Sleep Aging Research Paper

1452 Words3 Pages

Sleep is defined as a universal need; it provides relaxation and comfort and plays an important role to the brain and to the body equilibrium. [1] Human sleep was described as a sequence of five recurring stages by Rechtschaffen and Kale (R&K) in 1968. This consisted of the four non-rapid eye movement (NREM) stages split into light (stages I and II) and deep sleep (stages III and IV) and the rapid eye movement (REM) stage, during which dreams happen [2]. Although updated and replaced in 2007 by the American Academy of Sleep Medicine (AASM), most of the guidelines, remained unchanged, with efforts made only to simplify and clarify transitions between stages. [3] Since the introduction of the report by Rechtschaffen and Kale, sleep staging is …show more content…

The measurements are monitored by the use of (electroencephalogram, EEG), eye movement (electrooculogram, EOG), muscle activity (electromyogram, EMG), and heart rhythm (electrocardiogram, ECG) equipment and is generally divided into 20 or 30 second epochs which are then visually classified – termed sleep staging – into one of RK stages by a sleep technologist. [2] A sleep cycle for a healthy adult usually last between 60 and 90 minutes and is repeated four to five times during a normal night of sleep. The resulting stages are made into a hypnogram and are used by a sleep technologist to diagnose sleep disorders and prescribe treatment. The visual analysis of PSG into the sleep stages is a time-consuming and very tedious procedure with the Inter-scorer readability showing great variation, visual scoring of PSGs from two health subjects across 10 laboratories in Japan have shown a 67%–75.3% agreement. [5] Numerous solutions have been introduced to imitate the expert identification method, and to classify automatically sleep epochs into stages. They are now being incorporated in a number of commercial sleep recordings systems. The aim of an automated sleep staging system is to emulate the process performed by the expert clinician, from PSG inputs, signal processing is carried out to obtain an output where sleep technologist can then analyse the sleep reports. …show more content…

Kurihara and K. Watanabe, "Sleep-stage decision algorithm by using heartbeat and body-movement signals," IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans, vol. 42, no. 6, pp. 1450-1459, Nov. 2012.

[11] A. Krakovska and K. Mezeiova, "Automatic sleep scoring: a search for an optimal combination of measures," Artificial intelligence in medicine, vol. 53, no. 1, pp. 25-33, Sep. 2011.

[12] S. Gne, K. Polat, and e. Yosunkaya, "Efficient sleep stage recognition system based on EEG signal using k-means clustering based feature weighting," Expert Systems with Applications, vol. 37, no. 12, pp. 7922-7928, Dec. 2010.

[13]H. Phan, Q. Do, T.-L. Do, and D.-L. Vu, "Metric learning for automatic sleep stage classification," in Engineering in Medicine and Biology Society (EMBC), 35th Annual International Conference of the IEEE, pp. 5025-5028, 2013.

[14] J. Kempfner, P. Jennum, H. B. Sorensen, J. A. Christensen, and M. Nikolic, "Automatic sleep staging: From young aduslts to elderly patients using multi-class support vector machine," in Engineering in Medicine and Biology Society (EMBC), 35th Annual International Conference of the IEEE, pp. 5777-5780,

More about Sleep Aging Research Paper

Open Document