Medicine supply chain model for an integrated healthcare system with uncertain product complaints
•A multi-objective medicine supply chain model with uncertain product complaints.•Optimization of business triade (Time, quality and cost).•Measurement of quality includes uncertain complaints of product to manufacturer.•Modified interactive multi-objective fuzzy programming method.•A numerical exam...
Uložené v:
| Vydané v: | Journal of manufacturing systems Ročník 46; s. 13 - 28 |
|---|---|
| Hlavní autori: | , , |
| Médium: | Journal Article |
| Jazyk: | English |
| Vydavateľské údaje: |
Elsevier Ltd
01.01.2018
|
| Predmet: | |
| ISSN: | 0278-6125, 1878-6642 |
| On-line prístup: | Získať plný text |
| Tagy: |
Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
|
| Abstract | •A multi-objective medicine supply chain model with uncertain product complaints.•Optimization of business triade (Time, quality and cost).•Measurement of quality includes uncertain complaints of product to manufacturer.•Modified interactive multi-objective fuzzy programming method.•A numerical example of supply chain for an integrated network of healthcare system.
To date, multi-period optimization using modified interactive multi-objective fuzzy programming for an uncertain number of product complaints in the medicine supply chain, has not been sufficiently reported in the literature. Therefore, the aim of this paper is to formulate and optimize a multi-period, multi-objective medicine supply chain model for an integrated healthcare system. It considers an uncertain number of medicine complaints received by manufacturers. The multi-objectives are time, quality and cost and their combination is called the business triad. This research comprises three steps. Firstly, the formulation of a mathematical model for the business triad. Secondly, the modified interactive multi-objective fuzzy programming has been suggested for the optimization of business triad. The proposed approach uses fuzzy linguistic variables and a triangular membership function that integrates expert opinion along with their experience. Finally, a numerical example is used to elaborate the practical significance of the model. The results of the numerical example showed a 31.95% satisfaction level for the cost, 41.99% satisfaction for the time, and 92.90% satisfaction for the quality of the medicines. This supply chain model assists decision makers in the healthcare systems to procure medicines with the required satisfaction level in terms of quality, time, and cost. |
|---|---|
| AbstractList | •A multi-objective medicine supply chain model with uncertain product complaints.•Optimization of business triade (Time, quality and cost).•Measurement of quality includes uncertain complaints of product to manufacturer.•Modified interactive multi-objective fuzzy programming method.•A numerical example of supply chain for an integrated network of healthcare system.
To date, multi-period optimization using modified interactive multi-objective fuzzy programming for an uncertain number of product complaints in the medicine supply chain, has not been sufficiently reported in the literature. Therefore, the aim of this paper is to formulate and optimize a multi-period, multi-objective medicine supply chain model for an integrated healthcare system. It considers an uncertain number of medicine complaints received by manufacturers. The multi-objectives are time, quality and cost and their combination is called the business triad. This research comprises three steps. Firstly, the formulation of a mathematical model for the business triad. Secondly, the modified interactive multi-objective fuzzy programming has been suggested for the optimization of business triad. The proposed approach uses fuzzy linguistic variables and a triangular membership function that integrates expert opinion along with their experience. Finally, a numerical example is used to elaborate the practical significance of the model. The results of the numerical example showed a 31.95% satisfaction level for the cost, 41.99% satisfaction for the time, and 92.90% satisfaction for the quality of the medicines. This supply chain model assists decision makers in the healthcare systems to procure medicines with the required satisfaction level in terms of quality, time, and cost. |
