Himax WE-I Plus EVB AI development board supports TFLite for microcontrollers

Himax WE-I Plus EVB Endpoint AI Development Board

Himax WE-I Plus EVB is a low-power AI development board focused on machine learning and deep learning applications with its support for the TensorFlow Lite framework for Microcontrollers. It consists of majorly two significant components. First, HX6537-A ASIC is an ultra-low-power microcontroller designed for battery-powered TinyML applications. Second, HM0360 VGA mono camera with ultra-low power and  CMOS image sensing features for CV(Computer Vision) based applications like object classification and recognition. The All in One AI Development Board The Development Board consists of HX6537-A ASIC, with built-in ARC EM9D DSP working at 400MHz frequency. It contains internal 2MB ultra-low leakage SRAMs for system and program usage. It also contains two LEDs to display classification results. Connections with external sensors/devices can be established using I2C and GPIOs interface present in its expansion header.  “The all-in-one WE-I Plus EVB includes an AI processor, HM0360 AoS VGA camera, 2 microphones, and a 3-axis accelerometer […]

Notecard LTE Cat-M / NB-IoT M.2 modem sells for $49+ with 10 years of connectivity

Notecard LTE Modem

If the IoT is ever going to take off, it needs low-cost hardware and connectivity. LoRaWAN is free, apart from the hardware costs, but for projects that need wider coverage and/or higher bitrate cellular connectivity is the way to go and we’ve seen in the past that Hologram offers a free developer SIM card for global IoT projects plus some low-cost cellular IoT plans, as well as 1CNE plans to offer a 10-year plan for 10 Euros. Blues Wireless has taken a different approach as they combine hardware and cellular connectivity with their Notecard LTE-IoT modems (LTE Cat 1/Cat M or NB-IoT) shipping for 10 years of connectivity for up to 500MB data. Notecard has four variants with the following key features and specifications: MCU – Arm Cortex-M4 MCU with 2MB flash Cellular connectivity NOTE-NBGL-500 – Narrowband Cat-M/NB-IoT/GPRS (Global) via  Quectel BG95-M3 modem NOTE-NBNA-500 – Narrowband Cat-M/NB-IoT (North America) via […]

Khadas Edge2 Arm mini PC

Use AutoTVM and uTVM to optimize ML workloads on embedded devices & microcontrollers

MicroTVM example

We are seeing a massive increase in resource-constraints for embedded devices due to a lack of mature software stacks. With the increase in open-source hardware, the available software support takes a considerable amount of time to develop AI/ML/DL applications. Some of the challenges faced today are that bare-metal devices do not have on-device memory management, and they do not have LLVM support. They are also hard to debug because of rigid programming and cross-compilation interfaces. Due to this, “optimizing and deploying machine learning workloads to bare-metal devices today is difficult”. To tackle these challenges, there have been developments to support TVM, an open-source machine learning compiler framework for CPUs, GPUs, and machine learning accelerators, on these bare-metal devices, and Apache TVM is running an open-source foundation to make this easy. “µTVM is a component of TVM that brings broad framework support, powerful compiler middleware, and flexible autotuning and compilation capabilities […]

Glasgow Interface Explorer is an iCE40 FPGA based hardware debugging tool (crowdfunding)

Glasgow Interface Explorer

We’ve seen some pretty interesting boards for hardware hackers and reverse engineers in recent months with the likes of Ollie and Tigard USB debug boards that allow interfacing various hardware interfaces and/or flashing firmware to different types of target boards. Here’s another one: Glasgow Interface Explorer. Based on Lattice Semi iCE40 FPGA, the board is described as being “designed for hardware designers, reverse engineers, digital archivists, electronics hobbyists, and anyone else who wants to communicate with a wide selection of digital devices with minimum hassle”. Glasgow Interface Explorer specifications: FPGA – Lattice Semiconductor iCE40HX8K FPGA USB – 1x USB-C port connected to FX2 high-speed USB interface capable of 480 Mbps throughput I/O headers 2x 8-channel I/O banks with 16 highly flexible I/O Each I/O bank comes with A dedicated programmable linear voltage regulator, configurable from 1.8 V to 5 V and providing up to 150 mA of power A dedicated […]

