Research on Logistics Distribution Vehicle Scheduling Based on Heuristic Genetic Algorithm
To study the genetic algorithm, this paper solves the problem of shop scheduling under the premise of layout Flying−V. Firstly, double-layer coding is used for optimization. When calculating fitness, the time to return to the mouth P&D approaches the optimum through the greedy idea. Individual s...
Saved in:
| Published in | Complexity (New York, N.Y.) Vol. 2021; no. 1 |
|---|---|
| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Hoboken
Hindawi
30.08.2021
John Wiley & Sons, Inc Wiley |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1076-2787 1099-0526 1099-0526 |
| DOI | 10.1155/2021/8275714 |
Cover
| Abstract | To study the genetic algorithm, this paper solves the problem of shop scheduling under the premise of layout Flying−V. Firstly, double-layer coding is used for optimization. When calculating fitness, the time to return to the mouth P&D approaches the optimum through the greedy idea. Individual screening is carried out through the roulette method. Different crossover and genetic operators are used for different coding layers. Through thinking of elitism and catastrophe and the immigration operator to ensure the diversity of the algorithm in the calculation process, it can achieve the recommendation of the number of cars to control the cost. The stability of the algorithm is good. It can recommend a better picking sequence and number of carts for various types of picking problems. |
|---|---|
| AbstractList | To study the genetic algorithm, this paper solves the problem of shop scheduling under the premise of layout Flying−V. Firstly, double-layer coding is used for optimization. When calculating fitness, the time to return to the mouth P&D approaches the optimum through the greedy idea. Individual screening is carried out through the roulette method. Different crossover and genetic operators are used for different coding layers. Through thinking of elitism and catastrophe and the immigration operator to ensure the diversity of the algorithm in the calculation process, it can achieve the recommendation of the number of cars to control the cost. The stability of the algorithm is good. It can recommend a better picking sequence and number of carts for various types of picking problems. To study the genetic algorithm, this paper solves the problem of shop scheduling under the premise of layout Flying − V . Firstly, double‐layer coding is used for optimization. When calculating fitness, the time to return to the mouth P & D approaches the optimum through the greedy idea. Individual screening is carried out through the roulette method. Different crossover and genetic operators are used for different coding layers. Through thinking of elitism and catastrophe and the immigration operator to ensure the diversity of the algorithm in the calculation process, it can achieve the recommendation of the number of cars to control the cost. The stability of the algorithm is good. It can recommend a better picking sequence and number of carts for various types of picking problems. To study the genetic algorithm, this paper solves the problem of shop scheduling under the premise of layout Flying-V. Firstly, double-layer coding is used for optimization. When calculating fitness, the time to return to the mouth P&D approaches the optimum through the greedy idea. Individual screening is carried out through the roulette method. Different crossover and genetic operators are used for different coding layers. Through thinking of elitism and catastrophe and the immigration operator to ensure the diversity of the algorithm in the calculation process, it can achieve the recommendation of the number of cars to control the cost. The stability of the algorithm is good. It can recommend a better picking sequence and number of carts for various types of picking problems. |