| Author | Babar Ramzan, Muhammad Kang, Changwook Imran, Muhammad |
| Author_xml | – sequence: 1 givenname: Muhammad surname: Imran fullname: Imran, Muhammad email: imran.ime13@gmail.com organization: Department of Industrial and Management Engineering, Hanyang University ERICA campus, Ansan, 15588, South Korea – sequence: 2 givenname: Changwook surname: Kang fullname: Kang, Changwook email: cwkang57@hanyang.ac.kr organization: Department of Industrial and Management Engineering, Hanyang University ERICA campus, Ansan, 15588, South Korea – sequence: 3 givenname: Muhammad surname: Babar Ramzan fullname: Babar Ramzan, Muhammad email: babar_ramzan@yahoo.com organization: Department of Garment Manufacturing Engineering, National textile University, Faisalabad, 37610, Pakistan |
| BookMark | eNp9kM1KxDAURoOM4MzoC7jKC7QmaZu24EYG_2DEja5DmtzalDYpSUaZt7dlXLmY1f34uOfCPRu0ss4CQreUpJRQften_RiOKSO0nIuUEH6B1rQqq4TznK3QmrAlU1ZcoU0IPSGU5YStkXwDbZSxgMNhmoYjVp00Fo9Ow4Bb57G02NgIX15G0LgDOcROST_vH0OEEf-Y2OGDVeDjAk7e6YOKWLlxGuYihmt02cohwM3f3KLPp8eP3Uuyf39-3T3sE5UVWUwgh7Zkmue8IFrmdZFlXM9RyUrnTQ6KNkTXPKOZ1CWHplVFI2taUy2BAVTZFrHTXeVdCB5aMXkzSn8UlIhFkujFIkkskpZuljRD1T9ImSijcTZ6aYbz6P0JhfmpbwNeBGVgFqGNBxWFduYc_gsCpoh8 |
| CitedBy_id | crossref_primary_10_1007_s10898_025_01493_6 crossref_primary_10_1016_j_cie_2021_107164 crossref_primary_10_1016_j_dajour_2025_100599 crossref_primary_10_1016_j_jclepro_2019_117719 crossref_primary_10_1007_s41660_025_00561_4 crossref_primary_10_1109_EMR_2024_3409943 crossref_primary_10_1108_JBIM_02_2024_0089 crossref_primary_10_1007_s10479_023_05360_z crossref_primary_10_1016_j_jbusres_2022_113357 crossref_primary_10_3390_math8111962 crossref_primary_10_1007_s10479_021_03961_0 crossref_primary_10_3390_math8030382 crossref_primary_10_1080_13675567_2022_2122421 crossref_primary_10_1108_IJPHM_12_2019_0078 crossref_primary_10_32604_cmc_2022_019337 crossref_primary_10_1007_s10668_023_04324_4 crossref_primary_10_1007_s10479_021_04286_8 crossref_primary_10_1007_s10479_024_05871_3 crossref_primary_10_1186_s40545_022_00412_4 crossref_primary_10_1007_s00779_021_01588_3 |
| Cites_doi | 10.1016/j.eswa.2011.11.001 10.1016/j.jclepro.2012.10.013 10.1016/j.orhc.2013.08.001 10.1016/j.compchemeng.2015.03.006 10.1007/s10479-013-1369-5 10.1016/j.asoc.2010.10.014 10.1016/j.jfranklin.2011.10.006 10.1016/j.jom.2013.07.012 10.1080/01621459.1975.10480303 10.1016/j.apm.2015.06.008 10.1016/j.ejor.2011.01.004 10.1016/j.ejor.2011.09.003 10.1080/00207543.2014.965349 10.1016/j.apm.2016.02.035 10.1016/j.jmsy.2015.01.005 10.1016/0165-0114(78)90031-3 10.1016/j.ins.2014.08.068 10.1016/j.jom.2013.07.016 10.1016/j.tre.2012.01.001 10.1007/s12247-016-9249-6 10.1109/91.554449 10.1016/j.jmsy.2016.11.007 10.1016/j.fss.2005.11.005 10.1016/j.compchemeng.2015.06.008 10.1016/j.omega.2004.08.006 10.1016/j.jmsy.2016.06.004 10.1016/j.cie.2016.12.028 10.1108/13598541111127164 10.5772/56754 10.1016/j.ijpe.2014.09.027 10.1016/j.jmsy.2014.12.002 |
| ContentType | Journal Article |
| Copyright | 2017 |
| Copyright_xml | – notice: 2017 |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.jmsy.2017.10.006 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1878-6642 |
| EndPage | 28 |
| ExternalDocumentID | 10_1016_j_jmsy_2017_10_006 S0278612517301401 |
| GroupedDBID | --K --M -~X .DC .~1 0R~ 1B1 1~. 1~5 29K 3EH 3V. 4.4 457 4G. 5GY 5VS 7-5 71M 7WY 883 88I 8AO 8FE 8FG 8FL 8FW 8G5 8P~ 8R4 8R5 9JN 9M8 AACTN AAEDT AAEDW AAIAV AAIKC AAIKJ AAKOC AALRI AAMNW AAOAW AAQFI AAQXK AAXUO ABFNM ABJCF ABJNI ABMAC ABUWG ABXDB ABYKQ ACDAQ ACGFO ACGFS ACGOD ACIWK ACNNM ACRLP ADBBV ADEZE ADMUD ADTZH AEBSH AECPX AEKER AENEX AFFNX AFKRA AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AIEXJ AIKHN AITUG AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ ARAPS ASPBG AVWKF AXJTR AZFZN AZQEC BENPR BEZIV BGLVJ BJAXD BKOJK BKOMP BLXMC BPHCQ C1A CCPQU CS3 D-I DU5 DWQXO E3Z EBS EFJIC EFLBG EJD EP2 EP3 FDB FEDTE FGOYB FIRID FNPLU FRNLG FYGXN G-2 GBLVA GNUQQ GROUPED_ABI_INFORM_COMPLETE GROUPED_ABI_INFORM_RESEARCH GUQSH HCIFZ HVGLF HZ~ H~9 IHE J1W JJJVA K60 K6V K6~ K7- KOM L6V LY7 M0C M0F M0N M2O M2P M41 M7S MO0 MS~ N9A O-L O9- OAUVE OZT P-8 P-9 P2P P62 PC. PQBIZ PQQKQ PRG PROAC PTHSS Q2X Q38 R2- RIG ROL RPZ RWL S0X SDF SES SET SPC SPCBC SST SSZ T5K TAE TN5 U5U WH7 WUQ ZHY ~G- 9DU AATTM AAXKI AAYWO AAYXX ABWVN ACLOT ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFFHD AFJKZ AFPUW AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS PHGZM PHGZT PQBZA PQGLB ~HD |
