Title :
Modeling of the Changes in Heart Rate and Blood Pressure with Characteristic Respiratory Waveform during Surgery under Local Anesthesia
Author :
Sakai, K. ; Matsui, Takashi
Author_Institution :
Nat. Inst. of Adv. Ind. Sci. & Technol. Tokyo, Tokyo
Abstract :
We are developing a model that can represent the physiological and mental responses of a patient at each stage of a surgical procedure during endoscopic sinus surgery under local anesthesia. In this study, causal influence structures among changes in heart rate and blood pressure and characteristic shapes on respiratory waveform were constructed using a Bayesian network. We defined ten respiratory waveform indices indicating breath-holding behaviors and respiratory irregularities. According to the results of analysis and model construction, the defined indices demonstrate improvements in the ability to predict the changing direction of blood pressure in all patients.
Keywords :
belief networks; cardiology; drugs; haemodynamics; medical signal processing; patient monitoring; surgery; Bayesian network; blood pressure; breath-holding behaviors; characteristic respiratory waveform; endoscopic sinus surgery; heart rate; local anesthesia; respiratory irregularity; Anesthesia; Bayesian methods; Biomedical monitoring; Blood pressure; Heart rate; Human factors; Pain; Shape; Surgery; Surges; Adult; Anesthesia, Local; Bayes Theorem; Blood Pressure; Endoscopy; Equipment Design; Heart Rate; Humans; Japan; Models, Statistical; Models, Theoretical; Monitoring, Intraoperative; Respiration; Respiratory System; Surgical Procedures, Operative;
Conference_Titel :
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location :
Lyon
Print_ISBN :
978-1-4244-0787-3
DOI :
10.1109/IEMBS.2007.4352650