Is STM32L4 or nRF52840 better for sound classification?

nRF52840 scores higher (90 vs 80) for sound classification. The nRF52840's 256 KB SRAM at 64 MHz narrowly beats the alternative. However, ecosystem fit and connectivity needs should also influence your decision.

What's the price difference between STM32L4 and nRF52840?

STM32L4 chips cost $4-12, dev boards $15-50. nRF52840 runs $5-8 per chip, $20-35 for dev boards. Pricing is comparable at volume.

Can both STM32L4 and nRF52840 use TensorFlow Lite?

Yes, the STM32L4 (cortex-m4f) supports TFLite Micro. The nRF52840 (cortex-m4f) also supports TFLite Micro.

Hardware Comparison

STM32L4 vs nRF52840 for Sound Classification

Winner: nRF52840 (score 90 vs 80)

Specs Comparison

Spec	STM32L4	nRF52840
Manufacturer	STMicroelectronics	Nordic Semiconductor
Architecture	ARM Cortex-M4F @ 80 MHz	ARM Cortex-M4F @ 64 MHz
SRAM	128 KB	256 KB
Flash	1 MB	1 MB
ML Acceleration	DSP, FPU	DSP, FPU
Connectivity	USB OTG FS	Bluetooth 5.0 LE, 802.15.4 (Thread/Zigbee), NFC, USB 2.0
Chip Price	$4-12	$5-8
Sound Classification Score	80 (Excellent)	90 (Excellent)

Detailed Comparison

The nRF52840 edges ahead for sound classification with a compatibility score of 90 vs 80 for the STM32L4. However, each platform has distinct advantages depending on deployment requirements. Memory: The STM32L4 provides 128 KB SRAM, while the nRF52840 offers 256 KB. For sound classification's 64 KB minimum requirement, the nRF52840 offers more margin. Performance: The STM32L4 runs at 80 MHz (cortex-m4f, DSP) vs the nRF52840 at 64 MHz (cortex-m4f, DSP). Inference performance is comparable at these clock speeds. Connectivity: STM32L4 offers USB OTG FS. nRF52840 provides Bluetooth 5.0 LE, 802.15.4 (Thread/Zigbee), NFC, USB 2.0. Cost: STM32L4 chips run $4-12 (dev boards $15-50), while nRF52840 chips cost $5-8 (dev boards $20-35). The STM32L4 is more cost-effective for volume deployments. Choose the STM32L4 when: cost optimization is critical, the STMicroelectronics ecosystem fits your toolchain, or your team already uses this platform. Choose the nRF52840 when: you need maximum RAM headroom, Zephyr RTOS and BLE are priorities, or you need built-in 9-axis imu (lsm9ds1) on arduino nano 33 ble.

Explore Each Platform

STM32L4 Hardware Guides

STMicroelectronics cortex-m4f — 128 KB SRAM, 80 MHz

nRF52840 Hardware Guides

Nordic Semiconductor cortex-m4f — 256 KB SRAM, 64 MHz

FAQ

Is STM32L4 or nRF52840 better for sound classification?: nRF52840 scores higher (90 vs 80) for sound classification. The nRF52840's 256 KB SRAM at 64 MHz narrowly beats the alternative. However, ecosystem fit and connectivity needs should also influence your decision.
What's the price difference between STM32L4 and nRF52840?: STM32L4 chips cost $4-12, dev boards $15-50. nRF52840 runs $5-8 per chip, $20-35 for dev boards. Pricing is comparable at volume.
Can both STM32L4 and nRF52840 use TensorFlow Lite?: Yes, the STM32L4 (cortex-m4f) supports TFLite Micro. The nRF52840 (cortex-m4f) also supports TFLite Micro.

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