| ID | FETCH-LOGICAL-c353t-e4ef72d64650da495336d50dca8d4b4ec1b0d96313ad76ebfc5ba9191dae2ee83 |
| ISICitedReferencesCount | 26 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000428823200002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0278-6125 |
| IngestDate | Tue Nov 18 22:30:17 EST 2025 Sat Nov 29 02:07:51 EST 2025 Fri Feb 23 02:15:42 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Healthcare system Business triad Uncertain quality complaints Modified interactive multi-objective fuzzy programming Medicine supply chain External audit |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c353t-e4ef72d64650da495336d50dca8d4b4ec1b0d96313ad76ebfc5ba9191dae2ee83 |
| PageCount | 16 |
| ParticipantIDs | crossref_primary_10_1016_j_jmsy_2017_10_006 crossref_citationtrail_10_1016_j_jmsy_2017_10_006 elsevier_sciencedirect_doi_10_1016_j_jmsy_2017_10_006 |
| PublicationCentury | 2000 |
| PublicationDate | January 2018 2018-01-00 |
| PublicationDateYYYYMMDD | 2018-01-01 |
| PublicationDate_xml | – month: 01 year: 2018 text: January 2018 |
| PublicationDecade | 2010 |
| PublicationTitle | Journal of manufacturing systems |
| PublicationYear | 2018 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Hashemi, Karimi, Tavana (bib0080) 2015; 159 Uthayakumar, Priyan (bib0095) 2013; 2 Runkler (bib0175) 1997; 5 Schaeffer (bib0010) 2009; 30 Markovic (bib0035) 1965; 8 Bank (bib0005) 2016 Khan (bib0145) 2016; 40 Deb, Sindhya, Hakanen (bib0045) 2016 Li, Xu, Zhao, Yeung, FeiYe (bib0120) 2012; 217 Bhakoo, Choi (bib0070) 2013; 31 Krzanowski (bib0200) 1975; 70 Khalifehzadeh, Seifbarghy, Naderi (bib0140) 2015; 35 Wu, Hsieh, Chang (bib0085) 2013 Friemann, Schönsleben (bib0020) 2016; 11 Imran (bib0205) 2017; 105 Hanson, He (bib0015) 2016 Imran, Kang, Lee, Jahanzaib, Aziz (bib0125) 2012; 39 Paksoy, Pehlivan (bib0160) 2012; 349 Entezaminia, Heydari, Rahmani (bib0130) 2016; 40 Gutjahr, Pichler (bib0055) 2016; 236 de Vries, Aronsson, Abrahamsson, Spens (bib0075) 2011; 16 Fleischhacker, Zhao (bib0090) 2011; 211 Hasani, Zegordi, Nikbakhsh (bib0110) 2015; 53 Van Broekhoven, De Baets (bib0180) 2006; 157 Meiler, Tonke, Grunow, Günther (bib0025) 2015; 77 Coello (bib0185) 1999; 1 El-Wahed, Lee (bib0050) 2006; 34 Mousazadeh, Torabi, Zahiri (bib0100) 2015; 82 Masoumi, Yu, Nagurney (bib0105) 2012; 48 Giri, Chakraborty, Maiti (bib0115) 2017; 42 Özkır, Başlıgil (bib0155) 2013; 41 Pazhani, Ventura, Mendoza (bib0170) 2016; 40 Mastrocinque (bib0150) 2013; 5 Möller, Graf, Beer, Sickert (bib0030) 2002 Pasandideh, Niaki, Asadi (bib0060) 2015; 292 Rad, Khoshalhan, Glock (bib0165) 2016 Zimmermann (bib0195) 1978; 1 Peidro, Vasant (bib0040) 2011; 11 Deb (bib0190) 2014 Chen, Preston, Xia (bib0065) 2013; 31 Fallah, Eskandari, Pishvaee (bib0135) 2015; 37 Gutjahr (10.1016/j.jmsy.2017.10.006_bib0055) 2016; 236 Markovic (10.1016/j.jmsy.2017.10.006_bib0035) 1965; 8 Khan (10.1016/j.jmsy.2017.10.006_bib0145) 2016; 40 Paksoy (10.1016/j.jmsy.2017.10.006_bib0160) 2012; 349 Pazhani (10.1016/j.jmsy.2017.10.006_bib0170) 2016; 40 Özkır (10.1016/j.jmsy.2017.10.006_bib0155) 2013; 41 Imran (10.1016/j.jmsy.2017.10.006_bib0205) 2017; 105 Hanson (10.1016/j.jmsy.2017.10.006_bib0015) 2016 Zimmermann (10.1016/j.jmsy.2017.10.006_bib0195) 1978; 1 Wu (10.1016/j.jmsy.2017.10.006_bib0085) 2013 de Vries (10.1016/j.jmsy.2017.10.006_bib0075) 2011; 16 Rad (10.1016/j.jmsy.2017.10.006_bib0165) 2016 Friemann (10.1016/j.jmsy.2017.10.006_bib0020) 2016; 11 Giri (10.1016/j.jmsy.2017.10.006_bib0115) 2017; 42 Entezaminia (10.1016/j.jmsy.2017.10.006_bib0130) 2016; 40 Hasani (10.1016/j.jmsy.2017.10.006_bib0110) 2015; 53 Chen (10.1016/j.jmsy.2017.10.006_bib0065) 2013; 31 Van Broekhoven (10.1016/j.jmsy.2017.10.006_bib0180) 2006; 157 Möller (10.1016/j.jmsy.2017.10.006_bib0030) 2002 Fallah (10.1016/j.jmsy.2017.10.006_bib0135) 2015; 37 Bank (10.1016/j.jmsy.2017.10.006_bib0005) 2016 Krzanowski (10.1016/j.jmsy.2017.10.006_bib0200) 1975; 70 Mastrocinque (10.1016/j.jmsy.2017.10.006_bib0150) 2013; 5 Meiler (10.1016/j.jmsy.2017.10.006_bib0025) 2015; 77 Runkler (10.1016/j.jmsy.2017.10.006_bib0175) 1997; 5 Uthayakumar (10.1016/j.jmsy.2017.10.006_bib0095) 