--- id: PHYS-FLUID-001 category: "10_Wiki/๐Ÿ’ก Topics/AI" confidence_score: 1.0 tags: [game-dev, physics-engine, fluid-dynamics, simulation, vfx] last_reinforced: 2026-04-26 --- # Fluid Dynamics for Games (๊ฒŒ์ž„์„ ์œ„ํ•œ ์œ ์ฒด ์—ญํ•™) ## ๐Ÿ“Œ ํ•œ ์ค„ ํ†ต์ฐฐ (The Karpathy Summary) > "๋ฌผ๊ณผ ๊ณต๊ธฐ์˜ ๋ณต์žกํ•œ ์ถค์„ ์‹ค์‹œ๊ฐ„ ์—ฐ์‚ฐ ๊ฐ€๋Šฅํ•œ ์ˆ˜ํ•™์  ๋งˆ๋ฒ•์œผ๋กœ ์žฌํ˜„ํ•˜๋ผ" โ€” ๊ฒŒ์ž„ ๋‚ด์—์„œ ๋ฌผ, ์—ฐ๊ธฐ, ๋ถˆ, ๊ฐ€์Šค ๋“ฑ ์œ ์ฒด์˜ ์›€์ง์ž„์„ ์‚ฌ์‹ค์ ์œผ๋กœ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ํ•˜๊ธฐ ์œ„ํ•ด ๋‚˜๋น„์—-์Šคํ† ํฌ์Šค ๋ฐฉ์ •์‹์„ ๊ฐ„์†Œํ™”ํ•˜์—ฌ ์‹ค์‹œ๊ฐ„์œผ๋กœ ์ฒ˜๋ฆฌํ•˜๋Š” ๊ธฐ์ˆ . ## ๐Ÿ“– ๊ตฌ์กฐํ™”๋œ ์ง€์‹ (Synthesized Content) - **์ถ”์ถœ๋œ ํŒจํ„ด:** ์ž…์ž(Particle)๋‚˜ ๊ฒฉ์ž(Grid) ๋‹จ์œ„๋กœ ์œ ์ฒด์˜ ๋ฐ€๋„์™€ ์†๋„ ๋ณ€ํ™”๋ฅผ ๊ณ„์‚ฐํ•˜๊ณ , ์ฃผ๋ณ€ ์š”์†Œ์™€์˜ ์ƒํ˜ธ์ž‘์šฉ์„ ํ†ตํ•ด ์œ ๊ธฐ์ ์ธ ํ๋ฆ„์„ ๋งŒ๋“ค์–ด๋‚ด๋Š” ๋™์—ญํ•™ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ํŒจํ„ด. - **์ฃผ์š” ๊ตฌํ˜„ ๋ฐฉ์‹:** - **Grid-based (Eulerian):** ๊ณ ์ •๋œ ๊ฒฉ์ž ์นธ ์•ˆ์—์„œ ์œ ์ฒด์˜ ๋ณ€ํ™” ๊ด€์ฐฐ (์—ฐ๊ธฐ, ๋ถˆ ์‹œ๋ฎฌ๋ ˆ์ด์…˜์— ์ ํ•ฉ). - **Particle-based (Lagrangian / SPH):** ์›€์ง์ด๋Š” ์ž…์ž๋“ค์˜ ์ƒํ˜ธ์ž‘์šฉ์œผ๋กœ ์œ ์ฒด ํ‘œํ˜„ (๋ฌผ, ์•ก์ฒด ํšจ๊ณผ์— ์ ํ•ฉ). - **Hybrid (FLIP/PIC):** ๊ฒฉ์ž์™€ ์ž…์ž์˜ ์žฅ์ ์„ ๊ฒฐํ•ฉํ•˜์—ฌ ๊ณ ํ’ˆ์งˆ์˜ ๋””ํ…Œ์ผ ๊ตฌํ˜„. - **ํ•ต์‹ฌ ์ตœ์ ํ™”:** GPU ๋ณ‘๋ ฌ ์—ฐ์‚ฐ์„ ํ†ตํ•œ ์‹ค์‹œ๊ฐ„ ์ฒ˜๋ฆฌ, ๋ณด๋กœ๋…ธ์ด ๋‹ค์ด์–ด๊ทธ๋žจ์ด๋‚˜ ์…ฐ์ด๋” ํŠธ๋ฆญ์„ ํ™œ์šฉํ•œ ๊ฐ€์งœ ์œ ์ฒด ํšจ๊ณผ(Fake Fluids). ## โš ๏ธ ๋ชจ์ˆœ ๋ฐ ์—…๋ฐ์ดํŠธ (Contradictions & RL Update) - **๊ณผ๊ฑฐ ๋ฐ์ดํ„ฐ์™€์˜ ์ถฉ๋Œ:** ์˜คํ”„๋ผ์ธ ๋ Œ๋”๋ง์—์„œ๋‚˜ ๊ฐ€๋Šฅํ–ˆ๋˜ ๊ณ ํ’ˆ์งˆ ์œ ์ฒด ํšจ๊ณผ๊ฐ€ GPU ์„ฑ๋Šฅ ํ–ฅ์ƒ๊ณผ ์•Œ๊ณ ๋ฆฌ์ฆ˜ ๊ณ ๋„ํ™”๋กœ ์ธํ•ด ๋ชจ๋ฐ”์ผ ๋ฐ ์‹ค์‹œ๊ฐ„ ๊ฒŒ์ž„ ํ™˜๊ฒฝ์—์„œ๋„ ๊ตฌํ˜„ ๊ฐ€๋Šฅํ•ด์ง. - **์ •์ฑ… ๋ณ€ํ™”:** Skybound ํ”„๋กœ์ ํŠธ๋Š” ๋ณด์Šค ํญ๋ฐœ ๋ฐ ํŠน์ˆ˜ ๋ฌด๊ธฐ ํšจ๊ณผ ์‹œ ์‹œ๊ฐ์  ์ž„ํŒฉํŠธ๋ฅผ ์œ„ํ•ด ๊ฒฝ๋Ÿ‰ํ™”๋œ SPH(Smoothed Particle Hydrodynamics) ๊ธฐ๋ฐ˜์˜ ์œ ์ฒด ์‹œ๋ฎฌ๋ ˆ์ด์…˜์„ ์ ์šฉํ•จ. ## ๐Ÿ”— ์ง€์‹ ์—ฐ๊ฒฐ (Graph) - Physics-Engine, [[Determinism-in-Computing|Determinism-in-Computing]], [[Time-Step-Logic-in-Games|Time-Step-Logic-in-Games]], Computer-Vision-Mastery - **Raw Source:** 10_Wiki/Topics/AI/Fluid-Dynamics for Games.md