| Audience | Academic |
| Author | Wang, Yang Wang, Chun-Li Yu, Qiu-Li Zeng, Ze-Yu Lin, Cheng-Yu |
| Author_xml | – sequence: 1 givenname: Chun-Li orcidid: 0000-0002-6223-908X surname: Wang fullname: Wang, Chun-Li organization: Guilin Institute of Information TechnologyGuilin 541004China – sequence: 2 givenname: Yang orcidid: 0000-0002-1028-7258 surname: Wang fullname: Wang, Yang organization: Guilin Institute of Information TechnologyGuilin 541004China – sequence: 3 givenname: Ze-Yu orcidid: 0000-0003-0440-5606 surname: Zeng fullname: Zeng, Ze-Yu organization: Central China Normal UniversityWuhan 430079Chinaccnu.edu.cn – sequence: 4 givenname: Cheng-Yu orcidid: 0000-0002-2829-2450 surname: Lin fullname: Lin, Cheng-Yu organization: Guilin Institute of Information TechnologyGuilin 541004China – sequence: 5 givenname: Qiu-Li orcidid: 0000-0002-1917-8744 surname: Yu fullname: Yu, Qiu-Li organization: Guilin Institute of Information TechnologyGuilin 541004China |
| BookMark | eNqFUctq3TAUNCWFJml3_QBDl60TSZZ15OVt2iaBC4W-Ft2IY1mydfG1biWbkL-vHIeUlD7QYsQwM-d1kh2NfjRZ9pKSM0qr6pwRRs8lgwoof5IdU1LXBamYOFr-IAoGEp5lJzHuCCG1KOE4-_7JRINB97kf863vXJycjvm7hME18-QS_c30Tg8m_6x7086DG7v8LUbTLpYrM4c7T35pRrPgZuh8cFO_f549tThE8-IeT7OvH95_ubgqth8vry8220JzQqaCsoZDaay20FKwDRNohJUtB-QCBEtQNi1AVTEQukQiIc3FKsYq2hgtytPses1tPe7UIbg9hlvl0ak7wodOYZiWCRTh1KJF3RjBeCNrZAyggZKQpuZQy5RVrFnzeMDbGxyGh0BK1LJktSxZ3S856V-t-kPwP2YTJ7XzcxjTuIolQRJxKX-pOkxNuNH6KaDeu6jVRpasJJJXS9bZH1TptWbvdLq0dYl_ZHizGnTwMQZj_9cr-02u3YTLhVMdN_zN9Ho19W5s8cb9u8RP9r_B-w |
| CitedBy_id | crossref_primary_10_12737_2219_0767_2024_17_2_62_70 crossref_primary_10_3390_su16104195 crossref_primary_10_2478_amns_2024_1904 crossref_primary_10_1155_2022_2076591 crossref_primary_10_1155_2022_3150998 crossref_primary_10_3390_pr11071960 crossref_primary_10_1155_2021_2374955 crossref_primary_10_3390_app14093628 crossref_primary_10_1515_jisys_2023_0065 crossref_primary_10_2478_amns_2024_1480 crossref_primary_10_2478_amns_2023_2_00352 crossref_primary_10_1155_2022_3169032 crossref_primary_10_3390_su141710622 crossref_primary_10_1155_2022_5692427 crossref_primary_10_1155_2022_7386227 crossref_primary_10_1155_2022_8468438 crossref_primary_10_1109_TITS_2023_3337334 |
| Cites_doi | 10.4028/www.scientific.net/amm.220-223.251 10.1080/07408170802112726 10.1016/j.tcs.2019.01.026 10.1109/CCDC.2019.8833167 10.1080/00207543.2016.1148277 10.1016/j.camwa.2011.12.018 10.1007/s13042-019-01053-x 10.1016/j.eswa.2020.113566 10.1109/IEEM.2018.8607301 10.1016/j.compstruc.2007.11.006 10.1016/j.neucom.2015.06.109 10.1016/j.engappai.2014.01.011 10.3390/su11041148 10.1016/j.swevo.2018.10.006 10.1002/nav.20355 10.1109/tie.2018.2886798 10.1016/j.eswa.2010.12.027 |
| ContentType | Journal Article |
| Copyright | Copyright © 2021 Chun-Li Wang et al. COPYRIGHT 2021 John Wiley & Sons, Inc. Copyright © 2021 Chun-Li Wang et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0 |
| Copyright_xml | – notice: Copyright © 2021 Chun-Li Wang et al. – notice: COPYRIGHT 2021 John Wiley & Sons, Inc. – notice: Copyright © 2021 Chun-Li Wang et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0 |
| DBID | RHU RHW RHX AAYXX CITATION 3V. 7XB 8FE 8FG 8FK 8G5 ABUWG AFKRA ARAPS AZQEC BENPR BGLVJ CCPQU DWQXO GNUQQ GUQSH HCIFZ JQ2 K7- M2O MBDVC P5Z P62 PHGZM PHGZT PKEHL PQEST PQGLB PQQKQ PQUKI PRINS Q9U ADTOC UNPAY DOA |
| DOI | 10.1155/2021/8275714 |
