Spherical Stochastic Mapping
  • Shin, Hyunjeong
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초록

This study proposes a novel algorithm that transitions the allocation of hardware resources such as CPU, storage, and memory, as well as containers, in cloud environment from a traditional planar coordinate-based placement to a probabilistic mapping based on a spherical coordinate [1] system. To achieve efficient clustering of resources with diverse performance characteristics, the algorithm maps the dynamic attributes of resources to a probabilistic distribution on the sphere and performs resource allocation with optimal cost. This approach enables the formation of an ideal task clustering that considers both resource characteristics and dynamic system changes.

키워드

cloud computingprobabilisticresource allocationspherical mapping
제목
Spherical Stochastic Mapping
저자
Shin, Hyunjeong
DOI
10.3837/tiis.2025.08.014
발행일
2025-08
유형
Article
저널명
KSII Transactions on Internet and Information Systems
19
8
페이지
2678 ~ 2698