title: Fuzzy linguistic prediction model for sinoatrial node field potential analysis in acute hyperglycemia environment.
abstract: The objective of this study is to build a fuzzy linguistic prediction model (FLPM) for analyzing the actuation duration of acute hyperglycemia to sinoatrial node field potential. The field potential was recorded using microelectrode arrays (MEA). The experimental data were analyzed using partial least squares (PLS), support vector machine (SVM), back propagation neural network (BPNN) and the proposed method. The experimental results showed that the fuzzy linguistic prediction model could be adopted for predicting the actuation duration of high glucose to the sinoatrial node field potential. Compared with the other aforementioned models, the proposed model had higher prediction accuracy.
authors.affiliation: State Key Laboratory of Electrical Insulation and Power Equipment, School of Electrical Engineering, Xi'an Jiaotong University, Xi'an, 710049, China.
authors.forename: Yu
authors.initials: Y
authors.lastname: Feng
authors.affiliation: State Key Laboratory of Electrical Insulation and Power Equipment, School of Electrical Engineering, Xi'an Jiaotong University, Xi'an, 710049, China.
authors.forename: Hui
authors.initials: H
authors.lastname: Cao
authors.affiliation: State Key Laboratory of Electrical Insulation and Power Equipment, School of Electrical Engineering, Xi'an Jiaotong University, Xi'an, 710049, China.
authors.forename: Yanxia
authors.initials: Y
authors.lastname: Wang
authors.affiliation: State Key Laboratory of Electrical Insulation and Power Equipment, School of Electrical Engineering, Xi'an Jiaotong University, Xi'an, 710049, China.
authors.forename: Yanbin
authors.initials: Y
authors.lastname: Zhang
mesh_terms: D000208:Acute Disease; D000465:Algorithms; D000818:Animals; D003198:Computer Simulation; D017143:Fuzzy Logic; D005947:Glucose / Q000378:metabolism*; D006801:Humans; D006943:Hyperglycemia / Q000503:physiopathology*; D008037:Linguistics; D008297:Male; D051379:Mice; D008810:Mice, Inbred C57BL; D015233:Models, Statistical; D016571:Neural Networks, Computer; D010363:Pattern Recognition, Automated / Q000379:methods*; D015203:Reproducibility of Results; D012680:Sensitivity and Specificity; D012849:Sinoatrial Node / Q000503:physiopathology*
chemical_list: D005947:Glucose
keywords: Sinoatrial node field potential; acute hyperglycemia; fuzzy rule; linguistic prediction model