A machine learning model with linear and quadratic regression for designing pharmaceutical supply chains with soft time windows and perishable products
Product perishability is an important problem in Pharmaceutical Supply Chains (PSC). Demand perishability and unpredictability add enormous complexity to successfully implementing efficient Pharmaceutical Supply Chain Network Design (PSCND). This study develops a mathematical model for the PSCND. Th...
Saved in:
Published in | Decision analytics journal Vol. 9; p. 100325 |
---|---|
Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Elsevier Inc
01.12.2023
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Product perishability is an important problem in Pharmaceutical Supply Chains (PSC). Demand perishability and unpredictability add enormous complexity to successfully implementing efficient Pharmaceutical Supply Chain Network Design (PSCND). This study develops a mathematical model for the PSCND. The two objective functions used in the model minimize the total cost and the delivery penalty due to schedule violations involving Soft Time Windows (STWs). Using a STW strategy in the Distribution Center (DC) allocation model empowers decision-makers to include a time-based performance metric for DC evaluation based on the degree of urgency or need for a part. Moreover, Linear Regression (LR) and Quadratic Regression (QR) Machine Learning (ML) algorithms are proposed to forecast the demand and decrease the possibility of a shortage in the PSCND. We show that QR has better performance than LR in PSCND. In the proposed approach, the demand for medicine is forecasted by the QR technique. The Goal Attainment (GA) method is used to solve the suggested model. Finally, sensitivity analysis and managerial perspectives are offered. The numerical outcomes show that the suggested model leads to an efficient PSC, reducing cost, decreasing shortage, and increasing customer satisfaction with STW consideration.
•This study designs a new model for pharmaceutical supply chain network.•The proposed network considers soft time window and product perishability.•A machine learning model is used for forecasting the demand.•Linear and quadratic regression methods are used in the proposed machine learning model.•The goal attainment method is used to solve the suggested problem. |
---|---|
AbstractList | Product perishability is an important problem in Pharmaceutical Supply Chains (PSC). Demand perishability and unpredictability add enormous complexity to successfully implementing efficient Pharmaceutical Supply Chain Network Design (PSCND). This study develops a mathematical model for the PSCND. The two objective functions used in the model minimize the total cost and the delivery penalty due to schedule violations involving Soft Time Windows (STWs). Using a STW strategy in the Distribution Center (DC) allocation model empowers decision-makers to include a time-based performance metric for DC evaluation based on the degree of urgency or need for a part. Moreover, Linear Regression (LR) and Quadratic Regression (QR) Machine Learning (ML) algorithms are proposed to forecast the demand and decrease the possibility of a shortage in the PSCND. We show that QR has better performance than LR in PSCND. In the proposed approach, the demand for medicine is forecasted by the QR technique. The Goal Attainment (GA) method is used to solve the suggested model. Finally, sensitivity analysis and managerial perspectives are offered. The numerical outcomes show that the suggested model leads to an efficient PSC, reducing cost, decreasing shortage, and increasing customer satisfaction with STW consideration.
•This study designs a new model for pharmaceutical supply chain network.•The proposed network considers soft time window and product perishability.•A machine learning model is used for forecasting the demand.•Linear and quadratic regression methods are used in the proposed machine learning model.•The goal attainment method is used to solve the suggested problem. |
ArticleNumber | 100325 |
Author | Rekabi, Shabnam Sazvar, Zeinab Goodarzian, Fariba |
Author_xml | – sequence: 1 givenname: Shabnam surname: Rekabi fullname: Rekabi, Shabnam email: Shanam.rekabi7313@ut.ac.ir organization: School of Industrial & Systems Engineering, College of Engineering, University of Tehran, Tehran, Iran – sequence: 2 givenname: Zeinab surname: Sazvar fullname: Sazvar, Zeinab email: sazvar@ut.ac.ir organization: School of Industrial & Systems Engineering, College of Engineering, University of Tehran, Tehran, Iran – sequence: 3 givenname: Fariba orcidid: 0000-0001-9295-1839 surname: Goodarzian fullname: Goodarzian, Fariba email: faribagoodarzian@us.es organization: Engineering Group, School of Engineering, University of Seville, Camino de los Descubrimientos s/n, 41092 Seville, Spain |
BookMark | eNp9kEtOwzAQhi1UJErpDVj4Ai325OVukKqKl4TEBtaWa08aR6kd7ISqJ-G6pA0LVqw8npn_0-i7JhPnHRJyy9mSM57f1Uujat-HJTBIhhZLILsgUygKWOQ5wORPfUXmMdaMMRCcJyyZku813StdWYe0QRWcdTu69wYberBdRZthoAJVztDPXpmgOqtpwF3AGK13tPSBGox2dw62lQoDDfthSzU09m3bHKmulHVx5EVfdrSzexy-zvhDPKNbDDZWatsgbYM3ve7iDbksVRNx_vvOyMfjw_vmefH69vSyWb8uNKwgW4hVWhiGpsgx5UIUfAsomF4ZBbmBFDMBUEBaaKF1whgWUAotVkOCAQfMkhlJR64OPsaApWyD3atwlJzJk19Zy9GvPPmVo98hdj_GcLjty2KQUVt0Go0NqDtpvP0f8APBJ4qR |
