IoT Architectures for a Digital Twin with Apache Kafka and Comparison to other IoT Platforms

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  • Опубликовано: 29 июл 2024
  • A digital twin is a digital replica of a living or non-living physical entity. This session discusses the benefits and IoT architectures of a Digital Twin in Industrial IoT (IIoT) and its relation to Apache Kafka, IoT frameworks and Machine Learning.
    Kafka is often used as central event streaming platform to build a scalable and reliable digital twin for real time streaming sensor data. A live demo shows a scalable digital twin infrastructure for condition monitoring and predictive maintenance in real time for a connected car infrastructure leveraging Kafka, MQTT and TensorFlow.
    Key Take-Aways:
    • Learn about use cases and characteristics of a digital twin in various industries
    • Understand how to build a digital twin for every single (of tens of thousands) IoT device or machine
    • See different IoT architectures with Kafka and other IoT technologies and products, including edge, hybrid and global deployments
    • Understand the relation to Machine Learning and bring added value to your IoT infrastructure by enabling use cases like predictive maintenance
    • Understand how the Apache Kafka enables scalable and flexible end-to-end integration processing from IIoT data to various backend applications
    • Watch a live demo of an end-to-end integration, real time processing and analytics of thousands of IoT devices
    More details:
    www.kai-waehner.de/blog/2019/...
    www.kai-waehner.de/blog/2020/...
    www.slideshare.net/KaiWaehner...
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Комментарии • 7

  • @cemakpolat422
    @cemakpolat422 Год назад

    Thanks Kai, all in one, some slides include so much information!

  • @vnagaravi
    @vnagaravi 2 года назад +1

    Thanks for the video's
    But can you organise all videos into a platter playlist so it's easy to start from the beginning rather then
    Going from different videos don't knowing where to start

  • @wasimal-jaradi6570
    @wasimal-jaradi6570 3 года назад +2

    really this video makes things clear to me. thank you Kai.

  • @apostolosag5352
    @apostolosag5352 4 года назад

    Amazing Presentation, Ι completely Understood the Digital twin concept from technical perspective in just 60 minutes. Nice talk, to the point with a lot of architecture paradigms. Thanks Kai!

  • @larrymcgriff1325
    @larrymcgriff1325 2 года назад

    SUCCESS...

  • @pudelmuetz1
    @pudelmuetz1 3 года назад +1

    some timestamps would be nice

  • @vyasshashikant
    @vyasshashikant Год назад

    J