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

  Рет қаралды 24,423

Kai Wähner

Kai Wähner

Күн бұрын

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...

Пікірлер: 7
@cemakpolat422
@cemakpolat422 Жыл бұрын
Thanks Kai, all in one, some slides include so much information!
@vnagaravi
@vnagaravi 2 жыл бұрын
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 жыл бұрын
really this video makes things clear to me. thank you Kai.
@apostolosag5352
@apostolosag5352 4 жыл бұрын
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 жыл бұрын
SUCCESS...
@pudelmuetz1
@pudelmuetz1 3 жыл бұрын
some timestamps would be nice
@vyasshashikant
@vyasshashikant Жыл бұрын
J
Can Apache Kafka Replace a Database?
45:56
Kai Wähner
Рет қаралды 8 М.
#IOTSWC23 Digital Twins and IoT  Integrating the Physical and Virtual Worlds
27:59
IOT Solutions World Congress
Рет қаралды 6 М.
ЧУТЬ НЕ УТОНУЛ #shorts
00:27
Паша Осадчий
Рет қаралды 9 МЛН
Siemens: AI and Digital Twins for Manufacturing (CxOTalk)
16:01
When NOT to use Apache Kafka?
18:10
Kai Wähner
Рет қаралды 1,8 М.
How to build a digital twin
58:55
Lloyd Palum | Prof. P. Media
Рет қаралды 22 М.
Apache Kafka vs. JMS Message Broker (IBM MQ, TIBCO, Solace)
43:55
Apache Kafka for Oil & Gas, Smart Grid, and Energy Utilities
54:41
Kai Wähner
Рет қаралды 1,7 М.
Kappa vs Lambda Architectures and Technology Comparison
37:11
Kai Wähner
Рет қаралды 9 М.
"Predictive Digital Twins: From physics-based modeling to scientific machine learning" Prof. Willcox
1:03:41
Center for Intelligent Systems CIS EPFL
Рет қаралды 59 М.
КРУТОЙ ТЕЛЕФОН
0:16
KINO KAIF
Рет қаралды 6 МЛН
НОВЫЕ ФЕЙК iPHONE 🤯 #iphone
0:37
ALSER kz
Рет қаралды 130 М.
Rate This Smartphone Cooler Set-up ⭐
0:10
Shakeuptech
Рет қаралды 3,6 МЛН
BEKMOBILDA Tecno Camon 30 smartfoni🔥🤩 #bekmobil
1:01
Bekmobil shorts
Рет қаралды 2,3 МЛН