CitedBy_id | crossref_primary_10_1016_j_dajour_2023_100377 crossref_primary_10_1016_j_sca_2023_100040 crossref_primary_10_1016_j_jclepro_2024_142922 crossref_primary_10_21303_2461_4262_2024_003148 crossref_primary_10_1007_s10479_023_05734_3 |
Cites_doi | 10.1016/j.engappai.2021.104188 10.1007/s10479-021-04073-5 10.1007/s11096-016-0287-4 10.1016/j.jclepro.2019.117719 10.1016/j.is.2021.101759 10.1016/j.compchemeng.2019.106689 10.1016/j.procir.2022.05.119 10.1016/j.asoc.2020.106331 10.1016/j.compchemeng.2023.108163 10.1016/j.respol.2022.104563 10.1016/j.promfg.2018.02.188 10.1016/j.ijpe.2018.06.013 10.1016/j.cie.2022.108974 10.1016/j.procs.2019.01.100 10.1016/j.retrec.2021.101174 10.1186/s40545-021-00371-2 10.1007/s10479-021-03961-0 10.1007/s11356-022-19105-1 10.1016/j.cie.2023.108997 10.1016/j.ins.2017.09.046 10.1016/j.orhc.2014.08.001 10.1007/s10479-021-03997-2 10.1016/j.cherd.2018.09.008 10.1016/j.wasman.2012.05.020 10.1016/j.cie.2023.109243 10.1016/S0377-2217(96)00030-6 10.1016/j.ejor.2011.12.028 10.1136/ejhpharm-2014-000593 10.1016/j.wasman.2010.03.036 10.1016/j.tre.2017.02.004 10.1016/j.jclepro.2020.121897 10.1016/S0305-0483(02)00064-6 10.1016/j.seps.2023.101602 10.1016/j.asoc.2023.110357 10.1016/j.cor.2022.105968 10.1111/poms.13426 |
ContentType | Journal Article |
Copyright | 2023 The Authors |
Copyright_xml | – notice: 2023 The Authors |
DBID | 6I. AAFTH AAYXX CITATION |
DOI | 10.1016/j.dajour.2023.100325 |
DatabaseName | ScienceDirect Open Access Titles Elsevier:ScienceDirect:Open Access CrossRef |
DatabaseTitle | CrossRef |
DatabaseTitleList | |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Mathematics |
EISSN | 2772-6622 |
ExternalDocumentID | 10_1016_j_dajour_2023_100325 S2772662223001650 |
GroupedDBID | 6I. AAFTH AAXUO ALMA_UNASSIGNED_HOLDINGS AMRAJ EBS FDB GROUPED_DOAJ M41 M~E OK1 ROL 0R~ AALRI AAYXX ADVLN AFJKZ AITUG CITATION |
ID | FETCH-LOGICAL-c2925-8947d0ed76e418871b2e80c9da26d24e58227247c8cc300e72f8c890ed0212e53 |
ISSN | 2772-6622 |
IngestDate | Thu Nov 21 21:46:59 EST 2024 Sat Sep 30 17:12:08 EDT 2023 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Keywords | Soft time window Perishability Quadratic regression Linear regression Pharmaceutical supply chain Machine learning |
Language | English |
License | This is an open access article under the CC BY license. |
LinkModel | OpenURL |
MergedId | FETCHMERGED-LOGICAL-c2925-8947d0ed76e418871b2e80c9da26d24e58227247c8cc300e72f8c890ed0212e53 |
ORCID | 0000-0001-9295-1839 |
OpenAccessLink | http://dx.doi.org/10.1016/j.dajour.2023.100325 |
ParticipantIDs | crossref_primary_10_1016_j_dajour_2023_100325 elsevier_sciencedirect_doi_10_1016_j_dajour_2023_100325 |
PublicationCentury | 2000 |
PublicationDate | 2023-12-01 |
PublicationDateYYYYMMDD | 2023-12-01 |
PublicationDate_xml | – month: 12 year: 2023 text: 2023-12-01 day: 01 |
PublicationDecade | 2020 |
PublicationTitle | Decision analytics journal |
PublicationYear | 2023 |
Publisher | Elsevier Inc |
Publisher_xml | – name: Elsevier Inc |
References | Yang (b43) 2023; 7 Zahiri, Jula, Tavakkoli-Moghaddam (b12) 2018; 423 Rekabi, Sazvar, Tavakkoli-Moghaddam (b15) 2022; 2 Pathy, Rahimian (b17) 2023; 180 Viegas, Bond, Vaz, Bertolo (b23) 2019; 238 Yu, Zeleny (b51) 1974; 8 Jabbarzadeh, Haughton, Pourmehdi (b21) 2019; 214 Kumar Detwal, Soni, Kumar Jakhar, Kumar Srivastava, Madaan, Kayikci (b39) 2023; 158 Kadkhodamanesh, Varahrami, Zarei, Peiravian, Hadidi, Yousefi (b27) 2021; 14 Kochakkashani, Kayvanfar, Haji (b42) 2023; 87 Ioannou, Kritikos, Prastacos (b49) 2003; 31 Abdallah, Nizamuddin (b40) 2023; 177 Asadi, Khatir, Rahimi (b8) 2022; 29 Ahmad (b37) 2022; 311 Feng, Zhao, Wang, Feng, Guo (b38) 2023; 176 Savadkoohi, Mousazadeh, Torabi (b19) 2018; 138 Sieckmann, Ngoc, Helm, Kohl (b20) 2018; 21 Konovalenko, Ludwig (b29) 2021; 100 Mediavilla, Dietrich, Palm (b33) 2022; 107 Al-Shareef (b14) 2016; 38 Priyan, Uthayakumar (b4) 2014; 3 Malleeswaran, Uthayakumar (b36) 2022; 11 Rekabi, Ghodratnama, Azaron (b2) 2021 Goodarzian, Taleizadeh, Ghasemi, Abraham (b3) 2021; 100 Ahmadi, Mosadegh, Maihami, Ghalehkhondabi, Sun, Süer (b30) 2022; 147 Goodarzian, Hosseini-Nasab, Muñuzuri, Fakhrzad (b26) 2020; 92 Peerally, Santiago, De Fuentes, Moghavvemi (b18) 2022; 51 Zhu, Ninh, Zhao, Liu (b16) 2021; 30 Hwang, Masud (b50) 1979 Huang (b46) 2023 Fattahi, Govindan, Keyvanshokooh (b9) 2017; 101 Tat, Heydari, Rabbani (b24) 2020; 268 Yu, Goh, Lin (b10) 2012; 219 Zamiela, Hossain, Jaradat (b6) 2022; 93 Iacocca, Mahar, Daniel Wright (b32) 2022; 108 Shakouhi, Tavakkoli-Moghaddam, Baboli, Bozorgi-Amiri (b45) 2023; 324 (b5) 2022 Lindahl, Babi, Gernaey, Sin (b44) 2023; 171 Organization (b1) 2010 Grout (b11) 1997; 96 Tucker, Daskin (b34) 2022; 169 Franco, Alfonso-Lizarazo (b25) 2020; 135 Li, Zhou, Sun, Lv (b48) 2010; 30 Merkuryeva, Valberga, Smirnov (b22) 2019; 149 Saha, Rathore, Parida, Rana (b35) 2022; 181 