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TokaMind: A Multi-Modal Transformer Foundation Model for Tokamak Plasma Dynamics

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์ €์ž

Tobia Boschi, Andrea Loreti, Nicola C. Amorisco, Rodrigo H. Ordonez-Hurtado, Cecile Rousseau, George K. Holt, Eszter Szekely, Alexander Whittle, Samuel Jackson, Adriano Agnello, Stanislas Pamela, Alessandra Pascale, Robert Akers, Juan Bernabe Moreno, Vassil Alexandrov, Mykhaylo Zayats

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ํ† ์นด๋ง‰ ํ”Œ๋ผ์ฆˆ๋งˆ ๋™์—ญํ•™์„ ์œ„ํ•œ ๋‹ค์ค‘ ๋ชจ๋‹ฌ ํŠธ๋žœ์Šคํฌ๋จธ ๊ธฐ๋ฐ˜ ์˜คํ”ˆ์†Œ์Šค ํŒŒ์šด๋ฐ์ด์…˜ ๋ชจ๋ธ์ธ TokaMind๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. TokaMind๋Š” ์‹œ๊ณ„์—ด, 2D ํ”„๋กœํŒŒ์ผ, ๋น„๋””์˜ค ๋“ฑ ๋‹ค์–‘ํ•œ ๋ฐ์ดํ„ฐ ๋ชจ๋‹ฌ๋ฆฌํ‹ฐ๋ฅผ ์ฒ˜๋ฆฌํ•˜๊ณ , ๋ˆ„๋ฝ๋œ ์‹ ํ˜ธ๋ฅผ ๊ฐ•๊ฑดํ•˜๊ฒŒ ์ฒ˜๋ฆฌํ•˜๋ฉฐ, ํšจ์œจ์ ์ธ ์ž‘์—… ์ ์‘์„ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค. ํ›ˆ๋ จ ์ฝ”๋“œ๋ฅผ ๊ณต๊ฐœํ•˜์—ฌ ํ–ฅํ›„ ํ•ต์œตํ•ฉ ๋ชจ๋ธ๋ง ์—ฐ๊ตฌ๋ฅผ ์œ„ํ•œ ์‹ค์šฉ์ ์ด๊ณ  ํ™•์žฅ ๊ฐ€๋Šฅํ•œ ๊ธฐ๋ฐ˜์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

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๋‹ค์ค‘ ๋ชจ๋‹ฌ๋ฆฌํ‹ฐ ๋ฐ์ดํ„ฐ๋ฅผ ํšจ๊ณผ์ ์œผ๋กœ ์œตํ•ฉํ•˜์—ฌ ํ† ์นด๋ง‰ ํ”Œ๋ผ์ฆˆ๋งˆ ๋™์—ญํ•™ ์˜ˆ์ธก ์„ฑ๋Šฅ์„ ํ–ฅ์ƒ์‹œํ‚ฌ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข
๊ฒฝ๋Ÿ‰ ๋ฏธ์„ธ ์กฐ์ •์„ ํ†ตํ•ด ์ฒ˜์Œ๋ถ€ํ„ฐ ํ›ˆ๋ จํ•˜๋Š” ๊ฒƒ๋ณด๋‹ค ๋” ๋‚˜์€ ์„ฑ๋Šฅ์„ ๋‹ฌ์„ฑํ•  ์ˆ˜ ์žˆ์–ด, ๊ณ„์‚ฐ ์ž์› ํšจ์œจ์„ฑ์„ ๋†’์ž…๋‹ˆ๋‹ค.
โ€ข
๋‹ค์–‘ํ•œ ์ž„๋ฒ ๋”ฉ ์ „๋žต์˜ ํšจ๊ณผ๋ฅผ ๋น„๊ต ๋ถ„์„ํ•˜์—ฌ ๋ชจ๋ธ์˜ ์œ ์—ฐ์„ฑ๊ณผ ํ™•์žฅ์„ฑ์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.
โ€ข
ํ˜„์žฌ๋Š” MAST ๋ฐ์ดํ„ฐ์…‹์—๋งŒ ๊ตญํ•œ๋˜์–ด ์žˆ์œผ๋ฉฐ, ๋‹ค๋ฅธ ์œ ํ˜•์˜ ํ† ์นด๋ง‰ ๋ฐ์ดํ„ฐ์…‹์— ๋Œ€ํ•œ ์ผ๋ฐ˜ํ™” ์„ฑ๋Šฅ ๊ฒ€์ฆ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
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