Estimation of Packed Red Cells (PRC) Blood Stock Using Extended Kalman Filter as Management of Blood Transfusion at Blood Bank of PMI Surabaya

A. Muhith, T. Herlambang
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引用次数: 1

Abstract

One of the main problems encountered in health service system in developing countries is shortage of enough safe blood supply to meet the demand for blood transfusion. The safety and availability of blood supply rely on the government's support and commitment to the improvement of the national blood transfusion services. Safe blood stock can change from time to time, while the demand for blood constantly increases. Such method is considered less effective due to the fact that very often the data of blood donor do not meet the requirements. So a software for blood supply estimation is required. This paper is study of blood demand estimation for blood type of Packed Red Cells (PRC) at blood bank of PMI Surabaya by using the method of Extended Kalman Filter (EKF). The simulation results show that Extended Kalman Filter method have high accuracy with an error of less than 3-4%.
利用扩展卡尔曼滤波估计在PMI泗水血库输血管理中的红细胞(PRC)血存量
发展中国家卫生服务系统面临的主要问题之一是缺乏足够的安全血液供应来满足输血需求。血液供应的安全性和可得性取决于政府对改善国家输血服务的支持和承诺。安全血液储备可能不时发生变化,而对血液的需求却在不断增加。由于献血者的数据往往不符合要求,这种方法被认为效果较差。因此,需要一个血液供应评估软件。本文采用扩展卡尔曼滤波(EKF)方法对泗水PMI血库中红细胞(PRC)血型的血需求估计进行了研究。仿真结果表明,扩展卡尔曼滤波方法具有较高的精度,误差小于3-4%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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