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metadata
title: POSCO DX MRO Composite AI
emoji: ๐Ÿญ
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 4.44.1
app_file: app.py
pinned: false
license: mit

๐Ÿญ POSCO DX - MRO Composite AI

์—…๋ฌด ํ”„๋กœ์„ธ์Šค ์ž๋™ํ™” + AI ์˜์‚ฌ๊ฒฐ์ • ์ง€์› ์‹œ์Šคํ…œ

์ด ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์€ POSCO์˜ MRO(Maintenance, Repair, Operations) ํ”„๋กœ์„ธ์Šค๋ฅผ ์ž๋™ํ™”ํ•˜๊ณ  ์ตœ์ ํ™”ํ•˜๋Š” 3-Agent Collaboration ์‹œ์Šคํ…œ์ž…๋‹ˆ๋‹ค.

๐ŸŽฏ ์ฃผ์š” ๊ธฐ๋Šฅ

  1. MRO ์šด์˜ ์ž๋™ํ™”

    • ์„ค๋น„-๋ถ€ํ’ˆ ์ž๋™ ๋งค์นญ
    • ์ „์‚ฌ ์žฌ๊ณ  ์‹ค์‹œ๊ฐ„ ์กฐํšŒ
    • ๋ฐœ์ฃผ ํ•„์š”์„ฑ ์ž๋™ ํŒ๋‹จ
  2. ๊ตฌ๋งค/์กฐ๋‹ฌ ์ตœ์ ํ™”

    • ๊ณต๊ธ‰์—…์ฒด ์ž๋™ ๋น„๊ต
    • Neuro-Symbolic AI ๊ทœ์ • ๊ฒ€์ฆ
    • Linear Programming ์ตœ์ ํ™”
  3. ๊ฒฝ์˜์ง„ ์˜์‚ฌ๊ฒฐ์ • ์ง€์›

    • ์‹ค์‹œ๊ฐ„ KPI ๋Œ€์‹œ๋ณด๋“œ
    • Action Items ์ž๋™ ์ƒ์„ฑ
    • ๊ฐ์‚ฌ ์ถ”์  (Audit Trail)

๐Ÿš€ ์‚ฌ์šฉ ๋ฐฉ๋ฒ•

1. ๊ธฐ๋ณธ ์‚ฌ์šฉ (Demo Mode)

API ํ‚ค ์—†์ด๋„ ๋ฐ๋ชจ ๋ฐ์ดํ„ฐ๋กœ ์‹œ์Šคํ…œ์˜ ๋ชจ๋“  ๊ธฐ๋Šฅ์„ ์ฒดํ—˜ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

  1. ์‹œ๋‚˜๋ฆฌ์˜ค ์„ ํƒ (๊ธด๊ธ‰ ๊ณ ์žฅ ๋Œ€์‘ / ์ •๊ธฐ ๋ฐœ์ฃผ ๊ณ„ํš / ๊ทœ์ • ์ค€์ˆ˜ ๊ฒ€์ฆ)
  2. ํŒŒ๋ผ๋ฏธํ„ฐ ํ™•์ธ (์„ค๋น„ ID, ํ’ˆ๋ชฉ ID, ์ˆ˜๋Ÿ‰)
  3. "๐Ÿš€ Composite AI ๋ถ„์„ ์‹คํ–‰" ๋ฒ„ํŠผ ํด๋ฆญ
  4. ๊ฐ ํƒญ์—์„œ ๊ฒฐ๊ณผ ํ™•์ธ

2. OpenAI ๊ธฐ๋Šฅ ํ™œ์„ฑํ™”

LLM ๊ธฐ๋ฐ˜ AI ๋ถ„์„์„ ์‚ฌ์šฉํ•˜๋ ค๋ฉด:

  1. Space Settings๋กœ ์ด๋™
  2. Secrets ์„น์…˜์—์„œ ์ƒˆ Secret ์ถ”๊ฐ€:
    • Name: OPENAI_API_KEY
    • Value: sk-... (๊ท€ํ•˜์˜ OpenAI API ํ‚ค)
  3. Space๋ฅผ ์žฌ์‹œ์ž‘ํ•˜๋ฉด ์ž๋™์œผ๋กœ API ํ‚ค๊ฐ€ ๋กœ๋“œ๋ฉ๋‹ˆ๋‹ค

๐Ÿ“Š ๊ธฐ๋Œ€ ํšจ๊ณผ

  • โฑ๏ธ ์ฒ˜๋ฆฌ ์‹œ๊ฐ„: ๊ธฐ์กด 3-5์ผ โ†’ 1์‹œ๊ฐ„ ์ด๋‚ด
  • ๐Ÿ’ฐ ๋น„์šฉ ์ ˆ๊ฐ: ํ‰๊ท  15-25% ๊ตฌ๋งค ๋น„์šฉ ์ ˆ๊ฐ
  • โš–๏ธ ์ปดํ”Œ๋ผ์ด์–ธ์Šค: 100% ๊ทœ์ • ์ค€์ˆ˜
  • ๐Ÿ“ˆ ํšจ์œจ์„ฑ: ๋‹ด๋‹น์ž ์—…๋ฌด ์‹œ๊ฐ„ 60% ๋‹จ์ถ•

๐Ÿ› ๏ธ ๊ธฐ์ˆ  ์Šคํƒ

  • Frontend: Gradio 4.0+
  • Data Processing: Pandas, NumPy
  • Visualization: Plotly
  • Optimization: PuLP (Linear Programming)
  • AI/LLM: OpenAI GPT-4o-mini (optional)
  • Workflow: LangGraph

๐Ÿ“ฆ ์„ค์น˜ ๋ฐฉ๋ฒ• (๋กœ์ปฌ)

pip install -r requirements.txt
python app.py

๐Ÿ” ๋ณด์•ˆ ์ฐธ๊ณ ์‚ฌํ•ญ

  • API ํ‚ค๋Š” ์ ˆ๋Œ€ ์ฝ”๋“œ์— ํ•˜๋“œ์ฝ”๋”ฉํ•˜์ง€ ๋งˆ์„ธ์š”
  • Hugging Face Spaces์˜ Secrets ๊ธฐ๋Šฅ์„ ์‚ฌ์šฉํ•˜์„ธ์š”
  • ํ”„๋กœ๋•์…˜ ํ™˜๊ฒฝ์—์„œ๋Š” ์ ์ ˆํ•œ ์ ‘๊ทผ ์ œ์–ด๋ฅผ ๊ตฌํ˜„ํ•˜์„ธ์š”

๐Ÿ“„ ๋ผ์ด์„ ์Šค

์ด ํ”„๋กœ์ ํŠธ๋Š” ๋ฐ๋ชจ ๋ชฉ์ ์œผ๋กœ ์ œ๊ณต๋ฉ๋‹ˆ๋‹ค.

๐Ÿ‘ค ๋ฌธ์˜

ํ”„๋กœ์ ํŠธ ๊ด€๋ จ ๋ฌธ์˜์‚ฌํ•ญ์€ ์ด์Šˆ๋ฅผ ํ†ตํ•ด ๋‚จ๊ฒจ์ฃผ์„ธ์š”.


Created by G-Mission AI Team