基于多模态硬盘健康预测与告警的方法、装置及存储介质
本发明公开一种基于多模态硬盘健康预测与告警的方法、装置及存储介质。本发明通过在NAS主机内布设多点温度与三轴振动传感器,联合SMART时序、I/O负载与网络状态,构建时空融合特征;在边缘NPU上运行轻量多任务模型,实时输出健康分数、故障倾向与剩余寿命(RUL)等指标;并与风扇PWM、阵列并发度、主动数据迁移与网络QoS进行闭环控制,从而实现早期预警、共振抑制、寿命延长与服务不中断。
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