Paper title: |
Blood Donation Management System using K-Nearest Neighbor |
DOI: | https://doi.org/10.4316/JACSM.202302002 |
Published in: | Issue 2, (Vol. 17) / 2023 |
Publishing date: | 2023-10-16 |
Pages: | 14-20 |
Author(s): | NWAUKWA Johnwendy C., ISOK Ekanabasi Clement, ADAORA Ikele Mirian, IZEGBU Ikechukwu |
Abstract. | Blood donation management plays a critical role in ensuring a constant supply of safe and compatible blood for transfusion purposes. This research paper proposes a Blood Donation Management System that employs the K-Nearest Neighbor (KNN) algorithm to optimize the process of matching blood donors with recipients. The system aims to enhance the efficiency, accuracy, and accessibility of blood donation operations, ultimately saving more lives. The research includes an implementation of the system, and a comparison with alternative algorithms |
Keywords: | Blood Donation, Management System, K-Nearest Neighbor, Donor-Recipient Matching, Transfusion |
References: | 1. Alharbi, F. (2019). Progression towards an e-Management Centralized Blood Donation System in Saudi Arabia. International Conference on Advances in the Emerging Computing Technologies (AECT) (pp. 1-5). Al Madinah Al Munawwarah, Saudi Arabia: IEEE. doi:10.1109/AECT47998.2020.9194178 2. Ali, R. S., Hafez, T. F., Ali, A. B., & Abd-Alsabour, N. (2017). Blood bag: A web application to manage all blood donation and transfusion processes. International Conference on Wireless Communications, Signal Processing and Networking (WiSPNET) (pp. 2125-2130). Chennai, India: IEEE. doi:10.1109/WiSPNET.2017.8300136 3. Boonyanusith, W., & Jittamai, P. (2010). The Development of Web-Based System for Blood Requisition within Blood Supply Chain. Seventh International Conference on Information Technology: New Generations., 1-5. doi:10.1109/itng.2010.156 4. Casabuena, A., Caviles, R., Vera, J. A., Flores, K. G., Catacutan-Bangit, A., Manuel, R., Guadaña, R. R. (2018). BloodBank PH: A Framework for an Android-based Application for the Facilitation of Blood Services in the Philippines. TENCON 2018 - 2018 IEEE Region 10 Conference (pp. 1-5). Jeju, Korea (South): IEEE. doi:10.1109/tencon.2018.8650395 5. Chin-Yee, B. H., & Chin-Yee, I. H. (2016). Blood Transfusion and the Body in Early Modern France. Canadian Bulletin of Medical Histroy, 82-102. doi:10.3138/cbmh.33.1.82 6. Das, H. D., Ahmed, R., Smrity, N., & Islam, L. (2020). BDonor: A Geo-localised Blood Donor Management System Using Mobile Crowdsourcing. IEEE 9th International Conference on Communication Systems and Network Technologies (CSNT) (pp. 313-317). Gwalior, India: IEEE. doi:10.1109/CSNT48778.2020.9115776 7. Diana, H., Dunia, A. J., Khaled, S., Raja, J., Ibrar, Y., Mazin, D., & Samer, E. (2021). Blockchain-Based Management of Blood Donation. IEEE Access, vol. 9, 163016-163032. doi:10.1109/ACCESS.2021.3133953. 8. Domingos, D. C., Lima, L. F., Messias, T. F., Feijó, J. V., Diniz, A. A., & Soares, H. B. (2016). Blood hero: An application for encouraging the blood donation by applying gamification. 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (pp. 1-6). Orlando, FL, USA: IEEE. doi:10.1109/embc.2016.7592002 9. Elakya, R., Dhanam, M., Hemnaath, B., Dhanalakshmi, R., Gayathri, M., & I, H. B. (2022). Blood Donor Management System - An Android Based Model and Implementation. Third International Conference on Intelligent Computing Instrumentation and Control Technologies (ICICICT) (pp. 607-614). Kannur, India: IEEE. doi:10.1109/ICICICT54557.2022.9917630 10. Gallaher, J. R., Mulima, G., Kopp, D., Shores, C. G., Charles, A. G., & Klopp, M. T. (2017). Consequences of centralised blood bank policies in sub-Saharan Africa. The Lancet Global Health, 131-132. doi:10.1016/s2214-109x(16)30364-3 11. Ghernaout, I., Elmhadhbi, L., Masmoudi, M., Meliani, S. M., Archimede, B., & Karray, M. H. (2020). Towards a Centric Network-Based Cyber-Physical Social System for a Digitalized Mobile Blood Collection Process," 2020 IEEE/ACS 17th International Conference on Computer Systems and Applications (AICCSA). IEEE/ACS 17th International Conference on Computer Systems and Applications (AICCSA) (pp. 1-6). Antalya, Turkey: IEEE. doi:10.1109/AICCSA50499.2020.931650 12. Hashim, S. A., Al-Madani, A. M., Al-Amri, S. M., Al-Ghamdi, A. M., Bashamakh, B. S., & Aljojo, N. (2016). Online Blood Donation Reservation And Management System In Jeddah. Life Science Journal, 60-65. doi:10.1109/IDNOWE293023 