Tagged articles

failure prediction

3 articles · Page 1 of 1

Jul 11, 2023 · Artificial Intelligence

Wear-Updated Integrated Feature Ranking (WEFR) for Robust SSD Failure Prediction

The article presents a large‑scale study of SSD failure prediction using SMART logs from multiple vendors, introduces the Wear‑Updated Integrated Feature Ranking (WEFR) method to automatically and robustly select predictive features, and demonstrates its effectiveness through extensive experiments on real‑world data.

SSDStorage ReliabilityWEFR

0 likes · 10 min read

Wear-Updated Integrated Feature Ranking (WEFR) for Robust SSD Failure Prediction

Alibaba Cloud Infrastructure

Nov 7, 2018 · Artificial Intelligence

Hard Disk Failure Prediction Architecture and Methods Based on SMART Attributes and Machine Learning

The article presents a comprehensive hard‑disk failure prediction framework that addresses data scale, environment, and quality challenges by combining domain‑threshold statistics, wear‑out kink analysis, and parallel machine‑learning models using SMART parameters to improve recall while reducing false alarms.

SMARTfailure predictionhard disk

0 likes · 10 min read

Hard Disk Failure Prediction Architecture and Methods Based on SMART Attributes and Machine Learning

360 Zhihui Cloud Developer

Mar 1, 2018 · Operations

AI-Driven Strategies for Optimizing Resource Management in Distributed Systems

This article reviews cloud gaming resource management, introduces search‑engine instance distribution techniques, explores AI‑based disk‑failure prediction and load forecasting, and presents replica and DDoS‑detection strategies to improve efficiency and reliability of large‑scale distributed systems.

AILoad Balancingdistributed systems

0 likes · 12 min read

AI-Driven Strategies for Optimizing Resource Management in Distributed Systems