AI & ML


MAX78000 neural network accelerator chip

22 November 2023 AI & ML

The MAX78000 is a new breed of AI microcontroller built to enable neural networks to execute at ultra-low power and live at the edge of the IoT. This product combines the most energy-efficient AI processing with Maxim’s proven ultra-low power microcontrollers. The hardware-based convolutional neural network (CNN) accelerator enables even battery-powered applications to execute AI inferences.

The advanced system-on-chip design features an Arm Cortex-M4 with FPU CPU for efficient system control with an ultra-low-power deep neural network accelerator. The CNN engine has a weight storage memory of 442 kB, and can support 1-, 2-, 4-, and 8-bit weights (supporting networks of up to 3,5 million weights). The CNN weight memory is SRAM-based, so AI network updates can be made on the fly. The CNN engine also has 512 kB of data memory and its architecture is highly flexible, allowing networks to be trained in conventional toolsets like PyTorch and TensorFlow, then converted for execution on the MAX78000 using tools provided by Maxim.

In addition to the memory in the CNN engine, the MAX78000 has large on-chip system memory for the microcontroller core, with 512 kB flash and up to 128 kB SRAM. Multiple high-speed and low-power communications interfaces are supported, including I2S and a parallel camera interface.

The device is available in an 81-pin CTBGA (8 x 8 x 0.8 mm pitch) package.

Typical applications for the MAX78000 include audio processing (multi-keyword recognition, sound classification, noise cancellation), facial recognition, object detection and classification, and time-series data processing such as heart rate signal analysis, multi-sensor analysis, and predictive maintenance.


Credit(s)



Share this article:
Share via emailShare via LinkedInPrint this page

Further reading:

Reference board for cardio monitoring
Altron Arrow Telecoms, Datacoms, Wireless, IoT
The STDES-ESP01 reference board from STMicroelectronics demonstrates the capability of the ST1VAFE6AX and ST1VAFE3BX biosensors to detect ECG and SCG signals.

Read more...
ST MCUs extend ultra-low power innovation
Altron Arrow DSP, Micros & Memory
STMicroelectronics has introduced new STM32U3 microcontrollers with cutting-edge power-saving innovations that ease deployment of smart connected tech, especially in remote locations.

Read more...
Multicell battery monitoring
Altron Arrow Power Electronics / Power Management
The LTC6811 from Analog Devices is a multicell battery stack monitor that measures up to 12 series connected battery cells with a total measurement error of less than 1,2 mV.

Read more...
From the editor's desk: Groq – the future of AI processing?
Technews Publishing AI & ML
The introduction of Groq’s ASIC-based approach to AI inferencing marks a significant shift in the landscape of LLMs.

Read more...
Innovative satellite navigation receiver
Altron Arrow Telecoms, Datacoms, Wireless, IoT
STMicroelectronics has released an innovative satellite navigation receiver to democratise precise positioning for automotive and industrial applications.

Read more...
LED driver for industrial power supply indication
Altron Arrow Editor's Choice Circuit & System Protection
A simple and small solution for driving an LED to provide visual feedback in the presence/absence of a system’s power using a chip not originally designed for this purpose.

Read more...
Development kit for AI and edge applications
TRX Electronics AI & ML
Mouser Electronics is now shipping the new Digi ConnectCore MP255 development kit, which boasts a versatile, secure, and cost-effective wireless system-on-module (SOM), designed for maximum power efficiency to support battery-powered and industrial AI applications.

Read more...
High-voltage step-down DC-DC converter
Altron Arrow Power Electronics / Power Management
The MAX17793 is a high-efficiency, high-voltage, synchronous step-down DC-DC converter with integrated MOSFETs operating over an input voltage range of 3 to 80 V.

Read more...
High-speed SAR ADC simplifies design
Altron Arrow Analogue, Mixed Signal, LSI
The ADI AD4080 simplifies data converter integration by integrating a low drift reference buffer, low dropout regulators and a 16K result data FIFO buffer.

Read more...
Arduino platform with Analog Devices technology for flexible industrial control
Altron Arrow Editor's Choice DSP, Micros & Memory
Software-configurable systems enable industrial OEMs to deliver unprecedented flexibility to the factory floor, while simplifying product complexity.

Read more...