2013; 2 Peidro (10.1016/j.jmsy.2017.10.006_bib0040) 2011; 11 Coello (10.1016/j.jmsy.2017.10.006_bib0185) 1999; 1 Pasandideh (10.1016/j.jmsy.2017.10.006_bib0060) 2015; 292 Mousazadeh (10.1016/j.jmsy.2017.10.006_bib0100) 2015; 82 Li (10.1016/j.jmsy.2017.10.006_bib0120) 2012; 217 Bhakoo (10.1016/j.jmsy.2017.10.006_bib0070) 2013; 31 Masoumi (10.1016/j.jmsy.2017.10.006_bib0105) 2012; 48 El-Wahed (10.1016/j.jmsy.2017.10.006_bib0050) 2006; 34 Hashemi (10.1016/j.jmsy.2017.10.006_bib0080) 2015; 159 Fleischhacker (10.1016/j.jmsy.2017.10.006_bib0090) 2011; 211 Khalifehzadeh (10.1016/j.jmsy.2017.10.006_bib0140) 2015; 35 Deb (10.1016/j.jmsy.2017.10.006_bib0190) 2014 Deb (10.1016/j.jmsy.2017.10.006_bib0045) 2016 Imran (10.1016/j.jmsy.2017.10.006_bib0125) 2012; 39 Schaeffer (10.1016/j.jmsy.2017.10.006_bib0010) 2009; 30 |
| References_xml | – volume: 236 start-page: 475 year: 2016 end-page: 499 ident: bib0055 article-title: Stochastic multi-objective optimization: a survey on non-scalarizing methods publication-title: Ann Oper Res – volume: 40 start-page: 63 year: 2016 end-page: 75 ident: bib0130 article-title: A multi-objective model for multi-product multi-site aggregate production planning in a green supply chain: considering collection and recycling centers publication-title: J Manuf Syst – volume: 30 start-page: 30 year: 2009 ident: bib0010 article-title: Closing the medication safety loop publication-title: Health Manage Technol – volume: 1 start-page: 129 year: 1999 end-page: 156 ident: bib0185 article-title: A comprehensive survey of evolutionary-based multiobjective optimization techniques publication-title: Knowl Inf Syst – volume: 349 start-page: 93 year: 2012 end-page: 109 ident: bib0160 article-title: A fuzzy linear programming model for the optimization of multi-stage supply chain networks with triangular and trapezoidal membership functions publication-title: J Franklin Inst – volume: 5 start-page: 72 year: 1997 end-page: 79 ident: bib0175 article-title: Selection of appropriate defuzzification methods using application specific properties publication-title: IEEE Trans Fuzzy Syst – volume: 70 start-page: 782 year: 1975 end-page: 790 ident: bib0200 article-title: Discrimination and classification using both binary and continuous variables publication-title: J Am Stat Assoc – volume: 35 start-page: 164 year: 2015 end-page: 175 ident: bib0140 article-title: A four-echelon supply chain network design with shortage: mathematical modeling and solution methods publication-title: J Manuf Syst – volume: 77 start-page: 43 year: 2015 end-page: 58 ident: bib0025 article-title: Pattern-based supply network planning in the pharmaceutical industry publication-title: Comput Chem Eng – volume: 1 start-page: 45 year: 1978 end-page: 55 ident: bib0195 article-title: Fuzzy programming and linear programming with several objective functions publication-title: Fuzzy Sets Syst – year: 2002 ident: bib0030 article-title: Fuzzy randomness-towards a new modeling of uncertainty publication-title: Fifth World Congress on Computational Mechanics – volume: 5 start-page: 38 year: 2013 ident: bib0150 article-title: A multi-objective optimization for supply chain network using the bees algorithm publication-title: Int J Eng Bus Manage – volume: 31 start-page: 432 year: 2013 end-page: 449 ident: bib0070 article-title: The iron cage exposed: institutional pressures and heterogeneity across the healthcare supply chain publication-title: J Oper Manage – volume: 8 year: 1965 ident: bib0035 article-title: Probability functions of best fit to distributions of annual precipitation and runoff publication-title: Hydrol Pap (Colorado State University) – start-page: 403 year: 2014 end-page: 449 ident: bib0190 article-title: Multi-objective optimization, in search methodologies – volume: 39 start-page: 5338 year: 2012 end-page: 5348 ident: bib0125 article-title: Multiproduct multiple-buyer single-vendor supply chain problem with stochastic demand, variable lead-time, and multi-chance constraint publication-title: Expert Syst Appl – volume: 53 start-page: 1596 year: 2015 end-page: 1624 ident: bib0110 article-title: Robust closed-loop global supply chain network design under uncertainty: the case of the medical device industry publication-title: Int J Prod Res – volume: 217 start-page: 108 