Z. Sazvar, M. Zokaee, R. Tavakkoli-Moghaddam, S.A. sadat Salari, S. Nayeri, Designing a sustainable closed-loop pharmaceutical supply chain in a competitive market considering demand uncertainty, manufacturer’s brand and waste management, 315 (2) (2022). Springer US. Ghanbarzadeh Lak, Sabour, Amiri, Rabbani (b47) 2012; 32 Rabbani, Sabbaghnia, Mobini, Razmi (b7) 2020; 20 Priyan, Mala (b28) 2020; 24 Daryanian, Kazemi, Adibi (b41) 2023; 143 West, Diack, Cordina, Stewart (b13) 2015; 22 Huang (10.1016/j.dajour.2023.100325_b46) 2023 Ahmadi (10.1016/j.dajour.2023.100325_b30) 2022; 147 Kumar Detwal (10.1016/j.dajour.2023.100325_b39) 2023; 158 Yu (10.1016/j.dajour.2023.100325_b10) 2012; 219 West (10.1016/j.dajour.2023.100325_b13) 2015; 22 Sieckmann (10.1016/j.dajour.2023.100325_b20) 2018; 21 Pathy (10.1016/j.dajour.2023.100325_b17) 2023; 180 Viegas (10.1016/j.dajour.2023.100325_b23) 2019; 238 Zamiela (10.1016/j.dajour.2023.100325_b6) 2022; 93 Asadi (10.1016/j.dajour.2023.100325_b8) 2022; 29 Organization (10.1016/j.dajour.2023.100325_b1) 2010 Priyan (10.1016/j.dajour.2023.100325_b28) 2020; 24 Feng (10.1016/j.dajour.2023.100325_b38) 2023; 176 Daryanian (10.1016/j.dajour.2023.100325_b41) 2023; 143 Mediavilla (10.1016/j.dajour.2023.100325_b33) 2022; 107 Ioannou (10.1016/j.dajour.2023.100325_b49) 2003; 31 Zhu (10.1016/j.dajour.2023.100325_b16) 2021; 30 Rabbani (10.1016/j.dajour.2023.100325_b7) 2020; 20 Saha (10.1016/j.dajour.2023.100325_b35) 2022; 181 Kochakkashani (10.1016/j.dajour.2023.100325_b42) 2023; 87 Zahiri (10.1016/j.dajour.2023.100325_b12) 2018; 423 Iacocca (10.1016/j.dajour.2023.100325_b32) 2022; 108 Kadkhodamanesh (10.1016/j.dajour.2023.100325_b27) 2021; 14 Yu (10.1016/j.dajour.2023.100325_b51) 1974; 8 Li (10.1016/j.dajour.2023.100325_b48) 2010; 30 Tucker (10.1016/j.dajour.2023.100325_b34) 2022; 169 Shakouhi (10.1016/j.dajour.2023.100325_b45) 2023; 324 Franco (10.1016/j.dajour.2023.100325_b25) 2020; 135 Goodarzian (10.1016/j.dajour.2023.100325_b3) 2021; 100 Al-Shareef (10.1016/j.dajour.2023.100325_b14) 2016; 38 Ahmad (10.1016/j.dajour.2023.100325_b37) 2022; 311 Hwang (10.1016/j.dajour.2023.100325_b50) 1979 Abdallah (10.1016/j.dajour.2023.100325_b40) 2023; 177 Rekabi (10.1016/j.dajour.2023.100325_b2) 2021 Konovalenko (10.1016/j.dajour.2023.100325_b29) 2021; 100 Lindahl (10.1016/j.dajour.2023.100325_b44) 2023; 171 Merkuryeva (10.1016/j.dajour.2023.100325_b22) 2019; 149 Malleeswaran (10.1016/j.dajour.2023.100325_b36) 2022; 11 Grout (10.1016/j.dajour.2023.100325_b11) 1997; 96 Fattahi (10.1016/j.dajour.2023.100325_b9) 2017; 101 Savadkoohi (10.1016/j.dajour.2023.100325_b19) 2018; 138 Yang (10.1016/j.dajour.2023.100325_b43) 2023; 7 Ghanbarzadeh Lak (10.1016/j.dajour.2023.100325_b47) 2012; 32 Jabbarzadeh (10.1016/j.dajour.2023.100325_b21) 2019; 214 10.1016/j.dajour.2023.100325_b31 Priyan (10.1016/j.dajour.2023.100325_b4) 2014; 3 Peerally (10.1016/j.dajour.2023.100325_b18) 2022; 51 Goodarzian (10.1016/j.dajour.2023.100325_b26) 2020; 92 Rekabi (10.1016/j.dajour.2023.100325_b15) 2022; 2 Tat (10.1016/j.dajour.2023.100325_b24) 2020; 268 (10.1016/j.dajour.2023.100325_b5) 2022 |
References_xml | – volume: 30 start-page: 2122 year: 2010 end-page: 2129 ident: b48 article-title: Application of response surface methodology to the advanced treatment of biologically stabilized landfill leachate using fenton’s reagent publication-title: Waste Manage. contributor: fullname: Lv – start-page: 21 year: 1979 end-page: 283 ident: b50 publication-title: Methods for Multiple Objective Decision Making BT - Multiple Objective Decision Making — Methods and Applications: A State-of-the-Art Survey contributor: fullname: Masud – volume: 11 year: 2022 ident: b36 article-title: A sustainable pharmaceutical supply chain model for household energy consumption and expiration cost under decision making approach publication-title: Clean. Eng. Technol. contributor: fullname: Uthayakumar – volume: 100 year: 2021 ident: b29 article-title: Comparison of machine learning classifiers: A case study of temperature alarms in a pharmaceutical supply chain publication-title: Inf. Syst. contributor: fullname: Ludwig – volume: 24 year: 2020 ident: b28 article-title: Optimal inventory system for pharmaceutical products incorporating quality degradation with expiration date: A game theory approach publication-title: Oper. Res. Heal. Care contributor: fullname: Mala – volume: 311 start-page: 551 year: 2022 end-page: 585 ident: b37 article-title: Interactive neutrosophic optimization technique for multiobjective programming problems: an application to pharmaceutical supply chain management publication-title: Ann. Oper. Res. contributor: fullname: Ahmad – volume: 21 start-page: 814 year: 2018 end-page: 821 ident: b20 article-title: Implementation of lean production systems in small and medium-sized pharmaceutical enterprises publication-title: Procedia Manuf. contributor: fullname: Kohl – start-page: 548 year: 2023 end-page: 557 ident: b46 publication-title: Linear Regression Analysis contributor: fullname: Huang – volume: 2 start-page: 299 year: 2022 end-page: 309 ident: b15 article-title: