๐Ÿ”Œ

WIA-SEMI-015

WIA-SEMI-015

Smart Sensor Standard
์Šค๋งˆํŠธ ์„ผ์„œ ํ‘œ์ค€
AI-Powered Sensors with Edge Intelligence
์—ฃ์ง€ ์ธํ…”๋ฆฌ์ „์Šค๋ฅผ ํƒ‘์žฌํ•œ AI ๊ธฐ๋ฐ˜ ์„ผ์„œ
Get Ebook ์ „์ž์ฑ… ๋ฐ›๊ธฐ Try Simulator ์‹œ๋ฎฌ๋ ˆ์ดํ„ฐ ์ฒดํ—˜

4-Phase Implementation

4๋‹จ๊ณ„ ๊ตฌํ˜„ ๋กœ๋“œ๋งต

1

Edge AI Integration

์—ฃ์ง€ AI ํ†ตํ•ฉ

Embedded Machine Learning

์ž„๋ฒ ๋””๋“œ ๋จธ์‹ ๋Ÿฌ๋‹

Deploy TinyML models directly on sensor MCUs for real-time inference. Support TensorFlow Lite Micro, CMSIS-NN, and custom quantized models. Achieve sub-10ms latency with power consumption under 1mW.

์„ผ์„œ MCU์— ์ง์ ‘ TinyML ๋ชจ๋ธ์„ ๋ฐฐํฌํ•˜์—ฌ ์‹ค์‹œ๊ฐ„ ์ถ”๋ก ์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค. TensorFlow Lite Micro, CMSIS-NN ๋ฐ ๋งž์ถคํ˜• ์–‘์žํ™” ๋ชจ๋ธ์„ ์ง€์›ํ•˜๋ฉฐ, 1mW ๋ฏธ๋งŒ์˜ ์ „๋ ฅ ์†Œ๋น„๋กœ 10ms ์ดํ•˜์˜ ์ง€์—ฐ์‹œ๊ฐ„์„ ๋‹ฌ์„ฑํ•ฉ๋‹ˆ๋‹ค.

2

Sensor Hub Architecture

์„ผ์„œ ํ—ˆ๋ธŒ ์•„ํ‚คํ…์ฒ˜

Multi-Sensor Fusion

๋‹ค์ค‘ ์„ผ์„œ ์œตํ•ฉ

Aggregate data from IMU, environmental, audio, and vision sensors. Implement sensor fusion algorithms with Kalman filters and particle filters. Support I2C, SPI, UART, and custom protocols for sensor interconnection.

IMU, ํ™˜๊ฒฝ, ์˜ค๋””์˜ค ๋ฐ ๋น„์ „ ์„ผ์„œ์˜ ๋ฐ์ดํ„ฐ๋ฅผ ํ†ตํ•ฉํ•ฉ๋‹ˆ๋‹ค. ์นผ๋งŒ ํ•„ํ„ฐ์™€ ํŒŒํ‹ฐํด ํ•„ํ„ฐ๋ฅผ ์‚ฌ์šฉํ•œ ์„ผ์„œ ์œตํ•ฉ ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ๊ตฌํ˜„ํ•˜๋ฉฐ, ์„ผ์„œ ์ƒํ˜ธ ์—ฐ๊ฒฐ์„ ์œ„ํ•œ I2C, SPI, UART ๋ฐ ๋งž์ถคํ˜• ํ”„๋กœํ† ์ฝœ์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.

3

Power Optimization

์ „๋ ฅ ์ตœ์ ํ™”

Ultra-Low Power Operation

์ดˆ์ €์ „๋ ฅ ๋™์ž‘

Implement duty cycling, wake-on-pattern detection, and dynamic voltage scaling. Support battery, energy harvesting, and wireless power transfer. Enable always-on sensing with sleep current under 10ฮผA.

