Linear model-based estimation of blood pressure and cardiac output for Normal and Paranoid cases

被引:5
作者
Aboamer, Mohamed Abdelkader [1 ]
Azar, Ahmad Taher [2 ]
Wahba, Khaled [3 ]
Mohamed, Abdallah S. A. [3 ]
机构
[1] Misr Univ Sci & Technol, Dept Biomed Engn, Fac Engn, 6th Of October City, Egypt
[2] Benha Univ, Fac Comp & Informat, Banha, Egypt
[3] Cairo Univ, Fac Engn, Syst & Biomed Engn Dept, Giza 12211, Egypt
关键词
System identification; MISO transfer function; Heart rate; Stroke volume; Cardiac output; Blood pressure; HEART-RATE-VARIABILITY; TORSADE-DE-POINTES; ANTIPSYCHOTIC-DRUGS; INTERVAL ABNORMALITIES; MYOCARDIAL-INFARCTION; QT INTERVAL; SYSTEM; IDENTIFICATION; DEATH; CARDIOTOXICITY;
D O I
10.1007/s00521-014-1566-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Provisioning a generic simple linear mathematical model for Paranoid and Healthy cases leading to auxiliary investigation of the neuroleptic drugs effect imposed on cardiac output (CO) and blood pressure (BP). Multi-input single output system identification in consistency with the Z-Transform is considered an essential role in the exploration of linear discrete system identification. Twenty Paranoid and 20 Healthy peer cases have been chosen to lie under study. The generated CO model forming two poles and two zeros produced a root-mean-squared error (RMSE) of 0.109 and an average RMSE of 1.39 due to Paranoid cases. On the other hand, Healthy cases obtained model held three poles and two zeros with RMSE equal to 0.17 and an average of 0.63. The BP model with four poles and two zeros showed a 2.15 and 21.69 for RMSE and an average RMSE, respectively, for Paranoid cases, whereas seven poles and two zeros provided an RMSE of 5.7 and an average RMSE of 17.19 for Healthy cases. The obtained results were provided a generic models of CO with promising outcomes for Paranoid and Healthy cases. Moreover, the BP model has less and yet acceptable results in both Paranoid and Healthy cases.
引用
收藏
页码:1223 / 1240
页数:18
相关论文
共 81 条
[1]  
Abdelmawla N, 2006, ADV PSYCHIAT TREAT, V12, P100
[2]   Myocardial infarction redefined -: A consensus Document of the Joint European Society of Cardiology/American College of Cardiology Committee for the Redefinition of Myocardial Infarction [J].
Alpert, JS ;
Antman, E ;
Apple, F ;
Armstrong, PW ;
Bassand, JP ;
de Luna, AB ;
Beller, G ;
Breithardt, G ;
Chaitman, BR ;
Clemmensen, P ;
Falk, E ;
Fishbein, MC ;
Galvani, M ;
Garson, A ;
Grines, C ;
Hamm, C ;
Jaffe, A ;
Katus, H ;
Kjekshus, J ;
Klein, W ;
Klootwijk, P ;
Lenfant, C ;
Levy, D ;
Levy, RI ;
Luepker, R ;
Marcus, F ;
Näslund, U ;
Ohman, M ;
Pahlm, O ;
Poole-Wilson, P ;
Popp, R ;
Alto, P ;
Pyörälä, K ;
Ravkilde, J ;
Rehnquist, N ;
Roberts, W ;
Roberts, R ;
Roelandt, J ;
Rydén, L ;
Sans, S ;
Simoons, ML ;
Thygesen, K ;
Tunstall-Pedoe, H ;
Underwood, R ;
Uretsky, BF ;
Van de Werf, F ;
Voipio-Pulkki, LM ;
Wagner, G ;
Wallentin, L ;
Wijns, W .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2000, 36 (03) :959-969
[3]   CORRELATIONAL STUDIES OF THE SCALE FOR THE ASSESSMENT OF NEGATIVE SYMPTOMS AND THE SCALE FOR THE ASSESSMENT OF POSITIVE SYMPTOMS - AN OVERVIEW AND UPDATE [J].
ANDREASEN, NC ;
ARNDT, S ;
MILLER, D ;
FLAUM, M ;
NOPOULOS, P .
PSYCHOPATHOLOGY, 1995, 28 (01) :7-17
[4]  
Apple FS, 2001, CLIN CHEM, V47, P377
[5]   Non-linear complexity measures of heart rate variability in acute schizophrenia [J].
Baer, Karl-Juergen ;
Boettger, Michael Karl ;
Koschke, Mandy ;
Schulz, Steffen ;
Chokka, Pratap ;
Yeragani, Vikrarn K. ;
Voss, Andreas .
CLINICAL NEUROPHYSIOLOGY, 2007, 118 (09) :2009-2015
[6]  
Bai J, 1997, METHOD INFORM MED, V36, P261
[7]   Loss of efferent vagal activity in acute schizophrenia [J].
Bär, KJ ;
Letzsch, A ;
Jochum, T ;
Wagner, G ;
Greiner, W ;
Sauer, H .
JOURNAL OF PSYCHIATRIC RESEARCH, 2005, 39 (05) :519-527
[8]  
BARNSTON AG, 1992, WEATHER FORECAST, V7, P699, DOI 10.1175/1520-0434(1992)007<0699:CATCRA>2.0.CO
[9]  
2
[10]   Removing artifacts from electrocardiographic signals using independent components analysis [J].
Barros, AK ;
Mansour, A ;
Ohnishi, N .
NEUROCOMPUTING, 1998, 22 (1-3) :173-186