A green vehicle routing problem in the solid waste network design with vehicle and technology compatibility publication-title: Comput. Sci. Eng. contributor: fullname: Tavakkoli-Moghaddam – volume: 20 start-page: 2497 year: 2020 end-page: 2517 ident: b7 article-title: A graph theory-based algorithm for a multi-echelon multi-period responsive supply chain network design with lateral-transshipments publication-title: Oper. Res. contributor: fullname: Razmi – volume: 96 start-page: 139 year: 1997 end-page: 147 ident: b11 article-title: A model of incentive contracts for just-in-time delivery publication-title: European J. Oper. Res. contributor: fullname: Grout – volume: 7 year: 2023 ident: b43 article-title: An environmental, social, and governance strategic model for managing pharmaceutical supply chains with financial obstacles publication-title: Decis. Anal. J. contributor: fullname: Yang – year: 2022 ident: b5 article-title: World Economic Outlook: War Sets Back the Global Recovery – volume: 135 year: 2020 ident: b25 article-title: Optimization under uncertainty of the pharmaceutical supply chain in hospitals publication-title: Comput. Chem. Eng. contributor: fullname: Alfonso-Lizarazo – volume: 14 start-page: 1 year: 2021 end-page: 10 ident: b27 article-title: Investigation the determinants of pharmaceutical expenditure share of GDP in Iran and selected OECD countries publication-title: J. Pharm. Policy Pract. contributor: fullname: Yousefi – volume: 101 start-page: 176 year: 2017 end-page: 200 ident: b9 article-title: Responsive and resilient supply chain network design under operational and disruption risks with delivery lead-time sensitive customers publication-title: Transp. Res. E contributor: fullname: Keyvanshokooh – volume: 149 start-page: 3 year: 2019 end-page: 10 ident: b22 article-title: Demand forecasting in pharmaceutical supply chains: A case study publication-title: Procedia Comput. Sci. contributor: fullname: Smirnov – volume: 169 year: 2022 ident: b34 article-title: Pharmaceutical supply chain reliability and effects on drug shortages publication-title: Comput. Ind. Eng. contributor: fullname: Daskin – volume: 29 start-page: 53598 year: 2022 end-page: 53618 ident: b8 article-title: Robust design of a green-responsive closed-loop supply chain network for the ventilator device publication-title: Environ. Sci. Pollut. Res. contributor: fullname: Rahimi – volume: 143 year: 2023 ident: b41 article-title: A fuzzy robust stochastic model for designing a pharmaceutical supply chain with sustainability and resiliency dimensions publication-title: Appl. Soft Comput. contributor: fullname: Adibi – volume: 32 start-page: 1895 year: 2012 end-page: 1902 ident: b47 article-title: Application of quadratic regression model for fenton treatment of municipal landfill leachate publication-title: Waste Manage. contributor: fullname: Rabbani – volume: 219 start-page: 305 year: 2012 end-page: 311 ident: b10 article-title: Fuzzy multi-objective vendor selection under lean procurement publication-title: European J. Oper. Res. contributor: fullname: Lin – volume: 180 year: 2023 ident: b17 article-title: A resilient inventory management of pharmaceutical supply chains under demand disruption publication-title: Comput. Ind. Eng. contributor: fullname: Rahimian – volume: 214 start-page: 266 year: 2019 end-page: 283 ident: b21 article-title: A robust optimization model for efficient and green supply chain planning with postponement strategy publication-title: Int. J. Prod. Econ. contributor: fullname: Pourmehdi – volume: 176 year: 2023 ident: b38 article-title: Combining machine learning with a pharmaceutical technology roadmap to analyze technological innovation opportunities publication-title: Comput. Ind. Eng. contributor: fullname: Guo – volume: 87 year: 2023 ident: b42 article-title: Supply chain planning of vaccine and pharmaceutical clusters under uncertainty: The case of COVID-19 publication-title: Socioecon. Plann. Sci. contributor: fullname: Haji – volume: 22 start-page: 274 year: 2015 end-page: 279 ident: b13 article-title: Applying the delphi technique to define ‘medication wastage’ publication-title: Eur. J. Hosp. Pharm. contributor: fullname: Stewart – volume: 51 year: 2022 ident: b18 article-title: Towards a firm-level technological capability framework to endorse and actualize the fourth industrial revolution in developing countries publication-title: Res. Policy contributor: fullname: Moghavvemi – volume: 30 start-page: 3231 year: 2021 end-page: 3252 ident: b16 article-title: Demand forecasting with supply-chain information and machine learning: Evidence in the pharmaceutical industry publication-title: Prod. Oper. Manag. contributor: fullname: Liu – year: 2021 ident: b2 article-title: Designing Pharmaceutical Supply Chain Networks with Perishable Items Considering Congestion, no. 0123456789 contributor: fullname: Azaron – volume: 147 year: 2022 ident: b30 article-title: Intelligent inventory management approaches for perishable pharmaceutical products in a healthcare supply chain publication-title: