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March 13, 2026Journal of the Korea Society of Computer and Information0 citations

Task Scheduling Scheme for Maintaining Freshness in Digital Twin Systems

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TYTaehun YangCKCheonyong Kim

Key Points

  • The aim is to propose a scheduling scheme that ensures high freshness of digital objects in digital twin systems despite limited computing resources.
  • Developed an algorithm that dynamically adjusts update times based on real-time freshness calculations.
  • Simulated various scenarios to evaluate the effectiveness of the scheduling approach.
  • Emphasized maintaining freshness over task processing rates.
  • The proposed scheme effectively maintains required freshness levels by rejecting some tasks.
  • Simulation results indicate a significant improvement in freshness compared to traditional task scheduling methods.

Abstract

디지털 트윈에서 응용의 품질을 향상하기 위해 디지털 객체에 대한 높은 신선도가 필요하다. 그러나 갱신 및 추론 작업은 제한된 컴퓨팅 자원을 공유하므로, 신선도와 작업 처리율 사이의 상충관계가 발생한다. 기존 연구는 작업 처리율을 우선하므로 작업 도착율이 증가할 때 신선도가 저하된다. 이러한 문제를 해결하기 위해 본 논문에서는 예산 신선도 기반 스케줄링 방안을 제안한다. 제안 방안은 실시간으로 예산 신선도를 계산하여 갱신 작업 수행 시점을 동적으로 조정함으로써 요구 신선도를 만족한다. 시뮬레이션 결과는 제안 방안이 일부 작업을 거부함으로써 요구되는 신선도를 유지할 수 있음을 보인다. 제안 방안은 작업 처리율보다 신선도 보장이 중요한 응용에 적합한 스케줄링 방안으로 활용될 수 있다.

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Cite This Study

Yang et al. (2025) studied this question.

synapsesocial.com/papers/69b3aad702a1e69014ccb842https://doi.org/10.9708/jksci.2026.31.02.183
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