• Login
  • Register
  • Search

Analysis of eigenvalues of oximetry change pattern based on DFA-SAMpen algorithm

Jie Dong, yang Li, Hui-na Wei

Abstract


At present, oximetry is an important indicator for monitoring patients. How to build a model to describe the model of oxygen saturation and apply it in medical practice has attracted widespread attention in the world. This article first used the DFA algorithm to detrend the original data. Then the sample entropy is calculated separately from the singular and plural scales. The mean value, variance of oximetry, regression parameters, single-scale sample permutation entropy, and multi-scale sample permutation entropy are used as the characteristic value of the typical model of oximetry. Finally, we used fuzzy clustering and Spearman's rank correlation coefficient and Kendall tau rank correlation coefficient, and then concluded that the overall oximetry content of the elderly is decreased, the stability is weak, and the regularization is not strong.

Keywords


DFA algorithm; permutation entropy; fuzzy clustering; spearman correlation coefficient; oxygen saturation

Full Text:

PDF

Included Database


References


Mann, Prem S. (1995). Introductory Statistics (2nded.).Wiley. ISBN 0-471-31009- 3.

Erinaldo Leite Siqueira, Tatijana Stošić, Lucian Bejan, Borko Stošić. Correlations and cross-correlations in the Brazilian agrarian commodities and stocks[J]. Physica A: Statistical Mechanics and its Applications,2010,389(14).

Amandeep Cheema, Mandeep Singh. An application of phonocardiography signals for psychological stress detection using non-linear entropy based features in empirical mode decomposition domain[J]. Applied Soft Computing Journal,2019 ,77.

Kuai Moshen, Cheng Gang, Pang Yusong, Li Yong. Research of Planetary Gear Fault Diagnosis Based on Permutation Entropy of CEEMDAN and ANFIS.[J]. Sensors (Basel, Switzerland),2018,18 (3).

Ai Tinghua, He Yakun, Du Xin. Changes of information entropy in GIS data scale transformation [J]. Geography and Geo-Information Science.2015.31(02):7-11.

Wu Zhe, Zhang Qiang, Huang Huameng, Cheng Fangfeng. Research on Fault Diagnosis of Composite Planetary Gear Based on Multi-Scale Permutation Entropy [J]. Machinery Design & Manufacture,2020(09):182-186.

An Gang Zhang, Zi Fei Fan, Heng Song. Evaluation Model of Profile Control Layers' Selection Based on Fuzzy Cluster Analysis [J]. Advanced Materials Research,2013,2482.

Zhang Ruiqi. [J]. Annals of The American Society for Cardiovascularology, 1998, 23 (1) : 73-78.

Boubacar Ibrahim, Harouna Karambiri, Jan Polcher, Hamma Yacouba, Pierre Ribstein. Changes in rainfall regime over Burkina Faso under the climate change conditions simulated by 5 regional climate models[J]. Climate Dynamics,2014,42(5-6).




DOI: http://dx.doi.org/10.18686/fm.v6i2.3406

Refbacks