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Dywave: Event-Aligned Dynamic Tokenization for Heterogeneous IoT Sensing Signals

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์ €์ž

Tomoyoshi Kimura, Denizhan Kara, Jinyang Li, Hongjue Zhao, Yigong Hu, Yizhuo Chen, Xiaomin Ouyang, Shengzhong Liu, Tarek Abdelzaher

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ IoT ์„ผ์„œ์—์„œ ์ˆ˜์ง‘๋˜๋Š” ๋น„์ •์ƒ์ ์ด๊ณ  ๋‹ค์ค‘ ์Šค์ผ€์ผ์˜ ์ด์งˆ์ ์ธ ์‹œ๊ณ„์—ด ์‹ ํ˜ธ ์ฒ˜๋ฆฌ์— ์–ด๋ ค์›€์„ ๊ฒช๋Š” ๊ธฐ์กด ํ† ํฐํ™” ๊ธฐ๋ฒ•์˜ ํ•œ๊ณ„๋ฅผ ๊ทน๋ณตํ•˜๊ธฐ ์œ„ํ•œ ๋™์  ํ† ํฐํ™” ํ”„๋ ˆ์ž„์›Œํฌ์ธ Dywave๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. Dywave๋Š” ์›จ์ด๋ธ”๋ฆฟ ๊ธฐ๋ฐ˜ ๊ณ„์ธต์  ๋ถ„ํ•ด๋ฅผ ํ†ตํ•ด ์‹ ํ˜ธ์˜ ๋‚ด์žฌ๋œ ์‹œ๊ฐ„ ๊ตฌ์กฐ์™€ ๋ฌผ๋ฆฌ์  ์ด๋ฒคํŠธ์— ๋งž์ถฐ ํ† ํฐ์„ ์ƒ์„ฑํ•˜๊ณ , ์˜๋ฏธ ์žˆ๋Š” ์‹œ๊ฐ„ ๊ฒฝ๊ณ„๋ฅผ ์‹๋ณ„ํ•˜์—ฌ ์ค‘๋ณต ๊ตฌ๊ฐ„์„ ์••์ถ•ํ•จ์œผ๋กœ์จ ํšจ์œจ์ ์ธ ์ž…๋ ฅ ํ‘œํ˜„์„ ๊ตฌ์ถ•ํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
IoT ํ™˜๊ฒฝ์—์„œ ๋ฐœ์ƒํ•˜๋Š” ๋น„์ •์ƒ์ ์ด๊ณ  ๋‹ค์ค‘ ์Šค์ผ€์ผ์˜ ์ด์งˆ์ ์ธ ์‹œ๊ณ„์—ด ์‹ ํ˜ธ์— ์ตœ์ ํ™”๋œ ์ƒˆ๋กœ์šด ๋™์  ํ† ํฐํ™” ๊ธฐ๋ฒ•์„ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค.
โ€ข
์ œ์•ˆ๋œ Dywave๋Š” ๊ธฐ์กด ์ตœ์‹  ๊ธฐ์ˆ  ๋Œ€๋น„ ์ตœ๋Œ€ 12%์˜ ์ •ํ™•๋„ ํ–ฅ์ƒ๊ณผ ์ž…๋ ฅ ํ† ํฐ ๊ธธ์ด 75% ๊ฐ์†Œ๋ฅผ ํ†ตํ•œ ์—ฐ์‚ฐ ํšจ์œจ์„ฑ ์ฆ๋Œ€๋ฅผ ์ž…์ฆํ•ฉ๋‹ˆ๋‹ค.
โ€ข
Dywave๋Š” ๋„๋ฉ”์ธ ๋ณ€ํ™” ๋ฐ ๋‹ค์–‘ํ•œ ์‹œํ€€์Šค ๊ธธ์ด์— ๋Œ€ํ•œ ๊ฐ•๊ฑด์„ฑ๋„ ํ–ฅ์ƒ์‹œํ‚ค๋ฉฐ, ๋‹ค์–‘ํ•œ IoT ์‘์šฉ ๋ถ„์•ผ์— ์ ์šฉ ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค.
โ€ข
ํ–ฅํ›„ ์—ฐ๊ตฌ์—์„œ๋Š” Dywave์˜ ์„ฑ๋Šฅ์„ ๋”์šฑ ํ–ฅ์ƒ์‹œํ‚ค๊ณ , ์‹ค์‹œ๊ฐ„ ์ฒ˜๋ฆฌ ๋ฐ ๋ณต์žกํ•œ ์ด๋ฒคํŠธ ๊ฐ์ง€ ๋“ฑ ๋‹ค์–‘ํ•œ ์‹œ๋‚˜๋ฆฌ์˜ค์— ๋Œ€ํ•œ ์ ์šฉ์„ ํ™•์žฅํ•˜๋Š” ๋ฐฉ์•ˆ์„ ๋ชจ์ƒ‰ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
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