13. Hegedüs, H., Szász, K., Simon, K., Fazakas, T., Mihály, A., & Nagy, K. (2019). Blood Notes: Software System for Promoting and Facilitating Blood Donation. IEEE 17th International Symposium on Intelligent Systems and Informatics (SISY) (pp. 77-82). Subotica, Serbia: IEEE. doi:10.1109/SISY47553.2019.9111536 14. Izadeen, G. Y., Abdulazeez, A. M., Zeebaree, D. Q., Hasan, D. A., & Ahmed, F. Y. (2021). Data Integration Using Data Mining and SMS Reminder for Automation of Blood Donation. IEEE International Conference on Automatic Control & Intelligent Systems (I2CACIS) (pp. 299-304). Shah Alam, Malaysia: IEEE. doi:10.1109/I2CACIS52118.2021.9495915 15. J, L. (1951). Le Centre féderal de transfusion de l'A.O.F. Médecine tropicale, 7-11. 16. Kaur, M., Nazir, N., Kaur, N., Ali, S. F., Agarwal, C., Dubey, U., . . . Dahiya, O. (2022). A Web-based Blood Bank System for Managing Records of Donors and Receipts. International Conference on Computational Intelligence and Sustainable Engineering Solutions (pp. 459-464). Greater Noida, India: IEEE. doi:10.1109/CISES54857.2022.9844389 17. Kindful. (2022). What is donor management software? The basics + top tools. Retrieved from Kindful: https://kindful.com/nonprofit-glossary/donor-management-software/ 18. Kumar, R., & Tyagi, M. (2021). Web Based Online Blood Donation System. International Conference on Advances in Computing, Communication Control and Networking (ICAC3N), 1630-1632. doi:10.1109/ICAC3N53548.2021.9725558. 19. Maji, G., Debnath, N. C., & Sen, S. (2018). Data Warehouse Based Analysis with Integrated Blood Donation Management System. IEEE 16th International Conference on Industrial Informatics (INDIN) (pp. 855-860). Porto, Portugal: IEEE. doi:10.1109/INDIN.2018.8471988 20. Mittal, N., & Snotra, K. (2017). Blood bank information system using Android application. Recent Developments in Control, Automation & Power Engineering (RDCAPE) (pp. 269-274). Noida, India: IEEE. doi:10.1109/RDCAPE.2017.8358280 21. Nigerian National Blood Transfusion Service. (2021, August). About: National Blood Service Commision. Retrieved from National Blood Service Commision: https://nbsc.gov.ng/ 22. Obinna, C. (2017, June 13). SAFE BLOOD: Nigeria fails to meet WHO requirements. Retrieved from vanguardngr: https://www.vanguardngr.com/2017/06/safe-blood-nigeria-fails-meet-requirements/ 23. Oreh, A., Bozegha, T., Ihimekpen, A., Biyama, F., Irechukwu, C., Aliu, S., . . . Eboph, S. (2022). Effect of the COVID-19 pandemic on blood donations and transfusions in Nigeria – A multi-facility study of 34 tertiary hospitals. Nigerian Journal of Clinical Practice, 25(6), 786-793. doi:10.4103/njcp.njcp_1437_21 24. Osaro, E., & Charles, A. (2011). The challenges of meeting the blood transfusion requirements in Sub-Saharan Africa: the need for the development of alternatives to allogenic blood. Journal of Blood Medicine, 7-21. doi:10.2147/JBM.S17194 25. Probytes . (2020). Donation management system. Retrieved from Probytes Web Development Company: https://www.probytes.net/blog/portfolio/donation-management-system/ 26. Red Cross. (1993). Projet inter-Croix-rouge de transfusion sanguine au Rwanda. Archives of the Belgian (Flemish) Red Cross. 27. Schneider, W. H. (2003). Blood transfusion between the wars. J Hist Med Allied Sci, 187-224. doi:10.1093/jhmas/58.2.187 28. Schneider, W. H. (2013). History of Blood Transfusion in Sub-Saharan Africa. Transfusion Medicine Reviews, 21-28. doi:10.1016/j.tmrv.2012.08.001 29. Tagny, C., Owusu-Ofori, S., Mbanya, D., Deneys, V., Erhabor, O., & Adias, T. (2010). The Blood Donor in sub-Saharan Africa: A Review. Transfus Med, 1-10. doi:10.1111/j.1365-3148.2009.00958.x. 30. The Editors of Encyclopaedia Britannica. (2019, June 28). The Strange, Grisly History of the First Blood Transfusion. . Retrieved from Encyclopedia Britannica: https://www.britannica.com/story/the-strange-grisly-history-of-the-first-blood-transfusion 31. Umar, F. O., & Ismaila, L. E. (2019). The Prospect and Significance of Lifeline: An E-blood bank System. 15th International Conference on Electronics Computer and Computation (ICECCO 2019), 1-6. doi:10.1109/icecco48375.2019.9043193 32. Wijayathilaka, P., Gamage, P. P., Silva, K. D., Athukorala, A., Kahandawaarachchi, K., & Pulasinghe, K. (2020). Secured, Intelligent Blood and Organ Donation Management System - “LifeShare”. 2nd International Conference on Advancements in Computing (ICAC) (pp. 374-379). Malabe, Sri Lanka: IEEE. doi:10.1109/ICAC51239.2020.9357211
|
Back to the journal content |