Ødegaard Fredrik, Roy Sudipendra Nath
Ivey Business School, Western University, London, ON Canada.
J Heuristics. 2021;27(5):719-745. doi: 10.1007/s10732-021-09474-0. Epub 2021 Apr 28.
Platelets are valuable, but highly perishable, blood components used in the treatment of, among others, viral dengue fever, blood-related illness, and post-chemotherapy following cancer. Given the short shelf-life of 3-5 days and a highly volatile supply and demand pattern, platelet inventory allocation is a challenging task. This is especially prevalent in emerging economies where demand variability is more pronounced due to neglected tropical diseases, and a perpetual shortage of supply. The consequences of which have given rise to an illegal 'red market'. Motivated by experience at a regional hospital in India, we investigate the problem of platelet allocation among three priority-differentiated demand streams. Specifically we consider a central hospital which, in addition to internal emergency and non-emergency requests, faces external demand from local clinics. We analyze the platelet allocation decision from a social planner's perspective and propose an allocation heuristic based on revenue management (RM) principles. The objective is to maximize total social benefit in a highly supply-constrained environment. Using data from the aforementioned Indian hospital as a case study, we conduct a numerical simulation and sensitivity analysis to evaluate the allocation heuristic. The performance of the RM-based policy is evaluated against the current sequential first come, first serve policy and two fixed proportion-based rationing policies. It is shown that the RM-based policy overall dominates, serves patients with the highest medical urgency better, and can curtail patients' need to procure platelets from commercial sources.
血小板是一种珍贵但极易变质的血液成分,可用于治疗多种疾病,包括病毒性登革热、血液相关疾病以及癌症化疗后病症。鉴于其3至5天的短保质期以及高度波动的供需模式,血小板库存分配是一项具有挑战性的任务。这在新兴经济体中尤为普遍,由于被忽视的热带疾病导致需求变化更为明显,且供应长期短缺,其后果催生了非法的“红色市场”。受印度一家地区医院经验的启发,我们研究了在三个优先级不同的需求流之间分配血小板的问题。具体而言,我们考虑一家中心医院,除了内部的紧急和非紧急请求外,还面临来自当地诊所的外部需求。我们从社会规划者的角度分析血小板分配决策,并提出一种基于收益管理(RM)原则的分配启发式方法。目标是在高度供应受限的环境中使社会总效益最大化。以上述印度医院的数据为案例研究,我们进行了数值模拟和敏感性分析,以评估该分配启发式方法。将基于RM的政策的绩效与当前的顺序先到先得政策以及两种基于固定比例的配给政策进行了比较。结果表明,基于RM的政策总体上占主导地位,能更好地为医疗紧急程度最高的患者服务,并可减少患者从商业渠道获取血小板的需求。