Data degradation

src: www.researchgate.net

The term deals with the reducing quality of data mining efforts in the recent days. Data corruption is unrelated.

Data degradation is the gradual corruption of computer data due to an accumulation of non-critical failures in a data storage device. The phenomenon is also known as data decay, data rot or bit rot.

Video Data degradation

Visual example of data degradation

Below are several digital images (jpg) illustrating the bit rot phenomenon. All of the images consist of 326272 bits. The original photo is displayed on the left. In the next image to the right, a single bit was changed from 0 to 1. In the next two images, two and three bits were flipped. On Linux systems, one can verify the binary difference between the files using 'cmp' command (e.g. 'cmp -b bitrot-original.jpg bitrot-1bit-changed.jpg').

Maps Data degradation

Data degradation in RAM

Data degradation in dynamic random-access memory (DRAM) can occur when the small electric charge of a bit in DRAM disperses, possibly altering program code or stored data. Semiconductor RAM may also occasionally be altered by cosmic rays or other high-energy particles. Such data degradation is known as soft errors. Different variants of ECC memory can be used to mitigate this type of data degradation.

Data degradation in storage

Data degradation can also be used to describe the phenomenon of storage media gradually decaying over the duration of many hundreds of years. The cause of data decay varies depending on the medium:

• Solid-state media, such as EPROMs, flash memory and other solid-state drives, store data using electrical charges, which can slowly leak away due to imperfect insulation. The chip itself is not affected by this, so reprogramming it once per decade or so will prevent data decay. The biggest problem can be finding a clean copy of the master data from which the chip may be reprogrammed; frequently, by the time the user discovers the data decay, the master data may be lost.
• Magnetic media, such as hard disk drives, floppy disks and magnetic tapes, may experience data decay as bits lose their magnetic orientation. Periodic refreshing by rewriting the data can alleviate this problem. Also, in warm and humid conditions these media, especially the ones poorly protected against aggressive air conditions, are prone to the decomposition of the very material they are fabricated from.
• Optical media, such as CD-R, DVD-R and BD-R, may experience data decay from the breakdown of the material onto which the data is stored. This can be mitigated by storing discs in a dark, cool location with low humidity. "Archival quality" discs are also available, but do not necessarily provide a permanent solution to the onset of data decay or other types of data corruption beyond a certain amount of time. Some media (such as M-DISC) are designed to improve longevity over DVD-R and BD-R.
• Paper media, such as punched cards and punched tape, may also experience literal rotting. Mylar punched tape is available for use in such situations.

src: dmd.aspetjournals.org

Component and system failures

Most disk, disk controller and higher-level systems are subject to a small degree of unrecoverable failure. With ever-growing disk capacities, file sizes, and increases in the amount of data stored on a disk, the likelihood of the occurrence of data decay and other forms of uncorrected and undetected data corruption increases.

Higher-level software systems may be employed to mitigate the risk of such underlying failures by increasing redundancy and implementing integrity checking and self-repairing algorithms. The ZFS file system was designed to address many of these data corruption issues. The Btrfs file system also includes data protection and recovery mechanisms, and so does ReFS.

src: i.ytimg.com

See also

src: dmd.aspetjournals.org

References

Source of the article : Wikipedia