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Artificial Intelligence for Climate Adaptation: Reinforcement Learning for Climate Change-Resilient Transport

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์ €์ž

Miguel Costa, Arthur Vandervoort, Carolin Schmidt, Joao Miranda, Morten W. Petersen, Martin Drews, Karyn Morrisey, Francisco C. Pereira

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ๊ธฐํ›„ ๋ณ€ํ™”๋กœ ์ธํ•œ ๋„์‹œ ํ™์ˆ˜ ํ”ผํ•ด์— ๋Œ€์‘ํ•˜๊ธฐ ์œ„ํ•œ ์ ์‘ ์ „๋žต ์ˆ˜๋ฆฝ์˜ ์–ด๋ ค์›€์„ ํ•ด๊ฒฐํ•˜๊ณ ์ž ํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ์œ„ํ•ด ๊ฐ•์šฐ ์˜ˆ์ธก, ํ™์ˆ˜ ๋ชจ๋ธ๋ง, ๊ตํ†ต ์‹œ๋ฎฌ๋ ˆ์ด์…˜, ๊ทธ๋ฆฌ๊ณ  ์ธํ”„๋ผ ๋ฐ ์ด๋™์„ฑ์— ๋ฏธ์น˜๋Š” ์˜ํ–ฅ ๋ถ„์„์„ ํ†ตํ•ฉํ•œ ๊ฐ•ํ™”ํ•™์Šต(RL) ๊ธฐ๋ฐ˜์˜ ์˜์‚ฌ๊ฒฐ์ • ์ง€์› ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. ์ด ํ”„๋ ˆ์ž„์›Œํฌ๋Š” ํˆฌ์ž ๋ฐ ์œ ์ง€๋ณด์ˆ˜ ๋น„์šฉ๊ณผ ํšŒํ”ผ๋œ ํ”ผํ•ด ๊ฐ„์˜ ๊ท ํ˜•์„ ๋งž์ถ”๋Š” ์ ์‘ ์ „๋žต์„ ํ•™์Šตํ•˜๋ฉฐ, ์ฝ”ํŽœํ•˜๊ฒ ๋„์‹œ ์ง€์—ญ์„ ๋Œ€์ƒ์œผ๋กœ ํ•œ ์‚ฌ๋ก€ ์—ฐ๊ตฌ์—์„œ ๊ธฐ์กด ์ตœ์ ํ™” ๋ฐฉ๋ฒ•๋ก ๋ณด๋‹ค ์šฐ์ˆ˜ํ•œ ์„ฑ๋Šฅ์„ ๋ณด์˜€์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
๊ธฐํ›„ ๋ณ€ํ™” ๋ถˆํ™•์‹ค์„ฑ ํ•˜์—์„œ ์žฅ๊ธฐ์ ์ธ ์ธํ”„๋ผ ํˆฌ์ž ๊ฒฐ์ •์„ ์œ„ํ•œ ๊ฐ•ํ™”ํ•™์Šต ๊ธฐ๋ฐ˜์˜ ํšจ๊ณผ์ ์ธ ์˜์‚ฌ๊ฒฐ์ • ์ง€์› ๋„๊ตฌ๋กœ์„œ์˜ ๊ฐ€๋Šฅ์„ฑ์„ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๊ณต๊ฐ„์ , ์‹œ๊ฐ„์ ์œผ๋กœ ์กฐ์œจ๋œ ์ ์‘ ๊ฒฝ๋กœ๋ฅผ ๋ฐœ๊ฒฌํ•˜๊ณ , ํ”ผํ•ด ๊ฐ์†Œ์™€ ํˆฌ์ž ๊ฐ„์˜ ์ƒ์ถฉ ๊ด€๊ณ„๋ฅผ ํ•™์Šตํ•จ์œผ๋กœ์จ ๋ณด๋‹ค ๋ณต์›๋ ฅ ์žˆ๋Š” ์ „๋žต์„ ๋„์ถœํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข
์‹ค์ œ ์ธํ”„๋ผ ๋ฐ์ดํ„ฐ ๋ฐ ๋‹ค์–‘ํ•œ ๊ธฐํ›„ ์‹œ๋‚˜๋ฆฌ์˜ค์— ๋Œ€ํ•œ ํ”„๋ ˆ์ž„์›Œํฌ์˜ ์ผ๋ฐ˜ํ™” ๋ฐ ํ™•์žฅ ๊ฐ€๋Šฅ์„ฑ์— ๋Œ€ํ•œ ์ถ”๊ฐ€์ ์ธ ์—ฐ๊ตฌ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
๐Ÿ‘
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