year: 2012 end-page: 119 ident: bib0120 article-title: Supply chain coordination with controllable lead time and asymmetric information publication-title: Eur J Oper Res – volume: 42 start-page: 104 year: 2017 end-page: 123 ident: bib0115 article-title: Pricing and return product collection decisions in a closed-loop supply chain with dual-channel in both forward and reverse logistics publication-title: J Manuf Syst – year: 2016 ident: bib0005 article-title: Death rate, crude (per 1,000 people) | Data – volume: 11 start-page: 162 year: 2016 end-page: 176 ident: bib0020 article-title: Reducing global supply chain risk exposure of pharmaceutical companies by further incorporating warehouse capacity planning into the strategic supply chain planning process publication-title: J Pharm Innov – volume: 34 start-page: 158 year: 2006 end-page: 166 ident: bib0050 article-title: Interactive fuzzy goal programming for multi-objective transportation problems publication-title: Omega – volume: 82 start-page: 115 year: 2015 end-page: 128 ident: bib0100 article-title: A robust possibilistic programming approach for pharmaceutical supply chain network design publication-title: Comput Chem Eng – year: 2016 ident: bib0165 article-title: Optimal production and distribution policies for a two-stage supply chain with imperfect items and price-and advertisement-sensitive demand: a note publication-title: Appl Math Modell – volume: 11 start-page: 2656 year: 2011 end-page: 2663 ident: bib0040 article-title: Transportation planning with modified S-curve membership functions using an interactive fuzzy multi-objective approach publication-title: Appl Soft Comput – volume: 37 start-page: 649 year: 2015 end-page: 661 ident: bib0135 article-title: Competitive closed-loop supply chain network design under uncertainty publication-title: J Manuf Syst – volume: 157 start-page: 904 year: 2006 end-page: 918 ident: bib0180 article-title: Fast and accurate center of gravity defuzzification of fuzzy system outputs defined on trapezoidal fuzzy partitions publication-title: Fuzzy Sets Syst – volume: 292 start-page: 57 year: 2015 end-page: 74 ident: bib0060 article-title: Bi-objective optimization of a multi-product multi-period three-echelon supply chain problem under uncertain environments: NSGA-II and NRGA publication-title: Inf Sci – volume: 48 start-page: 762 year: 2012 end-page: 780 ident: bib0105 article-title: A supply chain generalized network oligopoly model for pharmaceuticals under brand differentiation and perishability publication-title: Transp Res Part E: Logist Transp Rev – volume: 16 start-page: 176 year: 2011 end-page: 183 ident: bib0075 article-title: Developing lean and agile health care supply chains publication-title: Supply Chain Manage: Int J – start-page: 145 year: 2016 end-page: 184 ident: bib0045 article-title: Multi-objective optimization, in decision sciences: theory and practice – volume: 159 start-page: 178 year: 2015 end-page: 191 ident: bib0080 article-title: An integrated green supplier selection approach with analytic network process and improved Grey relational analysis publication-title: Int J Prod Econ – volume: 2 start-page: 52 year: 2013 end-page: 64 ident: bib0095 article-title: Pharmaceutical supply chain and inventory management strategies: optimization for a pharmaceutical company and a hospital publication-title: Oper Res Health Care – volume: 41 start-page: 114 year: 2013 end-page: 125 ident: bib0155 article-title: Multi-objective optimization of closed-loop supply chains in uncertain environment publication-title: J Clean Prod – volume: 211 start-page: 496 year: 2011 end-page: 506 ident: bib0090 article-title: Planning for demand failure: a dynamic lot size model for clinical trial supply chains publication-title: Eur J Oper Res – volume: 105 start-page: 123 year: 2017 end-page: 135 ident: bib0205 article-title: Cell formation in a cellular manufacturing system using simulation integrated hybrid genetic algorithm publication-title: Comput Ind Eng – year: 2016 ident: bib0015 article-title: Modeling an Efficient Planning Methodology in Pharmaceutical Supply Chain – start-page: 2013 year: 2013 ident: bib0085 article-title: A hybrid multiple criteria decision making model for supplier selection publication-title: Math Prob Eng – volume: 31 