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Systemy immunologiczne i wieloagentowe dla planowania przepływu w warsztacie

Systemy immunologiczne i wieloagentowe dla planowania przepływu w warsztacie

Adel Abdelhadi / Ouahab Kadri

118,31 €
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Editorial:
KS OmniScriptum Publishing
Año de edición:
2025
Materia
Informática: cuestiones generales
ISBN:
9786207831517
118,31 €
IVA incluido
Disponible

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Niniejsza książka przedstawia nowy operator mutacji, który integruje zasady sztucznych systemów immunologicznych (AIS) i systemów wieloagentowych w celu optymalizacji planowania konserwacji zapobiegawczej w hybrydowych środowiskach przepływowych.Operator ten wprowadza niewielkie korekty do sekwencji w celu uniknięcia zbieżności w kierunku lokalnych wartości optymalnych, poprawy różnorodności populacji i działania jako lokalny mechanizm wyszukiwania. Zainspirowane adaptacyjnym zachowaniem ludzkiego układu odpornościowego, podejście wykorzystuje techniki metaheurystyczne do udoskonalania czasów przetwarzania, łącząc koordynację wieloagentową ze strategiami inspirowanymi AIS.Metodę zastosowano do trzech polityk konserwacji zapobiegawczej, skoncentrowanych na maksymalizacji dostępności maszyn i osiągnięciu minimalnych progów niezawodności na liniach produkcyjnych. Wyniki pokazują, że algorytm przewyższa istniejące rozwiązania, szczególnie w scenariuszach, w których maszyny są okresowo niedostępne podczas planowania produkcji.

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