Optimal collection of medical specimens and delivery to central laboratory
We propose an efficient algorithm to provide transportation routes and schedules to pick up medical specimens from clinics, physician’s offices, and hospitals and deliver them to a central laboratory quickly. This healthcare vehicle routing and scheduling problem differs from existing vehicle routin...
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| Published in | Annals of operations research Vol. 287; no. 1; pp. 537 - 564 |
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| Main Authors | , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
Springer US
01.04.2020
Springer Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0254-5330 1572-9338 |
| DOI | 10.1007/s10479-019-03260-9 |
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| Abstract | We propose an efficient algorithm to provide transportation routes and schedules to pick up medical specimens from clinics, physician’s offices, and hospitals and deliver them to a central laboratory quickly. This healthcare vehicle routing and scheduling problem differs from existing vehicle routing problems primarily in that, instead of minimizing driving time, the objective is to minimize the completion time, that is, the time from when the specimen is available for pickup until it is delivered to the central laboratory. We combine the routing problem with scheduling of vehicles and formulate a mixed integer linear program. We present a new algorithm to solve this optimization problem, called the Vehicle Routing and Scheduling Algorithm (VeRSA). VeRSA uses an indexing method inspired by scheduling methods to efficiently traverse a branch-and-bound tree associated with the mixed integer program. Instead of using a linear programming relaxation, as is common, we prove several propositions that lead to expressions that are fast to compute. We also prove a theoretical lower bound to provide some information on an optimality gap. Numerical results on three small and three large test problems demonstrate the high quality of solutions provided by VeRSA. The data in the large test problems are based on data provided by the University of Washington Medical Center (with modifications to protect confidentiality). The computational speed of VeRSA makes it applicable to real-time operational decisions when demand may be updated at any time due to cancellations or additional pickups. This model is applicable to other types of pickup and delivery systems where the waiting time of a package is important, such as perishable items. |
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| AbstractList | We propose an efficient algorithm to provide transportation routes and schedules to pick up medical specimens from clinics, physician's offices, and hospitals and deliver them to a central laboratory quickly. This healthcare vehicle routing and scheduling problem differs from existing vehicle routing problems primarily in that, instead of minimizing driving time, the objective is to minimize the completion time, that is, the time from when the specimen is available for pickup until it is delivered to the central laboratory. We combine the routing problem with scheduling of vehicles and formulate a mixed integer linear program. We present a new algorithm to solve this optimization problem, called the Vehicle Routing and Scheduling Algorithm (VeRSA). VeRSA uses an indexing method inspired by scheduling methods to efficiently traverse a branch-and-bound tree associated with the mixed integer program. Instead of using a linear programming relaxation, as is common, we prove several propositions that lead to expressions that are fast to compute. We also prove a theoretical lower bound to provide some information on an optimality gap. Numerical results on three small and three large test problems demonstrate the high quality of solutions provided by VeRSA. The data in the large test problems are based on data provided by the University of Washington Medical Center (with modifications to protect confidentiality). The computational speed of VeRSA makes it applicable to real-time operational decisions when demand may be updated at any time due to cancellations or additional pickups. This model is applicable to other types of pickup and delivery systems where the waiting time of a package is important, such as perishable items. |
| Audience | Academic |
| Author | Zabinsky, Zelda B. Kiatsupaibul, Seksan Heim, Joseph A. Dulyakupt, Pattamon Zhang, Pengbo Xiao, Cao Zangeneh-Khamooshi, Shabnam |
| Author_xml | – sequence: 1 givenname: Zelda B. orcidid: 0000-0003-1838-4981 surname: Zabinsky fullname: Zabinsky, Zelda B. organization: Department of Industrial and Systems Engineering, University of Washington – sequence: 2 givenname: Pattamon orcidid: 0000-0002-4486-7461 surname: Dulyakupt fullname: Dulyakupt, Pattamon email: pattamon.dul@gmail.com organization: Department of Statistics and Social Innovation Research Unit, Chulalongkorn University – sequence: 3 givenname: Shabnam surname: Zangeneh-Khamooshi fullname: Zangeneh-Khamooshi, Shabnam organization: Boeing Company – sequence: 4 givenname: Cao surname: Xiao fullname: Xiao, Cao organization: Analytics Center of Excellence, IQVIA – sequence: 5 givenname: Pengbo surname: Zhang fullname: Zhang, Pengbo organization: Atigeo – sequence: 6 givenname: Seksan surname: Kiatsupaibul fullname: Kiatsupaibul, Seksan organization: Department of Statistics and Social Innovation Research Unit, Chulalongkorn University – sequence: 7 givenname: Joseph A. surname: Heim fullname: Heim, Joseph A. organization: Department of Industrial and Systems Engineering, University of Washington |
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| CitedBy_id | crossref_primary_10_1109_TASE_2020_3026484 crossref_primary_10_1016_j_multra_2024_100170 crossref_primary_10_1080_23302674_2024_2374968 crossref_primary_10_1016_j_ejor_2023_04_003 crossref_primary_10_1016_j_cor_2023_106265 crossref_primary_10_1007_s10479_022_04596_5 crossref_primary_10_1111_itor_13386 crossref_primary_10_1016_j_cie_2024_110196 crossref_primary_10_1016_j_trc_2024_104625 crossref_primary_10_12688_gatesopenres_13219_2 crossref_primary_10_12688_gatesopenres_13219_1 crossref_primary_10_1111_itor_12867 |
| Cites_doi | 10.1007/s11301-008-0033-7 10.1287/opre.47.1.165 10.1016/j.ifacol.2017.08.689 10.1007/s11301-008-0036-4 10.1287/trsc.1110.0377 10.1007/s11590-012-0497-1 10.1057/jors.2011.25 10.1287/trsc.1120.0416 10.1016/j.cor.2016.07.019 10.1016/j.cor.2009.02.008 10.1016/j.orhc.2017.06.001 10.1016/S0377-2217(95)00376-2 10.1016/j.cie.2008.03.001 10.1287/trsc.1120.0417 10.1016/j.cor.2005.02.044 |
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| Snippet | We propose an efficient algorithm to provide transportation routes and schedules to pick up medical specimens from clinics, physician’s offices, and hospitals... We propose an efficient algorithm to provide transportation routes and schedules to pick up medical specimens from clinics, physician's offices, and hospitals... |
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| SubjectTerms | Algorithms Business and Management Combinatorics Completion time Diagnostic specimens Health care facilities Laboratories Linear programming Lower bounds Mathematical models Mathematical optimization Mixed integer Operations research Operations Research/Decision Theory Optimization Original Research Production scheduling Route planning Schedules Scheduling Scheduling (Management) Theory of Computation Transportation Vehicle routing |
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| Title | Optimal collection of medical specimens and delivery to central laboratory |
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