๋“€ํ‹ฐ ์‚ฌ์ดํด๋ง, ํŒจํ„ด ๊ฐ์ง€ ์›จ์ดํฌ์—…, ๋™์  ์ „์•• ์Šค์ผ€์ผ๋ง์„ ๊ตฌํ˜„ํ•ฉ๋‹ˆ๋‹ค. ๋ฐฐํ„ฐ๋ฆฌ, ์—๋„ˆ์ง€ ํ•˜๋ฒ ์ŠคํŒ…, ๋ฌด์„  ์ „๋ ฅ ์ „์†ก์„ ์ง€์›ํ•˜๋ฉฐ, 10ฮผA ๋ฏธ๋งŒ์˜ ์Šฌ๋ฆฝ ์ „๋ฅ˜๋กœ ํ•ญ์‹œ ๊ฐ€๋™ ์„ผ์‹ฑ์„ ๊ฐ€๋Šฅํ•˜๊ฒŒ ํ•ฉ๋‹ˆ๋‹ค.

4

Cloud Integration

ํด๋ผ์šฐ๋“œ ํ†ตํ•ฉ

Edge-to-Cloud Pipeline

์—ฃ์ง€-ํด๋ผ์šฐ๋“œ ํŒŒ์ดํ”„๋ผ์ธ

Connect sensors via BLE, LoRaWAN, NB-IoT, and Wi-Fi. Support MQTT, CoAP, and HTTP protocols for cloud communication. Enable OTA firmware updates and remote model deployment.

BLE, LoRaWAN, NB-IoT, Wi-Fi๋ฅผ ํ†ตํ•ด ์„ผ์„œ๋ฅผ ์—ฐ๊ฒฐํ•ฉ๋‹ˆ๋‹ค. ํด๋ผ์šฐ๋“œ ํ†ต์‹ ์„ ์œ„ํ•œ MQTT, CoAP, HTTP ํ”„๋กœํ† ์ฝœ์„ ์ง€์›ํ•˜๋ฉฐ, OTA ํŽŒ์›จ์–ด ์—…๋ฐ์ดํŠธ์™€ ์›๊ฒฉ ๋ชจ๋ธ ๋ฐฐํฌ๋ฅผ ๊ฐ€๋Šฅํ•˜๊ฒŒ ํ•ฉ๋‹ˆ๋‹ค.

Key Features

์ฃผ์š” ๊ธฐ๋Šฅ

๐Ÿง 
On-Device ML
์˜จ๋””๋ฐ”์ด์Šค ML

Run inference locally without cloud dependency

ํด๋ผ์šฐ๋“œ ์˜์กด ์—†์ด ๋กœ์ปฌ์—์„œ ์ถ”๋ก  ์‹คํ–‰

Ultra-Low Latency
์ดˆ์ €์ง€์—ฐ

Sub-10ms response time for critical applications

์ค‘์š” ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์œ„ํ•œ 10ms ์ดํ•˜ ์‘๋‹ต์‹œ๊ฐ„

๐Ÿ”‹
Power Efficient
์ „๋ ฅ ํšจ์œจ

Years of battery life with intelligent power management

์ง€๋Šฅํ˜• ์ „๋ ฅ ๊ด€๋ฆฌ๋กœ ์ˆ˜๋…„๊ฐ„ ๋ฐฐํ„ฐ๋ฆฌ ์ˆ˜๋ช…

๐Ÿ”—
IoT Ready
IoT ์ง€์›

Multi-protocol connectivity for seamless integration

์›ํ™œํ•œ ํ†ตํ•ฉ์„ ์œ„ํ•œ ๋‹ค์ค‘ ํ”„๋กœํ† ์ฝœ ์—ฐ๊ฒฐ์„ฑ

๐Ÿ›ก๏ธ
Secure by Design
์„ค๊ณ„ ๋‹จ๊ณ„๋ถ€ํ„ฐ ๋ณด์•ˆ

Hardware-backed security with encrypted communication

์•”ํ˜ธํ™” ํ†ต์‹ ๊ณผ ํ•˜๋“œ์›จ์–ด ๊ธฐ๋ฐ˜ ๋ณด์•ˆ

Real-Time Analytics
์‹ค์‹œ๊ฐ„ ๋ถ„์„

Edge processing for immediate insights and actions

์ฆ‰๊ฐ์ ์ธ ์ธ์‚ฌ์ดํŠธ์™€ ์กฐ์น˜๋ฅผ ์œ„ํ•œ ์—ฃ์ง€ ์ฒ˜๋ฆฌ