start-page: 391 year: 2013 end-page: 408 ident: bib0065 article-title: Enhancing hospital supply chain performance: a relational view and empirical test publication-title: J Oper Manage – volume: 40 start-page: 7102 year: 2016 end-page: 7114 ident: bib0145 article-title: Vendor managed inventory with consignment stock agreement for a supply chain with defective items publication-title: Appl Math Modell – volume: 40 start-page: 612 year: 2016 end-page: 634 ident: bib0170 article-title: A serial inventory system with supplier selection and order quantity allocation considering transportation costs publication-title: Appl Math Modell – volume: 39 start-page: 5338 issue: 5 year: 2012 ident: 10.1016/j.jmsy.2017.10.006_bib0125 article-title: Multiproduct multiple-buyer single-vendor supply chain problem with stochastic demand, variable lead-time, and multi-chance constraint publication-title: Expert Syst Appl doi: 10.1016/j.eswa.2011.11.001 – volume: 41 start-page: 114 year: 2013 ident: 10.1016/j.jmsy.2017.10.006_bib0155 article-title: Multi-objective optimization of closed-loop supply chains in uncertain environment publication-title: J Clean Prod doi: 10.1016/j.jclepro.2012.10.013 – volume: 2 start-page: 52 issue: 3 year: 2013 ident: 10.1016/j.jmsy.2017.10.006_bib0095 article-title: Pharmaceutical supply chain and inventory management strategies: optimization for a pharmaceutical company and a hospital publication-title: Oper Res Health Care doi: 10.1016/j.orhc.2013.08.001 – year: 2016 ident: 10.1016/j.jmsy.2017.10.006_bib0005 – volume: 77 start-page: 43 year: 2015 ident: 10.1016/j.jmsy.2017.10.006_bib0025 article-title: Pattern-based supply network planning in the pharmaceutical industry publication-title: Comput Chem Eng doi: 10.1016/j.compchemeng.2015.03.006 – year: 2016 ident: 10.1016/j.jmsy.2017.10.006_bib0015 – volume: 236 start-page: 475 issue: 2 year: 2016 ident: 10.1016/j.jmsy.2017.10.006_bib0055 article-title: Stochastic multi-objective optimization: a survey on non-scalarizing methods publication-title: Ann Oper Res doi: 10.1007/s10479-013-1369-5 – volume: 11 start-page: 2656 issue: 2 year: 2011 ident: 10.1016/j.jmsy.2017.10.006_bib0040 article-title: Transportation planning with modified S-curve membership functions using an interactive fuzzy multi-objective approach publication-title: Appl Soft Comput doi: 10.1016/j.asoc.2010.10.014 – volume: 349 start-page: 93 issue: 1 year: 2012 ident: 10.1016/j.jmsy.2017.10.006_bib0160 article-title: A fuzzy linear programming model for the optimization of multi-stage supply chain networks with triangular and trapezoidal membership functions publication-title: J Franklin Inst doi: 10.1016/j.jfranklin.2011.10.006 – volume: 1 start-page: 129 issue: 3 year: 1999 ident: 10.1016/j.jmsy.2017.10.006_bib0185 article-title: A comprehensive survey of evolutionary-based multiobjective optimization techniques publication-title: Knowl Inf Syst – volume: 8 year: 1965 ident: 10.1016/j.jmsy.2017.10.006_bib0035 article-title: Probability functions of best fit to distributions of annual precipitation and runoff publication-title: Hydrol Pap (Colorado State University) – volume: 31 start-page: 391 issue: 6 year: 2013 ident: 10.1016/j.jmsy.2017.10.006_bib0065 article-title: Enhancing hospital supply chain performance: a relational view and empirical test publication-title: J Oper Manage doi: 10.1016/j.jom.2013.07.012 – volume: 70 start-page: 782 issue: 352 year: 1975 ident: 10.1016/j.jmsy.2017.10.006_bib0200 article-title: Discrimination and classification using both binary and continuous variables publication-title: J Am Stat Assoc doi: 10.1080/01621459.1975.10480303 – volume: 40 start-page: 612 issue: 1 year: 2016 ident: 10.1016/j.jmsy.2017.10.006_bib0170 article-title: A serial inventory system with supplier selection and order quantity allocation considering transportation costs publication-title: Appl Math Modell doi: 10.1016/j.apm.2015.06.008 – year: 2002 ident: 10.1016/j.jmsy.2017.10.006_bib0030 article-title: Fuzzy randomness-towards a new modeling of uncertainty – volume: 211 start-page: 496 issue: 3 year: 2011 ident: 10.1016/j.jmsy.2017.10.006_bib0090 article-title: Planning for demand failure: a dynamic lot size model for clinical trial supply chains publication-title: Eur J Oper Res doi: 10.1016/j.ejor.2011.01.004 – volume: 217 start-page: 108 issue: 1 year: 2012 ident: 10.1016/j.jmsy.2017.10.006_bib0120 article-title: Supply chain coordination with controllable lead time and asymmetric information publication-title: Eur J Oper Res doi: 10.1016/j.ejor.2011.09.003 – volume: 53 start-page: 1596 issue: 5 year: 2015 ident: 10.1016/j.jmsy.2017.10.006_bib0110 article-title: Robust closed-loop global supply chain network design under uncertainty: the case of the medical device industry publication-title: Int J Prod Res doi: 10.1080/00207543.2014.965349 – volume: 40 start-page: 7102 issue: 15 year: 2016 ident: 10.1016/j.jmsy.2017.10.006_bib0145 article-title: Vendor managed inventory with consignment stock agreement for a supply chain with defective items publication-title: Appl Math Modell doi: 10.1016/j.apm.2016.02.035 – start-page: 403 year: 2014 ident: 10.1016/j.jmsy.2017.10.006_bib0190 – volume: 37 start-page: 649 issue: Part 3, October year: 2015 ident: 10.1016/j.jmsy.2017.10.006_bib0135 article-title: Competitive closed-loop supply chain network design under uncertainty publication-title: J Manuf Syst doi: 10.1016/j.jmsy.2015.01.005 – start-page: 145 year: 2016 ident: 10.1016/j.jmsy.2017.10.006_bib0045 – year: 2016 ident: 10.1016/j.jmsy.2017.10.006_bib0165 article-title: Optimal production and distribution policies for a two-stage supply chain with imperfect items and price-and advertisement-sensitive demand: a note publication-title: Appl Math Modell – volume: 1 start-page: 45 issue: 1 year: 1978 ident: 10.1016/j.jmsy.2017.10.006_bib0195 article-title: Fuzzy programming and linear programming with several objective functions publication-title: Fuzzy Sets Syst doi: 10.1016/0165-0114(78)90031-3 – volume: 292 start-page: 57 year: 2015 ident: 10.1016/j.jmsy.2017.10.006_bib0060 article-title: Bi-objective optimization of a multi-product multi-period three-echelon supply chain problem under uncertain environments: NSGA-II and NRGA publication-title: Inf Sci doi: 10.1016/j.ins.2014.08.068 – volume: 31 start-page: 432 issue: 6 year: 2013 ident: 10.1016/j.jmsy.2017.10.006_bib0070 article-title: The iron cage exposed: institutional pressures and heterogeneity across the healthcare supply chain publication-title: J Oper Manage doi: 10.1016/j.jom.2013.07.016 – volume: 48 start-page: 762 issue: 4 year: 2012 ident: 10.1016/j.jmsy.2017.10.006_bib0105 article-title: A supply chain generalized network oligopoly model for pharmaceuticals under brand differentiation and perishability publication-title: Transp Res Part E: Logist Transp Rev doi: 10.1016/j.tre.2012.01.001 – volume: 11 start-page: 162 issue: 2 year: 2016 ident: 10.1016/j.jmsy.2017.10.006_bib0020 article-title: Reducing global supply chain risk exposure of pharmaceutical companies by further incorporating warehouse capacity planning into the strategic supply chain planning process publication-title: J Pharm Innov doi: 10.1007/s12247-016-9249-6 – volume: 30 start-page: 30 issue: 3 year: 2009 ident: 10.1016/j.jmsy.2017.10.006_bib0010 article-title: Closing the medication safety loop publication-title: Health Manage Technol – volume: 5 start-page: 72 issue: 1 year: 1997 ident: 10.1016/j.jmsy.2017.10.006_bib0175 article-title: Selection of appropriate defuzzification methods using application specific properties publication-title: IEEE Trans Fuzzy Syst doi: 10.1109/91.554449 – volume: 42 start-page: 104 year: 2017 ident: 10.1016/j.jmsy.2017.10.006_bib0115 article-title: Pricing and return product collection decisions in a closed-loop supply chain with dual-channel in both forward and reverse logistics publication-title: J Manuf Syst doi: 10.1016/j.jmsy.2016.11.007 – volume: 157 start-page: 904 issue: 7 year: 2006 ident: 10.1016/j.jmsy.2017.10.006_bib0180 article-title: Fast and accurate center of gravity defuzzification of fuzzy system outputs defined on trapezoidal fuzzy partitions publication-title: Fuzzy Sets Syst doi: 10.1016/j.fss.2005.11.005 – volume: 82 start-page: 115 year: 2015 ident: 10.1016/j.jmsy.2017.10.006_bib0100 article-title: A robust possibilistic programming approach for pharmaceutical supply chain network design publication-title: Comput Chem Eng doi: 10.1016/j.compchemeng.2015.06.008 – volume: 34 start-page: 158 issue: 2 year: 2006 ident: 10.1016/j.jmsy.2017.10.006_bib0050 