AEKD-AICAR1

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Automotive AI on the edge for car state classification

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Description

Description

The AEKD-AICAR1 is a versatile system based on a long-short term memory (LSTM) recurrent neural network (RNN), which can provide a car state classification: car parked, car driving on normal road conditions, car driving on a bumpy road, car skidding or swerving.

The innovative idea in the AEKD-AICAR1 is to define an ECU detection node with an embedded artificial intelligence processing.

The AEKD-AICAR1 houses an SPC58EC chorus 4Mbytes microcontroller, which can acquire discrete acceleration variations on a three-axis reference system.

The AEKD-AICAR1 system represents a reference for the automotive AI on the edge processing.

It is possible to replace easily the sensor with another one that belongs to the ST MEMS family. It is also possible to modify the neural network and/or retrain the neural network. The new neural network is converted into a library executable by the MCU using SPC5-STUDIO-AI.

  • All features

    • The AEKD-AICAR1 is a hardware kit that consists of the following boards:AEK-MCU-C4MLIT1–SPC58EC Chorus 4 Mbytes MCU boardAEK-LCD-DT028V1–SPI-based TFT LCD displayAEK-CON-SENSOR1–MEMS sensor connector for SPC5 MCUSTEVAL-MKI206V1–Adapter board with AIS2DW12 digital motion sensor
    • Pretrained neural network code flashed in the MCU
    • Classification of four vehicle states: parking, normal road, bumpy, and skidding
    • Real-time data collection and processing of MEMS sensor data
    • LCD display for vehicle state
    • On MEMS disconnection, the system performs classification based on the internal datalog in the MCU flash memory
    • 28x18x7 cm
    • Supplied by 12 V or by eight AA batteries (not provided in the package)

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The current status of a product:
Active: Product is in volume production
Evaluation: Product is under characterization. Limited Engineering samples available
Preview: Product is in design stage
Target: Product is in design feasibility stage.No commitment taken to produce
Proposal: Marketing proposal for customer feedback.No commitment taken to design or produce
NRND: Not Recommended for New Design.Product is in volume production only to support customers ongoing production.Marketing description of the package type.Compliancy of the device with industry requirement domains (IRD)The RoHS status of a product:
ECOPACK 1: Initial grade to identify European RoHS compliant products.
ECOPACK 2: New grade to identify brominated chlorinated and antimony oxide flame retardant free products.
ECOPACK 3: Halogen free RoHS exemptions free products.
(*): ECOPACK 2 version available upon request.
(**): Some versions still existing in ECOPACK 1 or not compliant.Compliancy with WEEE Directive (2012/19/EU)The current status of a product:
Active: Product is in volume production
Evaluation: Product is under characterization. Limited Engineering samples available
Preview: Product is in design stage
Target: Product is in design feasibility stage.No commitment taken to produce
Proposal: Marketing proposal for customer feedback.No commitment taken to design or produce
NRND: Not Recommended for New Design.Product is in volume production only to support customers ongoing production.Budgetary PriceMain country of assembly or fabrication of the product.ECCNs are five character alpha-numeric designations used on the Commerce Control List to identify dual-use items for export control purposes. ECCNs are five character alpha-numeric designations used on the Commerce Control List to identify dual-use items for export control purposes.