Storage Systems: Organization, Performance, Coding, Reliability, and Their Data Processing
Autor Alexander Thomasianen Limba Engleză Paperback – 19 oct 2021
The goal of the book is to expose students, researchers, and IT professionals to the more important developments in storage systems, while covering the evolution of storage technologies, traditional and novel databases, and novel sources of data. We describe several prototypes: FAWN at CMU, RAMCloud at Stanford, and Lightstore at MIT; Oracle's Exadata, AWS' Aurora, Alibaba's PolarDB, Fungible Data Center; and author's paper designs for cloud storage, namely heterogeneous disk arrays and hierarchical RAID.
- Surveys storage technologies and lists sources of data: measurements, text, audio, images, and video
- Familiarizes with paradigms to improve performance: caching, prefetching, log-structured file systems, and merge-trees (LSMs)
- Describes RAID organizations and analyzes their performance and reliability
- Conserves storage via data compression, deduplication, compaction, and secures data via encryption
- Specifies implications of storage technologies on performance and power consumption
- Exemplifies database parallelism for big data, analytics, deep learning via multicore CPUs, GPUs, FPGAs, and ASICs, e.g., Google's Tensor Processing Units
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Specificații
ISBN-13: 9780323907965
ISBN-10: 0323907962
Pagini: 746
Ilustrații: 70 illustrations (30 in full color)
Dimensiuni: 216 x 276 mm
Greutate: 1.7 kg
Editura: ELSEVIER SCIENCE
ISBN-10: 0323907962
Pagini: 746
Ilustrații: 70 illustrations (30 in full color)
Dimensiuni: 216 x 276 mm
Greutate: 1.7 kg
Editura: ELSEVIER SCIENCE
Cuprins
1. Introduction
2. Storage Technologies and Their Data
3. Disk Drive Data Placement and Scheduling
4. Mirrored & Hybrid Arrays
5. Redundant Arrays of Independent Disks - RAID
6. Coding for Multiple Disk Failures
7. Saving Power in Disks, Flash Memories, and Servers
8. Database Parallelism, Big Data and Analytics, Deep Learning
9. Structured, Unstructured, and Diverse Databases
10. Heterogeneous Disk Arrays - HDAs
11. Hierarchical RAID - HRAID
12. Conclusions
Appendix
2. Storage Technologies and Their Data
3. Disk Drive Data Placement and Scheduling
4. Mirrored & Hybrid Arrays
5. Redundant Arrays of Independent Disks - RAID
6. Coding for Multiple Disk Failures
7. Saving Power in Disks, Flash Memories, and Servers
8. Database Parallelism, Big Data and Analytics, Deep Learning
9. Structured, Unstructured, and Diverse Databases
10. Heterogeneous Disk Arrays - HDAs
11. Hierarchical RAID - HRAID
12. Conclusions
Appendix