article-title: Interactive fuzzy goal programming for multi-objective transportation problems publication-title: Omega doi: 10.1016/j.omega.2004.08.006 – volume: 40 start-page: 63 year: 2016 ident: 10.1016/j.jmsy.2017.10.006_bib0130 article-title: A multi-objective model for multi-product multi-site aggregate production planning in a green supply chain: considering collection and recycling centers publication-title: J Manuf Syst doi: 10.1016/j.jmsy.2016.06.004 – volume: 105 start-page: 123 year: 2017 ident: 10.1016/j.jmsy.2017.10.006_bib0205 article-title: Cell formation in a cellular manufacturing system using simulation integrated hybrid genetic algorithm publication-title: Comput Ind Eng doi: 10.1016/j.cie.2016.12.028 – volume: 16 start-page: 176 issue: 3 year: 2011 ident: 10.1016/j.jmsy.2017.10.006_bib0075 article-title: Developing lean and agile health care supply chains publication-title: Supply Chain Manage: Int J doi: 10.1108/13598541111127164 – start-page: 2013 year: 2013 ident: 10.1016/j.jmsy.2017.10.006_bib0085 article-title: A hybrid multiple criteria decision making model for supplier selection publication-title: Math Prob Eng – volume: 5 start-page: 38 year: 2013 ident: 10.1016/j.jmsy.2017.10.006_bib0150 article-title: A multi-objective optimization for supply chain network using the bees algorithm publication-title: Int J Eng Bus Manage doi: 10.5772/56754 – volume: 159 start-page: 178 year: 2015 ident: 10.1016/j.jmsy.2017.10.006_bib0080 article-title: An integrated green supplier selection approach with analytic network process and improved Grey relational analysis publication-title: Int J Prod Econ doi: 10.1016/j.ijpe.2014.09.027 – volume: 35 start-page: 164 year: 2015 ident: 10.1016/j.jmsy.2017.10.006_bib0140 article-title: A four-echelon supply chain network design with shortage: mathematical modeling and solution methods publication-title: J Manuf Syst doi: 10.1016/j.jmsy.2014.12.002 |
| SSID | ssj0012402 |
| Score | 2.3475313 |
| Snippet | •A multi-objective medicine supply chain model with uncertain product complaints.•Optimization of business triade (Time, quality and cost).•Measurement of... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 13 |
| SubjectTerms | Business triad External audit Healthcare system Medicine supply chain Modified interactive multi-objective fuzzy programming Uncertain quality complaints |
| Title | Medicine supply chain model for an integrated healthcare system with uncertain product complaints |
| URI | https://dx.doi.org/10.1016/j.jmsy.2017.10.006 |
| Volume | 46 |
| WOSCitedRecordID | wos000428823200002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 customDbUrl: eissn: 1878-6642 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0012402 issn: 0278-6125 databaseCode: AIEXJ dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1La9wwEBbbpIf2UPqk6Qsdelsc1rZs2cdQUtpCQmlT2JvRY0yzxE7YR5rkN-RHd6SR7W26hLbQizFitWs0386MR983YuztJDGxgBgiXdY6EmWhosJoiDDUAoazzJTW-sMm5OFhMZ2Wn0ej604Lc34i27a4uCjP_qupcQyN7aSzf2Hu_ktxAO_R6HhFs-P1jwx_EHbLxwt3YOelk_Yet3TiTaBMDj0ibNBBev4XNXWmyixGO-IKOAKXawlL3HMcoM5PG_LZRrUrJ5Mg3eNirRO6Q14zp0rrweq7ahple0cf6tVe5fCjy_h9aVWr-fiLaq42TAxliri4Uabo9TMDWcm5uATfYV2ORdGIXHDhxnLxi48W606WxKshXJO0_LdAQDWJ2e6sWVw6Ap_cJQ7fEPZ6MuJX9xQ-0ZP0vnmHbScyK9HNb-993J9-6nel3E6Ur9mFpw4iLOIL3vylzYnOWvJy9JA9CFbie4SWR2wE7WN2f60X5ROmOtxwwg33uOEeNxxxw1XLB9zwATecTM0dbniPGx5wwwfcPGXf3u8fvfsQhfM3IpNm6TICAbVMbC4wi7fKE5Fzi7dGFVZoASbWE4sOPE6VlTno2mRalXEZWwUJQJE-Y1vtaQvPGc-MkjFMdG4lCK2lSjUkFuqJUDZLk3qHxd1iVSY0p3dnpJxUHQtxVrkFrtwCuzFc4B027uecUWuWWz-ddTaoQnJJSWOFkLll3ot_nPeS3Rv-Bq_Y1nK-gtfsrjlfHi_mbwKyfgJ-kKZC |
| linkProvider | Elsevier |
| 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=Medicine+supply+chain+model+for+an+integrated+healthcare+system+with+uncertain+product+complaints&rft.jtitle=Journal+of+manufacturing+systems&rft.au=Imran%2C+Muhammad&rft.au=Kang%2C+Changwook&rft.au=Babar+Ramzan%2C+Muhammad&rft.date=2018-01-01&rft.pub=Elsevier+Ltd&rft.issn=0278-6125&rft.eissn=1878-6642&rft.volume=46&rft.spage=13&rft.epage=28&rft_id=info:doi/10.1016%2Fj.jmsy.2017.10.006&rft.externalDocID=S0278612517301401 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0278-6125&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0278-6125&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0278-6125&client=summon |