| DatabaseName | Hindawi Publishing Complete Hindawi Publishing Subscription Journals Hindawi Publishing Open Access CrossRef ProQuest Central (Corporate) ProQuest Central (purchase pre-March 2016) ProQuest SciTech Collection ProQuest Technology Collection ProQuest Central (Alumni) (purchase pre-March 2016) Research Library ProQuest Central (Alumni) ProQuest Central UK/Ireland Advanced Technologies & Aerospace Database (1962 - current) ProQuest Central Essentials ProQuest Central Technology Collection ProQuest One Community College ProQuest Central ProQuest Central Student Research Library Prep SciTech Premium Collection ProQuest Computer Science Collection Computer Science Database (Proquest) Research Library Research Library (Corporate) Advanced Technologies & Aerospace Collection ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Premium ProQuest One Academic ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China ProQuest Central Basic Unpaywall for CDI: Periodical Content Unpaywall DOAJ Directory of Open Access Journals |
| DatabaseTitle | CrossRef Research Library Prep Computer Science Database ProQuest Central Student Technology Collection ProQuest One Academic Middle East (New) ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest Computer Science Collection ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College Research Library (Alumni Edition) ProQuest Central China ProQuest Central ProQuest One Applied & Life Sciences ProQuest Central Korea ProQuest Research Library ProQuest Central (New) Advanced Technologies & Aerospace Collection ProQuest Central Basic ProQuest One Academic Eastern Edition ProQuest Technology Collection ProQuest SciTech Collection Advanced Technologies & Aerospace Database ProQuest One Academic UKI Edition ProQuest One Academic ProQuest One Academic (New) ProQuest Central (Alumni) |
| DatabaseTitleList | Research Library Prep CrossRef |
| Database_xml | – sequence: 1 dbid: RHX name: Hindawi Publishing Open Access url: http://www.hindawi.com/journals/ sourceTypes: Publisher – sequence: 2 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 3 dbid: UNPAY name: Unpaywall url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/ sourceTypes: Open Access Repository – sequence: 4 dbid: 8FG name: ProQuest Technology Collection url: https://search.proquest.com/technologycollection1 sourceTypes: Aggregation Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Sciences (General) Mathematics |
| EISSN | 1099-0526 |
| Editor | Javaid, Muhammad |
| Editor_xml | – sequence: 1 givenname: Muhammad surname: Javaid fullname: Javaid, Muhammad |
| ExternalDocumentID | oai_doaj_org_article_041fafacbe624b89a2277b7300b94798 10.1155/2021/8275714 A832308454 10_1155_2021_8275714 |
| GeographicLocations | China |
| GeographicLocations_xml | – name: China |
| GrantInformation_xml | – fundername: Science and Technology Research Project of Heilongjiang Provincial Department of Education grantid: 12543079 – fundername: Nature and Science Foundation of Anhui grantid: 2008085QA08 – fundername: Guangxi University grantid: 201913644036 – fundername: Project of Three-Wide Education of Institute of Information Technology of GUET grantid: 2020SQ03 – fundername: Scientific Research Projects of Institute of Information Technology of GUET grantid: B201911 – fundername: Project of Foundational Research Ability Enhancement for Young and Middle-Aged University Faculties of Guangxi grantid: 2019KY1046 |
