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IoT & Edge

IoT & Edge
IoT & Edge

Deploying AI at the Edge: Challenges and Examples

Kilton Hopkins (Edgeworx, Inc.)
Adam Gibson (Skymind)

Running ML in the cloud is a well understood practice, with everything from cloud-based machine learning deployment services to running it yourself via Kubernetes. This talk will cover how to run machine learning models at the Edge using the Eclipse Deeplearning4j framework. The talk will cover how to run Python scripts and TensorFlow models on a Jetson Nano.

 

Experience level: 
Intermediate

IoT & Edge
IoT & Edge

HarmonyOS: Key technical features and architectural deep dive

Suhail Khan (Huawei Technologies Co., LTD.)

Describe how harmonyOS is designed, from modular architecture and build system to deployment to devices, from CI/CD and IP policy to package management and application development that target use cases leveraging mutiple devices at once.

Experience level: 
Intermediate

IoT & Edge
IoT & Edge

Introducing Open Harmony OS

Davide Ricci (Huawei Technologies Co., LTD.)
ADRIAN OSULLIVAN (Huawei Technologies Co., LTD.)

This session shall explore the current trends in the consumer electronics market.   We shall identify problems in the current market in terms of the fragmentation caused by Dominant vendors led initiatives.
To solve the problem we introduce characteristics required of a possible unifying o.s. We propose a redifinition of software development targeting real life use cases that leverage multiple devices. Harmony OS aims to deliver a unique user experience across different devices and scenarios which we shall examine in this session.

  

 

Experience level: 
Beginner

IoT & Edge
IoT & Edge

High Speed Autonomous Driving with Autoware ROS 2 CycloneDDS #iac2021 #becauseracecar

Joe Speed (ADLINK Technology)
Tom Panzarella (Box Robotics, Inc.)

Learn how the open source community is coming together to support universities exploring high speed autonomous driving via racing including F1TENTH and Indy Autonomous Challenge #iac2021. Joe and Tom discuss the technical challenges this presents and how the open source community is rallying to help universities with this open source autonomous driving stack they can all use.

Experience level: 
Intermediate

IoT & Edge
IoT & Edge

Pushing Semantic Digital Twins and Bots to the Edge with Kura, Kapua and RDF4J to control distributed SmartGrid systems

Alexey Ivanov (MIPT University, Laboratory of Applied Research)

Traditional IoT Gateways often serve as a proxy between devices and a Cloud where all control operations take place. It mainly requires time-series dataflow processing.

Coordination and control operations require a stateful model of the observed environment in terms of high-level business objects (“as is” and “to be”), derived from low-level sensor data. Eclipse Ditto or other Digital Twins As a Service systems could be used on the Cloud to store and query a state of devices and assets and decouple it from implementation details of drivers and protocols.

Experience level: 
Intermediate

IoT & Edge
IoT & Edge

Managing Things: Remote Device Management for IoT Devices With LwM2M

Frédéric Desbiens (Eclipse Foundation)

LightweightM2M (LwM2M) by OMA SpecWorks is a device management protocol designed for sensor networks and the demands of a machine-to-machine (M2M) environment. It is designed for the remote management of devices and is based on the Contrained Application Protocol (CoAP, RFC 7252), which itself provides an interaction model similar to the client/server model of HTTP.

Experience level: 
Beginner

IoT & Edge
IoT & Edge

What Edge Computing Can Learn From the Moon Landings

Frédéric Desbiens (Eclipse Foundation)

2019 marked the 50th anniversary of the first moon landing. Decades later, the Apollo program still stands as one of humanity's most impressive technical achievements. To think that we sent people in the void of space using a computer running at 1.024MHz and around 76K of memory!

Experience level: 
Intermediate

IoT & Edge
IoT & Edge

Stretching Cloud technologies to the Edge: do they fit?

Gabriele Baldoni (ADLINK Technology)
Luca Cominardi (ADLINK Technology)

Edge computing is raising as the next paradigm in IT and it aims to provide cloud-like functionalities closer to end-users. This shift has the potential to drastically improve the Quality of Experience of the users as well as to enable unprecedented use-cases (e.g., Connected Factories, Connected Cars, Augmented Reality, etc.).

Experience level: 
Intermediate

IoT & Edge
IoT & Edge

Eclipse Arrowhead architecture and platform for industrial automation

Jerker Delsing (Lulea University of Technology)

This session targets beginners to the Eclipse Arrowhead project. Some understadning of software and/or automation will be beneficial for the attende.

Experience level: 
Beginner

IoT & Edge
IoT & Edge

Edge Robotics with ROS2 and Eclipse Zenoh

Angelo Corsaro (ZettaScale Technology SARL)

Edge Robotics with ROS2 and Eclipse Zenoh

The Robot Operating System 2 (ROS2) is experiencing an incredible adoption in a large class of robotics applications, spanning from autonomous vacuum cleaners to industrial and commercial autonomous vehicles. Furthermore, ROS2 applications are further expanding to:

 

  • Robot swarms, in which which a set of resourceful robots coordinate between themselves and potentially an ensemble of resource constrained robots, typically powered by MicroROS2 and running on micro-controller-like hardware, and

 

Experience level: 
Beginner

IoT & Edge
IoT & Edge

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