and processing of your data by this website.

                  shopfloor.io Logo

                  Register now for a free demo

                    *By using this form, you consent to the storage and processing of your data by this website.

                    shopfloor.io Logo

                    Register now for a free demo

                      *By using this form, you consent to the storage and processing of your data by this website.

                      shopfloor.io Logo

                      Register now for a free demo

                        *By using this form, you consent to the storage and processing of your data by this website.

                        shopfloor.io Logo

                        Register now for a free demo

                          *By using this form, you consent to the storage and processing of your data by this website.

                          shopfloor.io Logo

                          Register now for a free demo

                            *By using this form, you consent to the storage and processing of your data by this website.

                            shopfloor.io Logo

                            Register now for a free demo

                              *By using this form, you consent to the storage and processing of your data by this website.

                              shopfloor.io Logo

                              Register now for a free demo

                                *By using this form, you consent to the storage and processing of your data by this website.

                                shopfloor.io Logo

                                Register now for a free demo

                                  *By using this form, you consent to the storage and processing of your data by this website.

                                  Register now for a free demo

                                    *By using this form, you consent to the storage and processing of your data by this website.

                                    After the first screening, we will send you an invitation to our Talentcube tool. We have prepared 3-5 short questions that you can answer in a personal video (we have also prepared a short introduction video). If you don't feel comfortable with this, please let us know - we'll find an alternative!

                                    We want to get an authentic first impression of you and at the same time have the opportunity to review your video with our team and make the right decisions quickly.