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Nuvoton Endpoint AI Solutions: Intelligent Processing at the Edge for Real-Time Applications

Image showing Nuvoton endpoint AI solutions with M55M1 MCU

Nuvoton Endpoint AI Solutions: Transforming Embedded Intelligence

Nuvoton’s endpoint AI solutions integrate advanced AI capabilities directly into endpoint devices, enabling rapid, intelligent processing on devices that are disconnected from cloud computing infrastructure. With the MA35D1, M55M1, and M467 series microcontrollers, Nuvoton offers powerful options for a range of applications, from people counting and gesture recognition to anomaly detection and voice control. These endpoint AI solutions deliver low latency, privacy, and power efficiency, making them ideal for industrial, healthcare, and IoT applications.

Image showing applications of the MA35D1

  • Endpoint AI Applications: Nuvoton’s solutions support diverse applications including smart cameras, home automation, industrial controllers, and robotics.

  • Intelligent Processing on Edge Devices: The embedded AI processing capabilities minimise dependency on external servers, ensuring fast, secure, and offline operation when needed.

  • NuDeveloper Ecosystem: Nuvoton’s development tools, such as NuEdgeWise, provide a full suite for AI model training, deployment, and integration.


Core Capabilities of Nuvoton’s Endpoint AI Microcontrollers

Image showing core capabilities of Nuvoton Endpoint Ai

Nuvoton’s endpoint AI microcontrollers integrate powerful processing cores, AI accelerators, and development tools that enable seamless AI integration on endpoint devices.


  • MA35D1 Series:

    • Core Processor: Dual-core Arm Cortex-A35, supporting up to 800 MHz.

    • Inference Capabilities: Runs models such as MobileNet_v2_SSD, with an inference rate of 20 FPS.

    • Memory and Storage: Supports up to 512 MB DDR memory, with external memory options such as SDRAM, QSPI, and SDHC.

    • Applications: People counting, object recognition, automated plate billing, and security surveillance.


  • M55M1 Series:

    • Core Processor: Arm Cortex-M55 (200 MHz) with integrated Ethos-U55 NPU.

    • High Performance for ML Tasks: The Ethos-U55 NPU supports 128 MAC/cc operations, capable of executing CNN and RNN models with 50 GOP/s throughput.

    • Applications: Image-based gesture recognition, robot toy control, access control, and smart appliances.


  • M467 Series:

    • Core Processor: Arm Cortex-M4 (200 MHz) with CMSIS NN support.

    • Enhanced Connectivity and I/O: Supports interfaces like I2S for audio, ADC, and GPIO for customisable connectivity in IoT.

    • Applications: Voice control in home appliances, industrial control, gesture detection, and anomaly recognition.


Applications of Nuvoton Endpoint AI Solutions

Image showing smart industrial robotics

Nuvoton’s endpoint AI microcontrollers are designed to deliver high performance in applications that require real-time, on-device intelligence, enabling innovative use cases across various industries.


  • Industrial Automation: MA35D1’s advanced image processing enables applications like defect detection, people counting, and inventory management in manufacturing and warehouse systems.

  • Smart Home Automation: The M55M1 and M467 series provide the processing power for AI-based gesture and voice recognition, enhancing home automation systems with user-friendly, intelligent controls.

  • Healthcare and Safety: M55M1’s gesture recognition supports applications such as touchless control in healthcare settings, improving sanitation while offering intuitive operation.

  • Security and Surveillance: MA35D1’s high-resolution capabilities allow it to power face recognition, anomaly detection, and automated monitoring for security purposes.


Key Specifications of Nuvoton Endpoint AI Microcontrollers

Here is a summary of the key specifications of Nuvoton’s endpoint AI-enabled microcontrollers, detailing the processing and memory capabilities that support complex AI applications:


  • MA35D1:

    • Core: Dual-core Cortex-A35 (800 MHz), Arm NEON SIMD, OpenCV support.

    • Memory: Internal 256 KB SRAM; supports up to 512 MB external DDR memory.

    • Performance: 20 FPS inference rate (MobileNet_v2_SSD).

    • Connectivity: USB and camera interface for parallel RGB input.


  • M55M1:

    • Core: Cortex-M55 (200 MHz) with Ethos-U55 NPU for ML acceleration.

    • Memory: 1.5 MB SRAM, 2 MB Flash.

    • Performance: 128 MAC/cc NPU throughput.

    • Additional Features: Helium vector processing, FPU for fp16, fp32, and fp64.


  • M467:

    • Core: Cortex-M4 (200 MHz) with CMSIS NN.

    • Memory: 512 KB SRAM, 1 MB Flash.

    • Connectivity: I2S, ADC, UART, and GPIO for extensive peripheral options.

    • Performance: Up to 30 FPS for voice and gesture recognition.


NuDeveloper Ecosystem: AI Model Development and Deployment

Image showing AI endpoints and deployment pyramid

Nuvoton’s NuDeveloper Ecosystem provides robust tools that make AI development on endpoint devices efficient and accessible.


  • NuEdgeWise Tool: This Python-based IDE allows for full-cycle AI model development, from data preparation and model training to deployment. It integrates seamlessly with Nuvoton’s endpoint AI products, making it easy for engineers to develop custom AI models optimised for their specific applications.

  • Hardware and Software Integration: The ecosystem includes development kits for MA35D1, M55M1, and M467, along with hardware-accelerated neural network processing capabilities, facilitating fast integration of AI functions into endpoint devices.


Conclusion

Nuvoton’s endpoint AI solutions enable a wide range of AI capabilities on compact, energy-efficient devices. From industrial automation to smart home and healthcare applications, the Nuvoton endpoint AI microcontrollers provide the processing power, memory, and AI-specific features required for real-time, on-device intelligence. With the support of the NuDeveloper Ecosystem, these solutions simplify the process of designing and deploying AI applications, driving the next generation of intelligent endpoint devices.


For our library of Nuvoton's technical documents, please visit https://www.ineltek.co.uk/docs/nuvoton For samples, pricing or EVKs for these or any other Nuvuton products please contact Ineltek here. Please note, the data sheet for the M55M1 is not published at the time of writing.

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