Comput. Oper. Res. contributor: fullname: Süer – volume: 108 year: 2022 ident: b32 article-title: Strategic horizontal integration for drug cost reduction in the pharmaceutical supply chain publication-title: Omega (UK) contributor: fullname: Daniel Wright – volume: 92 year: 2020 ident: b26 article-title: A multi-objective pharmaceutical supply chain network based on a robust fuzzy model: A comparison of meta-heuristics publication-title: Appl. Soft Comput. contributor: fullname: Fakhrzad – volume: 238 year: 2019 ident: b23 article-title: Reverse flows within the pharmaceutical supply chain: A classificatory review from the perspective of end-of-use and end-of-life medicines publication-title: J. Clean. Prod. contributor: fullname: Bertolo – volume: 268 year: 2020 ident: b24 article-title: A mathematical model for pharmaceutical supply chain coordination: Reselling medicines in an alternative market publication-title: J. Clean. Prod. contributor: fullname: Rabbani – volume: 8 start-page: 51 year: 1974 end-page: 71 ident: b51 article-title: The techniques of linear multiobjective programming publication-title: Rev. Fr. Autom. Inform. Rech. Oper. V contributor: fullname: Zeleny – volume: 171 year: 2023 ident: b44 article-title: Integrated capacity and production planning in the pharmaceutical supply chain: Framework and models publication-title: Comput. Chem. Eng. contributor: fullname: Sin – volume: 38 start-page: 822 year: 2016 end-page: 828 ident: b14 article-title: Investigating the disposal of expired and unused medication in Riyadh, Saudi Arabia: a cross-sectional study publication-title: Int. J. Clin. Pharm. contributor: fullname: Al-Shareef – volume: 181 year: 2022 ident: b35 article-title: The interplay of emerging technologies in pharmaceutical supply chain performance: An empirical investigation for the rise of pharma 4.0 publication-title: Technol. Forecast. Soc. Change contributor: fullname: Rana – volume: 93 year: 2022 ident: b6 article-title: Enablers of resilience in the healthcare supply chain: A case study of U.S healthcare industry during COVID-19 pandemic publication-title: Res. Transp. Econ. contributor: fullname: Jaradat – volume: 31 start-page: 41 year: 2003 end-page: 53 ident: b49 article-title: A problem generator-solver heuristic for vehicle routing with soft time windows publication-title: Omega contributor: fullname: Prastacos – year: 2010 ident: b1 article-title: World Health Statistics 2010 contributor: fullname: Organization – volume: 177 year: 2023 ident: b40 article-title: Blockchain-based solution for pharma supply chain industry publication-title: Comput. Ind. Eng. contributor: fullname: Nizamuddin – volume: 158 year: 2023 ident: b39 article-title: Machine learning-based technique for predicting vendor incoterm (contract) in global omnichannel pharmaceutical supply chain publication-title: J. Bus. Res. contributor: fullname: Kayikci – volume: 100 year: 2021 ident: b3 article-title: An integrated sustainable medical supply chain network during COVID-19 publication-title: Eng. Appl. Artif. Intell. contributor: fullname: Abraham – volume: 324 start-page: 1369 year: 2023 end-page: 1397 ident: b45 article-title: A competitive pharmaceutical supply chain under the marketing mix strategies and product life cycle with a fuzzy stochastic demand publication-title: Ann. Oper. Res. contributor: fullname: Bozorgi-Amiri – volume: 107 start-page: 1126 year: 2022 end-page: 1131 ident: b33 article-title: Review and analysis of artificial intelligence methods for demand forecasting in supply chain management publication-title: Procedia CIRP contributor: fullname: Palm – volume: 423 start-page: 257 year: 2018 end-page: 283 ident: b12 article-title: Design of a pharmaceutical supply chain network under uncertainty considering perishability and substitutability of products publication-title: Inf. Sci. (NY) contributor: fullname: Tavakkoli-Moghaddam – volume: 138 start-page: 490 year: 2018 end-page: 505 ident: b19 article-title: A possibilistic location-inventory model for multi-period perishable pharmaceutical supply chain network design publication-title: Chem. Eng. Res. Des. contributor: fullname: Torabi – volume: 3 start-page: 177 year: 2014 end-page: 190 ident: b4 article-title: Optimal inventory management strategies for pharmaceutical company and hospital supply chain in a fuzzy–stochastic environment publication-title: Oper. Res. Heal. Care contributor: fullname: Uthayakumar – volume: 100 year: 2021 ident: 10.1016/j.dajour.2023.100325_b3 article-title: An integrated sustainable medical supply chain network during COVID-19 publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2021.104188 contributor: fullname: Goodarzian – volume: 324 start-page: 1369 issue: 1 year: 2023 ident: 10.1016/j.dajour.2023.100325_b45 article-title: A competitive pharmaceutical supply chain under the marketing mix strategies and product life cycle with a fuzzy stochastic demand publication-title: Ann. Oper. Res. doi: 10.1007/s10479-021-04073-5 contributor: fullname: Shakouhi – volume: 38 start-page: 822 issue: 4 