| GroupedDBID | .3N .DC .GA 05W 0R~ 10A 1L6 1OC 33P 3SF 3V. 3WU 4.4 4ZD 50Y 50Z 51W 51X 52M 52N 52O 52P 52S 52T 52U 52W 52X 5GY 66C 702 7PT 8-0 8-1 8-3 8-4 8-5 8FE 8FG 8G5 8UM 930 A03 AAESR AAFWJ AAJEY AAONW ABCQN ABEML ABIJN ABPVW ABUWG ACSCC ADBBV ADIZJ AENEX AFBPY AFKRA AFPKN AJXKR ALAGY ALMA_UNASSIGNED_HOLDINGS AMBMR ARAPS ATUGU AZBYB AZQEC AZVAB BAFTC BCNDV BENPR BGLVJ BHBCM BNHUX BPHCQ BROTX BRXPI BY8 CCPQU CS3 D-E D-F DPXWK DR2 DU5 DWQXO EBD EBS F00 F01 F04 F5P G-S G.N GNP GNUQQ GODZA GROUPED_DOAJ GUQSH H.T H.X HBH HCIFZ HHY HZ~ IAO ITC IX1 J0M JPC K6V K7- KQQ LAW LC2 LC3 LP6 LP7 M2O MK4 N04 N05 N9A NF~ NNB O66 O9- OIG OK1 P2P P2W P2X P4D P62 PQQKQ PROAC Q.N Q11 QB0 QRW R.K RHU RHW RHX RWI RX1 RYL SUPJJ TUS V2E W8V W99 WBKPD WIH WQJ WRC XBAML XG1 XPP XSW XV2 ~IA ~WT .Y3 24P 31~ 3R3 5VS AAEVG AAMMB AANHP AAYXX ACBWZ ACCMX ACRPL ACXQS ACYXJ ADNMO AEFGJ AEIMD AFZJQ AGQPQ AGXDD AIDQK AIDYY AMVHM ASPBG AVWKF AZFZN BDRZF BFHJK CITATION DCZOG EJD FEDTE H13 HF~ HVGLF ICD LH4 LW6 PHGZM PHGZT PQGLB PUEGO ROL WYUIH 7XB 8FK JQ2 MBDVC PKEHL PQEST PQUKI PRINS Q9U ADTOC UNPAY |
| ID | FETCH-LOGICAL-c400t-12b473efcf7d17fb26ae6f8d47a467627a43bd7755276c3a087099252251bec63 |
| IEDL.DBID | UNPAY |
| ISSN | 1076-2787 1099-0526 |
| IngestDate | Fri Oct 03 12:51:25 EDT 2025 Wed Oct 01 16:20:59 EDT 2025 Fri Jul 25 20:58:47 EDT 2025 Mon Oct 20 22:44:28 EDT 2025 Mon Oct 20 16:53:03 EDT 2025 Wed Oct 01 02:50:21 EDT 2025 Thu Apr 24 23:04:43 EDT 2025 Sun Jun 02 19:16:35 EDT 2024 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 1 |
| Language | English |
| License | This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. cc-by |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c400t-12b473efcf7d17fb26ae6f8d47a467627a43bd7755276c3a087099252251bec63 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| ORCID | 0000-0002-6223-908X 0000-0002-1028-7258 0000-0002-1917-8744 0000-0003-0440-5606 0000-0002-2829-2450 |
| OpenAccessLink | https://proxy.k.utb.cz/login?url=https://downloads.hindawi.com/journals/complexity/2021/8275714.pdf |
| PQID | 2571757488 |
| PQPubID | 2029978 |
| ParticipantIDs | doaj_primary_oai_doaj_org_article_041fafacbe624b89a2277b7300b94798 unpaywall_primary_10_1155_2021_8275714 proquest_journals_2571757488 gale_infotracmisc_A832308454 gale_infotracacademiconefile_A832308454 crossref_primary_10_1155_2021_8275714 crossref_citationtrail_10_1155_2021_8275714 hindawi_primary_10_1155_2021_8275714 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2021-08-30 |
| PublicationDateYYYYMMDD | 2021-08-30 |
| PublicationDate_xml | – month: 08 year: 2021 text: 2021-08-30 day: 30 |
| PublicationDecade | 2020 |
| PublicationPlace | Hoboken |
| PublicationPlace_xml | – name: Hoboken |
| PublicationTitle | Complexity (New York, N.Y.) |
| PublicationYear | 2021 |
| Publisher | Hindawi John Wiley & Sons, Inc Wiley |
| Publisher_xml | – name: Hindawi – name: John Wiley & Sons, Inc – name: Wiley |
| References | e_1_2_9_10_2 e_1_2_9_12_2 Le L. (e_1_2_9_18_2) 2015; 34 Minghai L. (e_1_2_9_4_2) 2004; 2 e_1_2_9_14_2 e_1_2_9_13_2 e_1_2_9_16_2 e_1_2_9_15_2 e_1_2_9_17_2 e_1_2_9_19_2 Zhang Q. (e_1_2_9_26_2) 2019; 47 e_1_2_9_21_2 e_1_2_9_20_2 e_1_2_9_23_2 e_1_2_9_22_2 e_1_2_9_7_2 e_1_2_9_6_2 Bo-Wen M. (e_1_2_9_3_2) 2013; 13 Li-Feng D. U. (e_1_2_9_5_2) 2011; 35 e_1_2_9_2_2 e_1_2_9_1_2 e_1_2_9_9_2 e_1_2_9_8_2 Huang G. (e_1_2_9_11_2) 2007; 27 e_1_2_9_25_2 e_1_2_9_24_2 |
| References_xml | – ident: e_1_2_9_15_2 doi: 10.4028/www.scientific.net/amm.220-223.251 – ident: e_1_2_9_22_2 doi: 10.1080/07408170802112726 – ident: e_1_2_9_8_2 doi: 10.1016/j.tcs.2019.01.026 – volume: 2 start-page: 218 year: 2004 ident: e_1_2_9_4_2 article-title: Resolution of Chinese traveling salesman problem in matlab publication-title: Microcomputer Applications – ident: e_1_2_9_10_2 – ident: e_1_2_9_6_2 doi: 10.1109/CCDC.2019.8833167 – ident: e_1_2_9_17_2 doi: 10.1080/00207543.2016.1148277 – ident: e_1_2_9_12_2 – ident: e_1_2_9_2_2 doi: 10.1016/j.camwa.2011.12.018 – volume: 13 start-page: 3167 year: 2013 ident: e_1_2_9_3_2 article-title: Train control strategy optimization based on