Applying Wavelet Analysis to S.M.A.R.T. 1 for Hard Drive Classi?cation
- ECU Author/Contributor (non-ECU co-authors, if there are any, appear on document)
- Logan Childers (Creator)
- Institution
- East Carolina University (ECU )
- Web Site: http://www.ecu.edu/lib/
Abstract: Wavelet analysis is applied to the problem of predicting hard disk failure by examining S.M.A.R.T. stat 1, one of several measures of performance maintained by hard drives. Once the discrete wavelet transform is performed for each hard drive’s data, computationally simple measures are taken on the detail coe?cients of the transforms. These measures are then examined in aggregate to determine whether S.M.A.R.T. stat 1 possesses any indicator for imminent hard disk failure. The resulting analysis found no factors speci?c to any metric of the living or dead hard drive populations indicative of hard disk failure.
Additional Information
- Publication
- Thesis
- Language: English
- Date: 2023
- Subjects
- wavelets;hard disk failure;discrete wavelet transform;S.M.A.R.T.
| Title | Location & Link | Type of Relationship |
| Applying Wavelet Analysis to S.M.A.R.T. 1 for Hard Drive Classi?cation | http://hdl.handle.net/10342/7096 | The described resource references, cites, or otherwise points to the related resource. |