year: 2016 ident: 10.1016/j.dajour.2023.100325_b14 article-title: Investigating the disposal of expired and unused medication in Riyadh, Saudi Arabia: a cross-sectional study publication-title: Int. J. Clin. Pharm. doi: 10.1007/s11096-016-0287-4 contributor: fullname: Al-Shareef – volume: 238 year: 2019 ident: 10.1016/j.dajour.2023.100325_b23 article-title: Reverse flows within the pharmaceutical supply chain: A classificatory review from the perspective of end-of-use and end-of-life medicines publication-title: J. Clean. Prod. doi: 10.1016/j.jclepro.2019.117719 contributor: fullname: Viegas – volume: 100 year: 2021 ident: 10.1016/j.dajour.2023.100325_b29 article-title: Comparison of machine learning classifiers: A case study of temperature alarms in a pharmaceutical supply chain publication-title: Inf. Syst. doi: 10.1016/j.is.2021.101759 contributor: fullname: Konovalenko – volume: 135 year: 2020 ident: 10.1016/j.dajour.2023.100325_b25 article-title: Optimization under uncertainty of the pharmaceutical supply chain in hospitals publication-title: Comput. Chem. Eng. doi: 10.1016/j.compchemeng.2019.106689 contributor: fullname: Franco – year: 2021 ident: 10.1016/j.dajour.2023.100325_b2 contributor: fullname: Rekabi – volume: 107 start-page: 1126 year: 2022 ident: 10.1016/j.dajour.2023.100325_b33 article-title: Review and analysis of artificial intelligence methods for demand forecasting in supply chain management publication-title: Procedia CIRP doi: 10.1016/j.procir.2022.05.119 contributor: fullname: Mediavilla – volume: 92 year: 2020 ident: 10.1016/j.dajour.2023.100325_b26 article-title: A multi-objective pharmaceutical supply chain network based on a robust fuzzy model: A comparison of meta-heuristics publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2020.106331 contributor: fullname: Goodarzian – volume: 24 year: 2020 ident: 10.1016/j.dajour.2023.100325_b28 article-title: Optimal inventory system for pharmaceutical products incorporating quality degradation with expiration date: A game theory approach publication-title: Oper. Res. Heal. Care contributor: fullname: Priyan – volume: 171 year: 2023 ident: 10.1016/j.dajour.2023.100325_b44 article-title: Integrated capacity and production planning in the pharmaceutical supply chain: Framework and models publication-title: Comput. Chem. Eng. doi: 10.1016/j.compchemeng.2023.108163 contributor: fullname: Lindahl – volume: 51 issue: 10 year: 2022 ident: 10.1016/j.dajour.2023.100325_b18 article-title: Towards a firm-level technological capability framework to endorse and actualize the fourth industrial revolution in developing countries publication-title: Res. Policy doi: 10.1016/j.respol.2022.104563 contributor: fullname: Peerally – volume: 20 start-page: 2497 issue: 4 year: 2020 ident: 10.1016/j.dajour.2023.100325_b7 article-title: A graph theory-based algorithm for a multi-echelon multi-period responsive supply chain network design with lateral-transshipments publication-title: Oper. Res. contributor: fullname: Rabbani – volume: 21 start-page: 814 year: 2018 ident: 10.1016/j.dajour.2023.100325_b20 article-title: Implementation of lean production systems in small and medium-sized pharmaceutical enterprises publication-title: Procedia Manuf. doi: 10.1016/j.promfg.2018.02.188 contributor: fullname: Sieckmann – volume: 214 start-page: 266 year: 2019 ident: 10.1016/j.dajour.2023.100325_b21 article-title: A robust optimization model for efficient and green supply chain planning with postponement strategy publication-title: Int. J. Prod. Econ. doi: 10.1016/j.ijpe.2018.06.013 contributor: fullname: Jabbarzadeh – volume: 176 year: 2023 ident: 10.1016/j.dajour.2023.100325_b38 article-title: Combining machine learning with a pharmaceutical technology roadmap to analyze technological innovation opportunities publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2022.108974 contributor: fullname: Feng – start-page: 21 year: 1979 ident: 10.1016/j.dajour.2023.100325_b50 contributor: fullname: Hwang – volume: 158 year: 2023 ident: 10.1016/j.dajour.2023.100325_b39 article-title: Machine learning-based technique for predicting vendor incoterm (contract) in global omnichannel pharmaceutical supply chain publication-title: J. Bus. Res. contributor: fullname: Kumar Detwal – year: 2022 ident: 10.1016/j.dajour.2023.100325_b5 – volume: 149 start-page: 3 year: 2019 ident: 10.1016/j.dajour.2023.100325_b22 article-title: Demand forecasting in pharmaceutical supply chains: A case study publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2019.01.100 contributor: fullname: Merkuryeva – year: 2010 ident: 10.1016/j.dajour.2023.100325_b1 contributor: fullname: Organization – volume: 93 year: 2022 ident: 10.1016/j.dajour.2023.100325_b6 article-title: Enablers of resilience in the healthcare supply chain: A case study of U.S healthcare industry during COVID-19 pandemic publication-title: Res. Transp. Econ. doi: 10.1016/j.retrec.2021.101174 contributor: fullname: Zamiela – volume: 14 start-page: 1 issue: 1 year: 2021 ident: 10.1016/j.dajour.2023.100325_b27 article-title: Investigation