Application of blockchain technique to reduce platelet wastage and shortage by forming hospital collaborative networks. Issue 2 (6th January 2021)
- Record Type:
- Journal Article
- Title:
- Application of blockchain technique to reduce platelet wastage and shortage by forming hospital collaborative networks. Issue 2 (6th January 2021)
- Main Title:
- Application of blockchain technique to reduce platelet wastage and shortage by forming hospital collaborative networks
- Authors:
- Rajendran, Suchithra
- Abstract:
- Abstract: Given the short shelf life of blood products and a decrease in donor population, hospitals endeavor to achieve an equilibrium between shortage and outdating. Though collaborating and sharing blood among hospitals will result in a reasonable reduction in surplus and deficit, health regulations strongly discourage blood exchange among hospitals due to traceability issues. With the recent advancement in peer-to-peer networking, blockchains have been used for record transactions in businesses with the advantage of being timestamped. This research is one of the first to address the blood inventory management problem using the blockchain technique by forming a collaborative network of hospitals and exchanging blood in that system, enabling transparency and traceability. A novel clustering technique, called multi-criteria clustering (MCC), using a mixed-integer programming approach, is proposed to form the blockchain network that bases its clustering decisions on a number of conflicting criteria, such as collaboration preference, geographical distribution, hospital size, and operational heterogeneity. Subsequent to this, a mathematical model is developed to identify purchasing strategies for each hospital in a blockchain network, given the opportunity to share blood among other hospitals in that network. This two-phase approach is tested using hospital settings in a neighborhood of a metropolitan city. Sensitivity analysis is performed to evaluate the effectiveness of theAbstract: Given the short shelf life of blood products and a decrease in donor population, hospitals endeavor to achieve an equilibrium between shortage and outdating. Though collaborating and sharing blood among hospitals will result in a reasonable reduction in surplus and deficit, health regulations strongly discourage blood exchange among hospitals due to traceability issues. With the recent advancement in peer-to-peer networking, blockchains have been used for record transactions in businesses with the advantage of being timestamped. This research is one of the first to address the blood inventory management problem using the blockchain technique by forming a collaborative network of hospitals and exchanging blood in that system, enabling transparency and traceability. A novel clustering technique, called multi-criteria clustering (MCC), using a mixed-integer programming approach, is proposed to form the blockchain network that bases its clustering decisions on a number of conflicting criteria, such as collaboration preference, geographical distribution, hospital size, and operational heterogeneity. Subsequent to this, a mathematical model is developed to identify purchasing strategies for each hospital in a blockchain network, given the opportunity to share blood among other hospitals in that network. This two-phase approach is tested using hospital settings in a neighborhood of a metropolitan city. Sensitivity analysis is performed to evaluate the effectiveness of the blockchain system with respect to change in cost, shelf life, demand distribution, and coefficient of demand variation. Based on the results, it can be concluded that, for all settings, the proposed blockchain network significantly outperforms the current system with independently acting hospitals, in spite of the additional blockchain development and operating expenses that are incurred. … (more)
- Is Part Of:
- IISE transactions on healthcare systems engineering. Volume 11:Issue 2(2021)
- Journal:
- IISE transactions on healthcare systems engineering
- Issue:
- Volume 11:Issue 2(2021)
- Issue Display:
- Volume 11, Issue 2 (2021)
- Year:
- 2021
- Volume:
- 11
- Issue:
- 2
- Issue Sort Value:
- 2021-0011-0002-0000
- Page Start:
- 128
- Page End:
- 144
- Publication Date:
- 2021-01-06
- Subjects:
- Blockchain -- hospital collaborative network -- multi-criteria clustering -- blood inventory management -- shortage and wastage
Biomedical engineering -- Periodicals
Medical informatics -- Periodicals
Medical care -- Periodicals
610.28 - Journal URLs:
- https://www.tandfonline.com/toc/uhse21/current ↗
http://www.tandfonline.com/ ↗ - DOI:
- 10.1080/24725579.2020.1864522 ↗
- Languages:
- English
- ISSNs:
- 2472-5579
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 17006.xml