Machine scheduling;
Flow-shop problem;
Parallel batching;
Hospital operations;
SDG 3 Good health and well-being;
PARALLEL BATCHING MACHINES;
REUSABLE INSTRUMENTS;
GENETIC ALGORITHM;
SHOP;
SETUP;
JOBS;
OPTIMIZATION;
DEVICES;
COSTS;
TIMES;
D O I:
10.1016/j.eswa.2024.125624
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Sterile processing is a critical secondary process and a major cost factor in the processing, acquisition, and storage of costly medical devices. This article aims to improve the performance of sterile processing by developing, implementing, and evaluating a dispatching rule-based algorithm to reduce the time medical devices spend in the central sterile supply department using a two-stage hybrid flow-shop formulation. The algorithm combines dispatching rules with stage decomposition and compatibility conditions. A genetic algorithm is designed to benchmark the performance in addition to an analytic bound. Real-world data from a large German hospital were used to test the effectiveness of the heuristics. The case study demonstrated the practical implications of the approach, leading to a reduction in the time medical devices spend in the system and improved utilization of washer-disinfector machines and sterilizers. It also highlighted the importance of aligning machine capacity with demand and the potential trade-offs associated with batch processing decisions. Our approach can contribute to substantial operational cost savings and efficiency gains, offering significant benefits to decision makers at both the operational and tactical levels.
机构:
Qingdao Hatran Ocean Intelligence Technol Co Ltd, Qingdao 266404, Peoples R ChinaQingdao Hatran Ocean Intelligence Technol Co Ltd, Qingdao 266404, Peoples R China
Huang, Yiping
Deng, Libao
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Inst Technol, Sch Informat Sci & Engn, Weihai 264209, Peoples R ChinaQingdao Hatran Ocean Intelligence Technol Co Ltd, Qingdao 266404, Peoples R China
Deng, Libao
Wang, Jianlei
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Vatitude Technol Co Ltd, Beijing 100089, Peoples R ChinaQingdao Hatran Ocean Intelligence Technol Co Ltd, Qingdao 266404, Peoples R China
Wang, Jianlei
Qiu, Weiwei
论文数: 0引用数: 0
h-index: 0
机构:
Minist Nat Resources, Informat Ctr, Beijing 100830, Peoples R ChinaQingdao Hatran Ocean Intelligence Technol Co Ltd, Qingdao 266404, Peoples R China
Qiu, Weiwei
Liu, Jinfeng
论文数: 0引用数: 0
h-index: 0
机构:
Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110006, Peoples R ChinaQingdao Hatran Ocean Intelligence Technol Co Ltd, Qingdao 266404, Peoples R China
机构:
Hunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Peoples R ChinaHunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Peoples R China
Wang, Zhen
Deng, Qianwang
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Peoples R ChinaHunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Peoples R China
Deng, Qianwang
Zhang, Like
论文数: 0引用数: 0
h-index: 0
机构:
Zhengzhou Univ Light Ind, Henan Prov Key Lab Intelligent Mfg Mech Equipment, Zhengzhou 450002, Peoples R ChinaHunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Peoples R China
Zhang, Like
Li, Haiqiu
论文数: 0引用数: 0
h-index: 0
机构:
Hunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Peoples R ChinaHunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Peoples R China
Li, Haiqiu
Li, Fengyuan
论文数: 0引用数: 0
h-index: 0
机构:
China Railway Tunnel Grp Co Ltd, Guangzhou 511400, Peoples R ChinaHunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Peoples R China