Data backup policies with failure-oblivious computing in reliability theory
In-memory database systems are becoming an efficient technology to achieve the goal of high throughput rate and low latency time, however, they are more vulnerable than disk-based database systems due to the feature of their running carriers, so that it becomes a critical problem to design data back...
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| Published in: | Annals of operations research Vol. 348; no. 1; pp. 117 - 146 |
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| Main Authors: | , , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
New York
Springer US
01.05.2025
Springer Nature B.V |
| Subjects: | |
| ISSN: | 0254-5330, 1572-9338 |
| Online Access: | Get full text |
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| Summary: | In-memory database systems are becoming an efficient technology to achieve the goal of high throughput rate and low latency time, however, they are more vulnerable than disk-based database systems due to the feature of their running carriers, so that it becomes a critical problem to design data backup and recovery policies to prevent memory failures for in-memory database management systems. From this viewpoint, this paper firstly describes the stochastic processes of bulk-data update, triggers of failure-oblivious computing and in-memory database failure, and then model the expected cost rates for data backup and recovery when full backups are implemented at time
T
and at bulk-data update
N
, respectively. In order to compare the policies of
T
and
N
, integrated models of the backup policies implemented at time
T
and at bulk-data update
N
are studied, using the triggering approaches of first and last in maintenance theory. Furthermore, the policies of
T
and
N
are reconsidered when full backup is planned at the completion of the forthcoming bulk-data update. In addition, a cumulative cost of failure-oblivious computing is considered in the modified backup policies. All of the expected cost rates and their optimum policies of full backups are obtained in analytical ways. |
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| Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| ISSN: | 0254-5330 1572-9338 |
| DOI: | 10.1007/s10479-022-04941-8 |