@article{ART003198767},
author={Hyun-Seob Lee},
title={Data Mining Based Data Pattern Analysis and Memory Pinning Scheme to Improve Response Time on Small Mobile Devices},
journal={Journal of Internet of Things and Convergence},
issn={2466-0078},
year={2025},
volume={11},
number={2},
pages={151-156}
TY - JOUR
AU - Hyun-Seob Lee
TI - Data Mining Based Data Pattern Analysis and Memory Pinning Scheme to Improve Response Time on Small Mobile Devices
JO - Journal of Internet of Things and Convergence
PY - 2025
VL - 11
IS - 2
PB - The Korea Internet of Things Society
SP - 151
EP - 156
SN - 2466-0078
AB - In recent years, small mobile devices have been equipped with high-performance computing power and storage, and efficient data access is essential. In particular, flash memory provides high speeds for data processing, but it suffers from asymmetric read/write performance and repeated write/erase cycles that can lead to failure. Buffers have been used to solve these problems, but while write performance has improved, read performance still suffers from asymmetric response latency. To solve these problems, this paper proposes a method to keep frequently accessed data fixed in a buffer.
This method analyzes data patterns based on data mining and allocates memory resources to maintain data in the analyzed patterns. In addition, we optimize the use of resources by keeping the fixed memory resources within 10% of the total storage capacity. Finally, we demonstrate through experiments that the performance and lifetime of storage devices are improved. The proposed data mining analysis technique and memory resource optimization technique are expected to contribute to the development of buffer management techniques optimized for small storage devices.
KW - Data Analysis;Data Mining;Access Frequency;Data Pattern;Flash Memory
DO -
UR -
ER -
Hyun-Seob Lee. (2025). Data Mining Based Data Pattern Analysis and Memory Pinning Scheme to Improve Response Time on Small Mobile Devices. Journal of Internet of Things and Convergence, 11(2), 151-156.
Hyun-Seob Lee. 2025, "Data Mining Based Data Pattern Analysis and Memory Pinning Scheme to Improve Response Time on Small Mobile Devices", Journal of Internet of Things and Convergence, vol.11, no.2 pp.151-156.
Hyun-Seob Lee "Data Mining Based Data Pattern Analysis and Memory Pinning Scheme to Improve Response Time on Small Mobile Devices" Journal of Internet of Things and Convergence 11.2 pp.151-156 (2025) : 151.
Hyun-Seob Lee. Data Mining Based Data Pattern Analysis and Memory Pinning Scheme to Improve Response Time on Small Mobile Devices. 2025; 11(2), 151-156.
Hyun-Seob Lee. "Data Mining Based Data Pattern Analysis and Memory Pinning Scheme to Improve Response Time on Small Mobile Devices" Journal of Internet of Things and Convergence 11, no.2 (2025) : 151-156.
Hyun-Seob Lee. Data Mining Based Data Pattern Analysis and Memory Pinning Scheme to Improve Response Time on Small Mobile Devices. Journal of Internet of Things and Convergence, 11(2), 151-156.
Hyun-Seob Lee. Data Mining Based Data Pattern Analysis and Memory Pinning Scheme to Improve Response Time on Small Mobile Devices. Journal of Internet of Things and Convergence. 2025; 11(2) 151-156.
Hyun-Seob Lee. Data Mining Based Data Pattern Analysis and Memory Pinning Scheme to Improve Response Time on Small Mobile Devices. 2025; 11(2), 151-156.
Hyun-Seob Lee. "Data Mining Based Data Pattern Analysis and Memory Pinning Scheme to Improve Response Time on Small Mobile Devices" Journal of Internet of Things and Convergence 11, no.2 (2025) : 151-156.
