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title: "Predictive Maintenance"
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type: concept
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tags: [AI, maintenance, proactivity]
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sources: [How-Agentic-AI-can-help-for-Cloud-DevOps]
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last_updated: 2026-04-16
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---
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## Summary
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Predictive Maintenance（预测性维护）通过分析历史数据和模式，主动识别潜在问题并在故障发生前采取预防措施。
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## Definition
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利用机器学习分析历史 outage 和性能数据，预测未来可能发生的故障，并提前推荐补丁或扩缩容变更。
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## Key Techniques
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- **历史数据分析**：学习历史 outage 的模式
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- **趋势预测**：基于时间序列分析预测未来状态
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- **风险评分**：评估组件故障风险等级
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- **推荐系统**：生成预防性维护建议
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## Connections
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- [[Agentic AI]] ← implements ← [[Predictive Maintenance]]：Agentic AI 实现预测性维护
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- [[Self-Healing Systems]] ← complements ← [[Predictive Maintenance]]：预测性维护是自愈的主动式补充
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