the determinants of pharmaceutical expenditure share of GDP in Iran and selected OECD countries publication-title: J. Pharm. Policy Pract. doi: 10.1186/s40545-021-00371-2 contributor: fullname: Kadkhodamanesh – volume: 108 year: 2022 ident: 10.1016/j.dajour.2023.100325_b32 article-title: Strategic horizontal integration for drug cost reduction in the pharmaceutical supply chain publication-title: Omega (UK) contributor: fullname: Iacocca – ident: 10.1016/j.dajour.2023.100325_b31 doi: 10.1007/s10479-021-03961-0 – volume: 29 start-page: 53598 issue: 35 year: 2022 ident: 10.1016/j.dajour.2023.100325_b8 article-title: Robust design of a green-responsive closed-loop supply chain network for the ventilator device publication-title: Environ. Sci. Pollut. Res. doi: 10.1007/s11356-022-19105-1 contributor: fullname: Asadi – volume: 177 year: 2023 ident: 10.1016/j.dajour.2023.100325_b40 article-title: Blockchain-based solution for pharma supply chain industry publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2023.108997 contributor: fullname: Abdallah – volume: 7 year: 2023 ident: 10.1016/j.dajour.2023.100325_b43 article-title: An environmental, social, and governance strategic model for managing pharmaceutical supply chains with financial obstacles publication-title: Decis. Anal. J. contributor: fullname: Yang – volume: 423 start-page: 257 year: 2018 ident: 10.1016/j.dajour.2023.100325_b12 article-title: Design of a pharmaceutical supply chain network under uncertainty considering perishability and substitutability of products publication-title: Inf. Sci. (NY) doi: 10.1016/j.ins.2017.09.046 contributor: fullname: Zahiri – volume: 3 start-page: 177 issue: 4 year: 2014 ident: 10.1016/j.dajour.2023.100325_b4 article-title: Optimal inventory management strategies for pharmaceutical company and hospital supply chain in a fuzzy–stochastic environment publication-title: Oper. Res. Heal. Care doi: 10.1016/j.orhc.2014.08.001 contributor: fullname: Priyan – volume: 311 start-page: 551 issue: 2 year: 2022 ident: 10.1016/j.dajour.2023.100325_b37 article-title: Interactive neutrosophic optimization technique for multiobjective programming problems: an application to pharmaceutical supply chain management publication-title: Ann. Oper. Res. doi: 10.1007/s10479-021-03997-2 contributor: fullname: Ahmad – volume: 138 start-page: 490 year: 2018 ident: 10.1016/j.dajour.2023.100325_b19 article-title: A possibilistic location-inventory model for multi-period perishable pharmaceutical supply chain network design publication-title: Chem. Eng. Res. Des. doi: 10.1016/j.cherd.2018.09.008 contributor: fullname: Savadkoohi – volume: 32 start-page: 1895 issue: 10 year: 2012 ident: 10.1016/j.dajour.2023.100325_b47 article-title: Application of quadratic regression model for fenton treatment of municipal landfill leachate publication-title: Waste Manage. doi: 10.1016/j.wasman.2012.05.020 contributor: fullname: Ghanbarzadeh Lak – start-page: 548 year: 2023 ident: 10.1016/j.dajour.2023.100325_b46 contributor: fullname: Huang – volume: 180 year: 2023 ident: 10.1016/j.dajour.2023.100325_b17 article-title: A resilient inventory management of pharmaceutical supply chains under demand disruption publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2023.109243 contributor: fullname: Pathy – volume: 8 start-page: 51 issue: 3 year: 1974 ident: 10.1016/j.dajour.2023.100325_b51 article-title: The techniques of linear multiobjective programming publication-title: Rev. Fr. Autom. Inform. Rech. Oper. V contributor: fullname: Yu – volume: 96 start-page: 139 issue: 1 year: 1997 ident: 10.1016/j.dajour.2023.100325_b11 article-title: A model of incentive contracts for just-in-time delivery publication-title: European J. Oper. Res. doi: 10.1016/S0377-2217(96)00030-6 contributor: fullname: Grout – volume: 11 year: 2022 ident: 10.1016/j.dajour.2023.100325_b36 article-title: A sustainable pharmaceutical supply chain model for household energy consumption and expiration cost under decision making approach publication-title: Clean. Eng. Technol. contributor: fullname: Malleeswaran – volume: 219 start-page: 305 issue: 2 year: 2012 ident: 10.1016/j.dajour.2023.100325_b10 article-title: Fuzzy multi-objective vendor selection under lean procurement publication-title: European J. Oper. Res. doi: 10.1016/j.ejor.2011.12.028 contributor: fullname: Yu – volume: 22 start-page: 274 issue: 5 year: 2015 ident: 10.1016/j.dajour.2023.100325_b13 article-title: Applying the delphi technique to define ‘medication wastage’ publication-title: Eur. J. Hosp. Pharm. doi: 10.1136/ejhpharm-2014-000593 contributor: fullname: West – volume: 30 start-page: 2122 issue: 11 year: 2010 ident: 10.1016/j.dajour.2023.100325_b48 article-title: Application of response surface methodology to the advanced treatment of biologically stabilized landfill leachate using fenton’s reagent publication-title: Waste Manage. doi: 10.1016/j.wasman.2010.03.036 contributor: fullname: Li – volume: 181 issue: September 2021 year: 2022 ident: 10.1016/j.dajour.2023.100325_b35 article-title: The interplay of emerging