A Case-Based Patient Identification System using Pulse Oximeter and a Personalized Health Profile
نویسندگان
چکیده
This paper proposes a case-based system framework in order to identify patient using their health parameters taken with physiological sensors. It combines a personalized health profiling protocol with a Case-Based Reasoning (CBR) approach. The personalized health profiling helps to determine a number of individual parameters which are important inputs for a clinician to make the final diagnosis and treatment plan. The proposed system uses a pulse oximeter that measures pulse rate and blood oxygen saturation. The measurements are taken through an android application in a smart phone which is connected with the pulse oximeter and bluetooth communication. The CBR approach helps clinicians to make a diagnosis, classification and treatment plan by retrieving the most similar previous case. The case may also be used to follow the treatment progress. Here, the cases are formulated with person’s contextual information and extracted features from sensor signal measurements. The features are extracted considering three domain analysis: 1) time domain features using statistical measurement, 2) frequency domain features applying Fast Fourier Transform (FFT), and 3) time-frequency domain features applying Discrete Wavelet Transform (DWT). The initial result is acceptable that shows the advancement of the system while combining the personalized health profiling together with CBR.
منابع مشابه
Health Monitoring for Elderly: An Application Using Case-Based Reasoning and Cluster Analysis
This paper presents a framework to process and analyze data from a pulse oximeter which remotely measures pulse rate and blood oxygen saturation from a set of individuals. Using case-based reasoning (CBR) as the backbone to the framework, records are analyzed and categorized according to their similarity. Record collection has been performed using a personalized health profiling approach in whi...
متن کاملآگاهی کارکنان درمانی بخشهای ویژه نوزادان و کودکان درباره پالساکسیمتری
Background & Aim: Pulse Oximeter monitoring technology has become so common in intensive health care settings over the last decade that blood oxygen level is now considered as the fifth vital sign. However, it seems that medical and nursing staffs are not specially educated to operate with the devices. The aim of the study was to investigate the knowledge of medical assistants (residents), nurs...
متن کاملAdvanced Pulse Oximetry System for Remote Monitoring and Management
Pulse oximetry data such as saturation of peripheral oxygen (SpO(2)) and pulse rate are vital signals for early diagnosis of heart disease. Therefore, various pulse oximeters have been developed continuously. However, some of the existing pulse oximeters are not equipped with communication capabilities, and consequently, the continuous monitoring of patient health is restricted. Moreover, even ...
متن کاملA Compositional Personalization Approach for Designing Personalized Patient Educational Interventions for Cardiovascular Risk Management
Providing patients with personalized educational messages can improve self-management of Cardiovascular Disease (CVD) risk factors. We present our compositional personalization approach that generates personalized educational material by dynamically selecting fine-grained information snippets, as per the patient profile, and then synthesizing them in a educational template to yield personalized...
متن کاملAdaptive Patient Education Framework Featuring Personalized Cardiovascular Risk Management Interventions
The PULSE project objectives are to generate and evaluate a webbased personalized educational intervention for the management of cardiovascular risk. We present a web-based adaptive hypermedia system to create and deliver the personalized education material to the patient. The adaptive personalization framework is based on a patient profile created by combining an electronic patient data captur...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2012