STMicroelectronics has an ecosystem for machine learning (ML) in MEMS and sensors, which combines several hardware and software tools to help designers implement gesture and activity recognition with artificial intelligence (AI) at the edge. This is done on sensors through ML algorithms based on decision tree classifiers.
IoT solutions developers can deploy any of ST’s sensors with machine learning core (MLC) in a rapid prototyping environment to quickly develop very low power IoT applications. Thanks to inherently low-power sensor design, advanced AI event detection, wake-up logic, and real-time edge computing, MLC in a sensor reduces processing and data transfer loads on the main system.
ST’s latest generation of sensors with embedded MLC are built in three blocks:
• Sensor data block – The built-in sensors (accelerometer and gyroscope) filter real-time motion data before sending it to the computation block.
• Computation block - Statistical parameters defined as ‘Features’ are applied to the captured data. The features aggregated in the computation block are then used as inputs for the decision tree block.
• Decision tree block – This block evaluates the statistical parameters and compares them against certain thresholds to identify specific situations and generate classified results sent to the MCU.
ST’s MEMS sensors with MLCs offer a wide range of design possibilities for developers by allowing them to create embedded machine learning algorithms and to build the best decision tree for a particular application.
Programmable logic redefined
DSP, Micros & Memory
Microchip’s CLB-based PIC MCUs combine programmable logic and embedded control in a single device to help reduce latency, cost, and design complexity.
Read more...Compact MCU for IoT endpoints iCorp Technologies
DSP, Micros & Memory
Quectel’s FCM266D combines single-band 2,4 GHz Wi-Fi 6 with Bluetooth LE 5.4 in an ultra-compact LCC package measuring just 20 x 18 x 2,4 mm.
Read more...Industrial-grade ESP32-S3 controller
DSP, Micros & Memory
Erqos Technologies has introduced the EQSP32CE, a CE-certified, industrial-grade ESP32-S3 controller designed for developers who want the flexibility of the ESP32 ecosystem in hardware that can be deployed directly into real-world automation.
Read more...Compact direct Time-of-Flight 3D LiDAR module Altron Arrow
Opto-Electronics Electronics Technology AI & ML
The VL53L9 from STMicroelectronics is the first direct Time-of-Flight (dToF) 3D LiDAR all-in-one module in ST’s portfolio, offering a resolution of 2,3K zones, wide field of view, on-chip processing, 100 frames per second, and sensing range from 5 centimeters to 9 meters.
Read more...Generating negative voltages from a positive supply Altron Arrow
Editor's Choice Passive Components
It is common for IoT devices, industrial sensors, meters, and medical equipment to require both a positive and negative voltage, and this article explains the options available to produce a negative rail from a positive rail supply.
Read more...Advanced sensing powers modern drones Future Electronics
DSP, Micros & Memory
Allegro MicroSystems has a portfolio of sensors, motor drivers, and power management devices specifically designed to enhance drone efficiency, reliability, and control.
Read more...Addressing latency and signal integrity challenges Altron Arrow
DSP, Micros & Memory
Strengthening Microchip Technology’s data centre solutions portfolio, its XpressConnect retimers support high-bandwidth architectures, while helping reduce integration complexity.
Read more...Precision timing in compact package Altron Arrow
Telecoms, Datacoms, Wireless, IoT
Designed for use in harsh environments, the EX-423 incorporates a four-point mounted quartz crystal structure that improves shock resistance and reduces g-sensitivity.
Read more...EMC limits and levels Altron Arrow
Editor's Choice Circuit & System Protection
As soon as electronics and electrical systems started interfering with each other, the world had to come to some consensus. Considering physics is universal and does not care about what country electrical/electronic products are used in, it should be the same everywhere, right? It is nearly there, but not quite.
While every effort has been made to ensure the accuracy of the information contained herein, the publisher and its agents cannot be held responsible for any errors contained, or any loss incurred as a result. Articles published do not necessarily reflect the views of the publishers. The editor reserves the right to alter or cut copy. Articles submitted are deemed to have been cleared for publication. Advertisements and company contact details are published as provided by the advertiser. Technews Publishing (Pty) Ltd cannot be held responsible for the accuracy or veracity of supplied material.
printer friendly version