Time Series Modeling of Blood in Demand for Kurunegala District, Sri Lanka

In general, blood comes into four main Groups; O, A, B, and AB. The most common and highly demanded blood is Group O. Blood can also be subdivided into its main components; red cells, white cells, platelets, and plasma. Unfortunately, red cells only have a shelf-life of 35 or 42 days, while platelet...

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Main Authors: De Zoysa, W.D.W., Varathan, N.
Format: Other/Unknown Material
Language:English
Published: Uva Wellassa University of Sri Lanka 2020
Subjects:
Online Access:http://www.erepo.lib.uwu.ac.lk/bitstream/handle/123456789/5739/proceeding_oct_08-218.pdf?sequence=1&isAllowed=y
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spelling ftunivwellassa:oai:www.erepo.lib.uwu.ac.lk:123456789/5739 2023-05-15T15:37:38+02:00 Time Series Modeling of Blood in Demand for Kurunegala District, Sri Lanka International Research Conference 2020 De Zoysa, W.D.W. Varathan, N. 2020 application/pdf http://www.erepo.lib.uwu.ac.lk/bitstream/handle/123456789/5739/proceeding_oct_08-218.pdf?sequence=1&isAllowed=y en eng Uva Wellassa University of Sri Lanka International Research Conference 9789550481293 http://www.erepo.lib.uwu.ac.lk/bitstream/handle/123456789/5739/proceeding_oct_08-218.pdf?sequence=1&isAllowed=y Health Science medical science Other 2020 ftunivwellassa 2021-02-07T18:52:53Z In general, blood comes into four main Groups; O, A, B, and AB. The most common and highly demanded blood is Group O. Blood can also be subdivided into its main components; red cells, white cells, platelets, and plasma. Unfortunately, red cells only have a shelf-life of 35 or 42 days, while platelet shelf life is even less, only five days. Blood cells are essential components of the human body. Blood cannot be manufactured mechanically and can only be obtained by donation. Human blood pressure and heart rate will stay close to normal as one human loss up to 30% of blood. If they lose more than 40% of blood they will die. It’s important to get to a hospital to start receiving blood transfusion to prevent this. Blood transfusion is generally required in surgeries, childbirths, organ transplants, and for patients who are receiving treatments for diseases such as cancers and anaemia. Therefore, it is essential to study the blood in demand for the near future. According to Sri Lanka, the National Blood Transfusion Service (NBTS) is the sole supplier of blood and blood products to all state hospitals and it has ninety-six blood Banks Island-wide. This study investigates to develop a suitable time series model for the monthly blood demand for Kurunegala district. The data was obtained from the NBTS Sri Lanka, which consists of the monthly demand for red blood cells from January 2011 to November 2017. The modeling has been done using the BoxJenkin’s Auto-Regressive Integrated Moving Average (ARIMA) procedure. Moreover, to identify the best fitting model, Akaike Information Criterion (AIC), Bayesian Information Criterion (BIC) and Mean Square Error (MSE) were used. Through the analysis, it was identified that ARIMA (0, 1, 1) is the most appropriate model for the monthly blood in demand for the Kurunegala district. Key words: Blood in demand, Blood groups, Red cells, ARIMA Other/Unknown Material Banks Island UWU eRepository (Uva Wellassa University)
institution Open Polar
collection UWU eRepository (Uva Wellassa University)
op_collection_id ftunivwellassa
language English
topic Health Science
medical science
spellingShingle Health Science
medical science
De Zoysa, W.D.W.
Varathan, N.
Time Series Modeling of Blood in Demand for Kurunegala District, Sri Lanka
topic_facet Health Science
medical science
description In general, blood comes into four main Groups; O, A, B, and AB. The most common and highly demanded blood is Group O. Blood can also be subdivided into its main components; red cells, white cells, platelets, and plasma. Unfortunately, red cells only have a shelf-life of 35 or 42 days, while platelet shelf life is even less, only five days. Blood cells are essential components of the human body. Blood cannot be manufactured mechanically and can only be obtained by donation. Human blood pressure and heart rate will stay close to normal as one human loss up to 30% of blood. If they lose more than 40% of blood they will die. It’s important to get to a hospital to start receiving blood transfusion to prevent this. Blood transfusion is generally required in surgeries, childbirths, organ transplants, and for patients who are receiving treatments for diseases such as cancers and anaemia. Therefore, it is essential to study the blood in demand for the near future. According to Sri Lanka, the National Blood Transfusion Service (NBTS) is the sole supplier of blood and blood products to all state hospitals and it has ninety-six blood Banks Island-wide. This study investigates to develop a suitable time series model for the monthly blood demand for Kurunegala district. The data was obtained from the NBTS Sri Lanka, which consists of the monthly demand for red blood cells from January 2011 to November 2017. The modeling has been done using the BoxJenkin’s Auto-Regressive Integrated Moving Average (ARIMA) procedure. Moreover, to identify the best fitting model, Akaike Information Criterion (AIC), Bayesian Information Criterion (BIC) and Mean Square Error (MSE) were used. Through the analysis, it was identified that ARIMA (0, 1, 1) is the most appropriate model for the monthly blood in demand for the Kurunegala district. Key words: Blood in demand, Blood groups, Red cells, ARIMA
format Other/Unknown Material
author De Zoysa, W.D.W.
Varathan, N.
author_facet De Zoysa, W.D.W.
Varathan, N.
author_sort De Zoysa, W.D.W.
title Time Series Modeling of Blood in Demand for Kurunegala District, Sri Lanka
title_short Time Series Modeling of Blood in Demand for Kurunegala District, Sri Lanka
title_full Time Series Modeling of Blood in Demand for Kurunegala District, Sri Lanka
title_fullStr Time Series Modeling of Blood in Demand for Kurunegala District, Sri Lanka
title_full_unstemmed Time Series Modeling of Blood in Demand for Kurunegala District, Sri Lanka
title_sort time series modeling of blood in demand for kurunegala district, sri lanka
publisher Uva Wellassa University of Sri Lanka
publishDate 2020
url http://www.erepo.lib.uwu.ac.lk/bitstream/handle/123456789/5739/proceeding_oct_08-218.pdf?sequence=1&isAllowed=y
genre Banks Island
genre_facet Banks Island
op_relation International Research Conference
9789550481293
http://www.erepo.lib.uwu.ac.lk/bitstream/handle/123456789/5739/proceeding_oct_08-218.pdf?sequence=1&isAllowed=y
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