Using Neural Network in Order to Predict Hypotension of Hemodialysis Patients

  • سال انتشار: 1390
  • محل انتشار: نوزدهمین کنفرانس مهندسی برق ایران
  • کد COI اختصاصی: ICEE19_436
  • زبان مقاله: انگلیسی
  • تعداد مشاهده: 1253
دانلود فایل این مقاله

نویسندگان

Vahid Abouei

Amirkabir University of Technology (Tehran Polytechnic), Department of Biomedical Eng

Hani Sharifian

Amirkabir University of Technology (Tehran Polytechnic), Department of Biomedical Eng

Farzad Towhidkhah

Amirkabir University of Technology (Tehran Polytechnic), Department of Biomedical

Vahidreza Nafisi

Islamic Azad University (Tehran), Department of Biomedical Eng

چکیده

Hypotension during hemodialysis session is one of the most common problems occurred in about 20% of hemodialysis patients. Now, one of the problems of dialysis departments is to understand this, because it requires continuous monitoring of blood pressure in dialysis patients. To resolve this problem, in this study using data from patient’s heart rate and blood concentrations that are recorded non-invasively and using neural network, develop a model, in addition to the mapping of these two parameters on blood pressure, be able to predict the patient pressure. By this neural network model, the error percentage of pressure instantly is 8.9% and the average error percentage of the predicted pressure 9% was obtained. Considering the amount of patient’s pressure changes approximately 10-15% will be ignored, and does not produce a particular problem for patients, this model, has the high ability to predict pressure and estimation of situation of the patient

کلیدواژه ها

Heart Rate, Hemodialysis, Hypotension, Neural Networks, Patient's Blood Concentration,Prediction

مقالات مرتبط جدید

اطلاعات بیشتر در مورد COI

COI مخفف عبارت CIVILICA Object Identifier به معنی شناسه سیویلیکا برای اسناد است. COI کدی است که مطابق محل انتشار، به مقالات کنفرانسها و ژورنالهای داخل کشور به هنگام نمایه سازی بر روی پایگاه استنادی سیویلیکا اختصاص می یابد.

کد COI به مفهوم کد ملی اسناد نمایه شده در سیویلیکا است و کدی یکتا و ثابت است و به همین دلیل همواره قابلیت استناد و پیگیری دارد.