برنامه نویسان | Barnamenevisan | United States America (US)

Create: 2025-06-16 Update: 2025-07-10 22:44:15

🔴 الگوریتم‌های تکاملی چندهدفه (MOEA)؛ هوش مصنوعی برای حل مسائل با تضاد اهداف

🔸 در دنیای واقعی، مسائل اغلب دارای چند هدف متضاد هستند که بهینه‌سازی هم‌زمان آن‌ها نیازمند رویکردی پیچیده‌تر از الگوریتم‌های کلاسیک است. الگوریتم‌های تکاملی چندهدفه یا MOEAها، از زیست‌شناسی الهام گرفته و با مدل‌سازی انتخاب طبیعی، پاسخ‌هایی نزدیک به بهینه‌ی جهانی ارائه می‌دهند.

🔹باید بدانید که MOEAهایی مانند NSGA-II، SPEA2 و MOEA/D با استفاده از جمعیت جواب‌های موازی، فضای جست‌وجو را پوشش می‌دهند تا تعادلی میان اهداف ایجاد کنند. مثلاً در طراحی مدار، باید هم مصرف انرژی کم باشد و هم عملکرد بالا؛ این الگوریتم‌ها بدون نیاز به تابع وزنی ثابت، مجموعه‌ای از جواب‌های پارتو را ارائه می‌دهند. ارزیابی براساس چگالی جمعیت، نزدیکی به مرز پارتو و تنوع در پاسخ‌ها، از جمله معیارهای مهم در موفقیت این الگوریتم‌هاست. در یادگیری ماشین، طراحی شبکه‌های عصبی یا بهینه‌سازی سیستم‌های چندعاملی، MOEA کاربرد بالایی دارد.

⭕️ نتیجه این است که MOEAها نماینده‌ی قدرت هوش مصنوعی برای حل مسائل پیچیده و چندوجهی‌اند

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🔴 الگوریتم‌های تکاملی چندهدفه (MOEA)؛ هوش مصنوعی برای حل مسائل با تضاد اهداف

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