Dynamic Page Migration Technique for Tiered Memory Systems

Tiered memory systems, which combine a small, fast tier with a large, slow tier, are increasingly recognized as an effective approach to optimizing both performance and cost in memory-intensive workloads. In such systems, page migration plays a central role; however, when the working set size (WSS) exceeds the capacity of the fast memory tier, frequent promotions and demotions can lead to a ping-pong effect that significantly degrades memory bandwidth. This paper proposes a page migration technique that dynamically adjusts the NUMA scan period by detecting changes in WSS based on memory bandwidth. When a large WSS is detected, the scan period is increased to reduce page migrations; conversely, when a small WSS is detected, the scan period is decreased to allow more aggressive page migration. Experiments simulating a CXL-based tiered memory system under dynamically changing WSS demonstrate that the proposed technique achieves up to 21.12% performance improvement compared to the state-of-the-art memory management scheme, TPP.

Authors

Publication Details

Journal
Korean Institute of Smart Media
Published
2025-09-30
DOI
https://doi.org/10.30693/smj.2025.14.9.9
Primary Topic
Parallel Computing and Optimization Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Dynamic Page Migration Technique for Tiered Memory Systems

Seongmin Lee, Jiwoo Shin, Jinman Jung
Korean Institute of Smart Media
Parallel Computing and Optimization Techniques
article

Dynamic Page Migration Technique for Tiered Memory Systems

Seongmin Lee, Jiwoo Shin, Jinman Jung
article en

Abstract

Tiered memory systems, which combine a small, fast tier with a large, slow tier, are increasingly recognized as an effective approach to optimizing both performance and cost in memory-intensive workloads. In such systems, page migration plays a central role; however, when the working set size (WSS) exceeds the capacity of the fast memory tier, frequent promotions and demotions can lead to a ping-pong effect that significantly degrades memory bandwidth. This paper proposes a page migration technique that dynamically adjusts the NUMA scan period by detecting changes in WSS based on memory bandwidth. When a large WSS is detected, the scan period is increased to reduce page migrations; conversely, when a small WSS is detected, the scan period is decreased to allow more aggressive page migration. Experiments simulating a CXL-based tiered memory system under dynamically changing WSS demonstrate that the proposed technique achieves up to 21.12% performance improvement compared to the state-of-the-art memory management scheme, TPP.

Korean Institute of Smart MediaVol. 14(9)
Openalex Percentile: Top 69%
Parallel Computing and Optimization Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.