AURIX™ – TC3xx Artificial Intelligence
Artificial Inteligence is not limited to high end applications anymore and has entered the embedded world within the last decade.
When to use AI ?
AI as the bridge connecting humans with the digital world.
It aims to leverages human capacities for learning, perception and interaction. Therefore less information is lost during this “connection”.
Although the surface of AI remains rule-based reasoning, AI has deeper subfields going further than the standard programming way.
Machine Learning :
In this AI subfield, the computer is taught to do tasks with data without explicit programming. It is based on numerical and statistical approaches.
In brief, Machine Learning deals with the conception, the analysis, the optimization, the development and the implementation of such techniques.
For example, Neural Networks are part of the AI subdivision
Typicall Neural Network based application development steps:
- Create or find a model fitting the application needs
- Training Phase – Teach the network (on server or computing platform)
- Inference Phase – Deploy on target
- Validate the results
Deep Learning
Deep learning is a subfield of Machine Learning with more that two Neural Network layers. Since it is computationally intensive, Deep Learning needs specialized HW.
Deep Learning based algorithms learn pattern from data by themselves, where human would even not have found out the relevant pattern in the data.
Where ML is only creating rules, DL is building more efficient decision rules by adding features extraction to the process.
AI in AURIX™-TC3xx
We enter a new era of innovation possibilities for the automotive industry, where AI brings much more than the well-known Automated Driving, with solutions regarding connected cars or safety concerns, among others.
- More and more in-vehicle sensors and ECUs lead to more and more data to compute.
- Embedded AI could reduce operational cost and improve vehicle safety.
Advantages of using AURIX™ for AI applications
Block Diagram-Artificial Intelligence application in AURIX™-TC3xx
AURIX™ Embedded Software
Teraki‘s Intelligent Signal Processing product running on AURIX™ TC3xx presented at OktoberTech2019. Simultaneously processes 50 signals and reduces the data by 95% at low latency and low percentage of CPU capacity. More here |
Teraki is the leading supplier of edge processing software for the Automotive and IoT industries. The company’s technology makes applications and algorithms run highly efficiently, faster and at the highest accuracy.
For more information, please visit website |
---|---|
Aye's IDAR leverages Infineon AURIX™ for standardized communication with Autosar, functional safety and embedded software. |
AEye is an artificial perception pioneer and creator of iDAR™, a perception system that acts as the eyes and visual cortex of autonomous vehicles. Since its demonstration of its solid-state For more information, please visit website |
Oculii’s patented Virtual Aperture Imaging Software Technology significantly increases the angular resolution of a radar phased array – dramatically improving safety, reliability, and efficiency of autonomous vehicles.
|
Oculii is developing high resolution imaging radars to enable the next generation of autonomous systems. Oculii's proprietary Virtual Aperture Imaging radar software increases the angular resolution of any array through a phase encoded modulation scheme that enables a sensor to achieve higher resolution with more compute/memory as opposed to more physical transceiver elements. Backed by some of the top investors and corporations from Silicon Valley, Oculii is working with the leaders in Self Driving Vehicles, Robotics, and Drones - helping them deliver on an autonomous future with an advanced, robust, affordable perception platform. For more information, please visit website |