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Planowanie zadań w chmurze

Planowanie zadań w chmurze

Prof. N. Kannammal

77,24 €
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Editorial:
KS OmniScriptum Publishing
Año de edición:
2025
Materia
Informática: cuestiones generales
ISBN:
9786200746252
77,24 €
IVA incluido
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Planowanie zadań w chmurze to proces przypisywania zadań obliczeniowych do zasobów w chmurze - takich jak maszyny wirtualne lub kontenery - w celu optymalizacji wydajności i osiągnięcia celów zdefiniowanych przez użytkownika, takich jak minimalizacja czasu wykonania (makespan), redukcja kosztów i maksymalizacja wykorzystania zasobów. Biorąc pod uwagę dynamiczny, heterogeniczny i wielkoskalowy charakter środowisk chmurowych, planowanie zadań jest złożonym i NP-trudnym problemem.Dziedzina ta ewoluowała od klasycznej heurystyki (np. FCFS, Min-Min) do zaawansowanych technik, takich jak metaheurystyka (np. algorytmy genetyczne, PSO, ACO) i podejścia oparte na sztucznej inteligencji, takie jak uczenie ze wzmocnieniem i głębokie uczenie. Rzeczywiste frameworki, takie jak Hadoop YARN, Kubernetes i CloudSim, wdrażają te strategie w celu efektywnego zarządzania obciążeniami.Nowoczesne planowanie w chmurze kładzie nacisk na optymalizację wielopodmiotową, równoważąc kompromisy między szybkością, kosztami, zużyciem energii i sprawiedliwością. Pojawiające się trendy obejmują edge computing, serverless scheduling i green computing, pozycjonując planowanie zadań jako fundamentalne wyzwanie dla przyszłości usług w chmurze.

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