technologies in pharmaceutical supply chain performance: An empirical investigation for the rise of pharma 4.0 publication-title: Technol. Forecast. Soc. Change contributor: fullname: Saha – volume: 101 start-page: 176 year: 2017 ident: 10.1016/j.dajour.2023.100325_b9 article-title: Responsive and resilient supply chain network design under operational and disruption risks with delivery lead-time sensitive customers publication-title: Transp. Res. E doi: 10.1016/j.tre.2017.02.004 contributor: fullname: Fattahi – volume: 268 year: 2020 ident: 10.1016/j.dajour.2023.100325_b24 article-title: A mathematical model for pharmaceutical supply chain coordination: Reselling medicines in an alternative market publication-title: J. Clean. Prod. doi: 10.1016/j.jclepro.2020.121897 contributor: fullname: Tat – volume: 31 start-page: 41 issue: 1 year: 2003 ident: 10.1016/j.dajour.2023.100325_b49 article-title: A problem generator-solver heuristic for vehicle routing with soft time windows publication-title: Omega doi: 10.1016/S0305-0483(02)00064-6 contributor: fullname: Ioannou – volume: 169 issue: May year: 2022 ident: 10.1016/j.dajour.2023.100325_b34 article-title: Pharmaceutical supply chain reliability and effects on drug shortages publication-title: Comput. Ind. Eng. contributor: fullname: Tucker – volume: 87 year: 2023 ident: 10.1016/j.dajour.2023.100325_b42 article-title: Supply chain planning of vaccine and pharmaceutical clusters under uncertainty: The case of COVID-19 publication-title: Socioecon. Plann. Sci. doi: 10.1016/j.seps.2023.101602 contributor: fullname: Kochakkashani – volume: 143 year: 2023 ident: 10.1016/j.dajour.2023.100325_b41 article-title: A fuzzy robust stochastic model for designing a pharmaceutical supply chain with sustainability and resiliency dimensions publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2023.110357 contributor: fullname: Daryanian – volume: 147 year: 2022 ident: 10.1016/j.dajour.2023.100325_b30 article-title: Intelligent inventory management approaches for perishable pharmaceutical products in a healthcare supply chain publication-title: Comput. Oper. Res. doi: 10.1016/j.cor.2022.105968 contributor: fullname: Ahmadi – volume: 2 start-page: 299 issue: 2 year: 2022 ident: 10.1016/j.dajour.2023.100325_b15 article-title: A green vehicle routing problem in the solid waste network design with vehicle and technology compatibility publication-title: Comput. Sci. Eng. contributor: fullname: Rekabi – volume: 30 start-page: 3231 issue: 9 year: 2021 ident: 10.1016/j.dajour.2023.100325_b16 article-title: Demand forecasting with supply-chain information and machine learning: Evidence in the pharmaceutical industry publication-title: Prod. Oper. Manag. doi: 10.1111/poms.13426 contributor: fullname: Zhu |
SSID | ssj0002811303 |
Score | 2.298403 |
Snippet | Product perishability is an important problem in Pharmaceutical Supply Chains (PSC). Demand perishability and unpredictability add enormous complexity to... |
SourceID | crossref elsevier |
SourceType | Aggregation Database Publisher |
StartPage | 100325 |
SubjectTerms | Linear regression Machine learning Perishability Pharmaceutical supply chain Quadratic regression Soft time window |
Title | A machine learning model with linear and quadratic regression for designing pharmaceutical supply chains with soft time windows and perishable products |
URI | https://dx.doi.org/10.1016/j.dajour.2023.100325 |
Volume | 9 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Lb9QwELaWcoEDojxEeVQ-cENZJY7jJMcVUFWVtpe2UsUlcmynpdBs2Qeoe-DOL-DvMuNJstl2haCXaNfajDeZT_F48n0zjL2FVSctrVWBhfg7kMZFQaYqFZjQldKGSlQRCoXHh2r_RB6cJqeDwa8ea2kxL4dmuVFXchevwhj4FVWy_-HZzigMwGfwLxzBw3D8Jx-P3l16LqRrmz-cUWcbyq5iAKmJIvltoe20Kdd8RsxXIhhaT-DwivTzteT2DLt9XqMuGDk0RGSHJ7bvRQ9fazv5QdWdsVLy7NwLsK6oeuysH_B-aHr4wG_112tfE7p_afiqx33RpecUHIGZWl92SR-9_E70708OJV4dVWgysXq6_Eyp2z3Y7Je6n7wQ8Q0iSKeqWSN9Coj4A6VIrzx0G8aaJ3e-cQ2gdMQFTIrXM8RpkQsSk8D6RnXtIzSMdmErhsqu8B67jzUVsQ3D-OcqXSeyCFd7bFXY_pNWiOnZgrcn2xzo9IKX48fsUbPr4COC0DYbuPoJezjuSvbOnrLfI96Aibdg4h5MHJ3PCUwcPM47MPEVmDiAiXdg4utg4gQmTmAiewgmjmDiDZi86RWYeAumZ-xk7-Px-_2g6doRGJGLJMhymdrQ2VQ5GcESFpXCZaHJrRbKCukSCElTIVOTGQP33KWiykyWwxnYbcAl8XO2VU9q94Jxm2RhGYXaYFVFWDi0dFHqEhlVeRzLtNphQXuLiysqzlK0rMWLglxSoEsKcskOS1s_FE2ASYFjAdj565kv73zmK_ZgBfzXbGs-Xbg3EMfOy12f_9n1OPsDNh-niQ |
link.rule.ids | 314,780,784,864,27924,27925 |
linkProvider | ISSN International Centre |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+machine+learning+model+with+linear+and+quadratic+regression+for+designing+pharmaceutical+supply+chains+with+soft+time+windows+and+perishable+products&rft.jtitle=Decision+analytics+journal&rft.au=Rekabi%2C+Shabnam&rft.au=Sazvar%2C+Zeinab&rft.au=Goodarzian%2C+Fariba&rft.date=2023-12-01&rft.pub=Elsevier+Inc&rft.issn=2772-6622&rft.eissn=2772-6622&rft.volume=9&rft_id=info:doi/10.1016%2Fj.dajour.2023.100325&rft.externalDocID=S2772662223001650 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2772-6622&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2772-6622&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2772-6622&client=summon |