MINIX NEO J50C-4 Max mini PC review with 8GB RAM, 240GB SSD

MINIX NEO J50C-4 Max Review

Back in 2018 MINIX Introduced NEO J50C-4 Windows 10 Pro mini PC based on Intel Pentium J5005 Gemini Lake processor and fitted with 4GB RAM and 32GB eMMC flash. It never got released in this configuration, as due to Gemini Lake processors shortage the company relaunched it with a 64GB eMMC flash in 2019. Since then, the company launched the NEO J50C-4 Plus with a 240GB SSD and 4GB RAM, which I did not review. But now the Hong Kong company has introduced a new model with NEO J50C-4 Max equipped with 8GB RAM and 240GB SSD. I’ve just received a sample, but since the design and specifications are the same as the earlier NEO J50C model except for the SSD and RAM capacity, I’ll focus this mini review on the main differences, and small issues I had last year. NEO J50C-4 Max Unboxing The package looks familiar… And so […]

STM32WB Feather board features STM32WB55 Bluetooth 5.0 SoC

STM32WB Feather Board

STMicro announced the availability of their first wireless STM32 MCU last year with STM32WB55 Bluetooth 5.0 and 802.15.4 Cortex-M4/M0+ microcontroller together with P-NUCLEO-WB55 Development Pack. A company called Reclaimer Labs has now designed a Feather-compatible board with the wireless MCU, more specifically STM32WBCGU6, and simply called STM32WB Feather board. STM32WB Feather Board specifications: Wireless MCU – STMicro STM32WB55CG Bluetooth SoC with Arm Cortex-M4 application core, Arm Cortex-M0+ Bluetooth co-processor, 1 MB Flash storage, 256 KB of SRAM, USB ROM Bootloader Storage – 128 Mbit SPI NOR Flash memory Bluetooth antennas – On-board chip antenna, u.Fl connector for external antenna Expansion – 16-pin + 12-pin unpopulated headers with 6x analog input pins UART, I2C, SPI, and 7x GPIO pins Debugging – Standard SWD debug connector Misc – User button and LED, 32.768 kHz crystal for LSE/RTC Power Supply 5V via micro USB port 2-pin battery header, LiPo battery charger Dimensions – […]

AAEON Intel Arc

ODROID-Go Super Ubuntu portable gaming console gets a larger 5-inch display

ODROID-Go Super

Hardkernel introduced ODROID-Go ESP32-based portable gaming console in 2018. The following year, the Korean company went up the scale with  ODROID-Go Advance (aka OGA) running Linux on Rockchip RK3326 quad-core Cortex-A35 processor. We’ve now got a new 2020 announcement with ODROID-Go Super (OGS) with most of the same specifications as OGA, but a larger 5-inch 854×480 display replacing the 3.5-inch 480×320 display, a higher capacity battery, and the addition of a second analog joystick and dedicated volume buttons. ODROID-Go Super (preliminary) specifications: SoC – Rockchip RK3326 quad-core Arm Cortex-A35 processor @ 1.3GHz with Mali-G31 MP2 GPU System Memory – 1GB DDR3L @ 786Mhz, 32 Bits bus width Storage – 16MB SPI Flash for bootloader, push-push Micro SD Card slot (UHS-1 Capable interface) Display – 5-inch 854×480 TFT LCD (MIPI-DSI interface) Audio – 3.5mm earphone stereo jack, 0.5Watt 8Ω Mono speaker USB – 1x USB 2.0 host port Buttons – F1, […]

Industrial 5G/4G Base Shield supports Raspberry Pi, Jetson Nano, other SBC’s (Crowdfunding)

Base Shield Raspberry Pi 4

Akari, a start-up based in Japan, has designed an industrial base shield for Raspberry Pi 4/3/Zero, Jetson Nano, Rock Pi 4, and other compatible single board computers. The board allows users to create industrial gateways integrating wireless modules (5G, 4G LTE, WiFi 6 and/or LoRa), a neural compute stick, relay module, and digital inputs, RS232/RS422/RS485, and more. Industrial 4G/5G Base Shield specifications: Compatible SBCs – Raspberry Pi 4, Raspberry Pi 3, Raspberry Pi Zero, Jetson Nano, Rock Pi 4, UP Board, and probably other SBCs with a similar form factor I/Os Build-in relay module and digital input (also reserve dry contacts and wet contacts) Digital input / digital output RS232, RS485, RS422 Internal headers USB host port for connection with Raspberry Pi Expansion M.2 socket for 5G Mini PCIe socket for 4G LTE, WiFI6, or LoRa SIM card socket Internal bay for Intel Neural Compute Stick Misc – RTC module […]

Khadas VIM4 SBC