multi-objective chaotic genetic algorithm publication-title: Ence Technology and Engineering – volume: 34 start-page: 201 year: 2015 ident: e_1_2_9_18_2 article-title: Layout optimization of logistics warehouses based on drive-in rack system and fishbone planning publication-title: Logistics Technology – ident: e_1_2_9_20_2 doi: 10.1007/s13042-019-01053-x – ident: e_1_2_9_16_2 doi: 10.1016/j.eswa.2020.113566 – ident: e_1_2_9_23_2 doi: 10.1109/IEEM.2018.8607301 – ident: e_1_2_9_7_2 doi: 10.1016/j.compstruc.2007.11.006 – volume: 27 start-page: 1732 year: 2007 ident: e_1_2_9_11_2 article-title: Optimization of multilevel hierarchical transshipment system in logistics transportation based on fish-swarm algorithm Optimization of Transit Transportation System publication-title: Computer Applications – ident: e_1_2_9_9_2 doi: 10.1016/j.neucom.2015.06.109 – ident: e_1_2_9_24_2 doi: 10.1016/j.engappai.2014.01.011 – ident: e_1_2_9_13_2 doi: 10.3390/su11041148 – ident: e_1_2_9_1_2 doi: 10.1080/07408170802112726 – ident: e_1_2_9_21_2 doi: 10.1016/j.swevo.2018.10.006 – ident: e_1_2_9_14_2 doi: 10.1002/nav.20355 – volume: 35 start-page: 115 year: 2011 ident: e_1_2_9_5_2 article-title: Implementation of ant colony algorithm in matlab publication-title: Information & Technology – ident: e_1_2_9_19_2 doi: 10.1109/tie.2018.2886798 – ident: e_1_2_9_25_2 doi: 10.1016/j.eswa.2010.12.027 – volume: 47 start-page: 1591 year: 2019 ident: e_1_2_9_26_2 article-title: Research of quantum genetic algorithm based on catastrophe factor publication-title: Computer and Digital Engineering |
| SSID | ssj0009637 |
| Score | 2.3485255 |
| Snippet | To study the genetic algorithm, this paper solves the problem of shop scheduling under the premise of layout Flying−V. Firstly, double-layer coding is used for... To study the genetic algorithm, this paper solves the problem of shop scheduling under the premise of layout Flying − V . Firstly, double‐layer coding is used... To study the genetic algorithm, this paper solves the problem of shop scheduling under the premise of layout Flying-V. Firstly, double-layer coding is used for... |
| SourceID | doaj unpaywall proquest gale crossref hindawi |
| SourceType | Open Website Open Access Repository Aggregation Database Enrichment Source Index Database Publisher |
| SubjectTerms | Algorithms Carts Control stability Cost control Efficiency Genetic algorithms Genetic research Internet of Things Logistics Mathematical analysis Mutation Optimization Optimization algorithms Picking Population Scheduling Traveling salesman problem Warehouses |
| SummonAdditionalLinks | – databaseName: DOAJ Directory of Open Access Journals dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3Nb9MwFLfQpAk4oG2AKBTkw_gSipY4sR0fO2CqEOMCQxMXy19ZJ3XptLaa-O95z3Gi9gC7cIqUvDi234d_z7F_JuQwN8JbU_OMB5y6EcplkGeJDLCp8dI0TsQ_-KffxPSs-nLOzzeO-sI1YR09cNdxR3lVNKYxzgbBKlsrw5iUFlnWraqkitt881r1yVRPtysiWybkNiJjYJP9knfOMdsvjmomedy5szEYRc7-ITLvzjAnvr3cQp731-21-X1r5vONQehkjzxK6JFOulrvk3uhPSAPTwfq1eUB2U_euqTvEqX0-8fkV7_Aji5a-jVu-gFh-glZc9OBV_RnmGGh9Duo0eP69At6DEOcx1emYd0xOlMsE6-T-cXi5nI1u3pCzk4-__g4zdKpCpkDf11lBbOVLEPjGukL2VgmTBBN7StpIGgKBpfSeimRmk240uTg0UoxwGm8AIWL8inZaRdteEaorx1CKMVM4auCOQALInALCEvV1op6RD703atdohzHky_mOqYenGtUhk7KGJHXg_R1R7XxF7lj1NQggwTZ8QaYjU5mo-8ymxF5i3rW6MZQJWfSbgRoGBJi6QlEujKvKw6fG29Jgvu5rceHyVLuqPS4NyOdosRSQ7gE9CYhho7Im8G0_lnO8__R-BfkAZYZp8bzMdlZ3azDS8BWK_squtEfXccXfA priority: 102 providerName: Directory of Open Access Journals – databaseName: Hindawi Publishing Open Access dbid: RHX link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1bb9MwFLZgEgIeEBsgCgX5YRtDKFrixJc8drCpmrY97KaKF8u3rJNKOq2tJv4956RuRofG9hQlOb4k5-LvJPZnQtZTI7w1iic84KcbUboE8iyRADY1XprKieYP_uGR6J8V-wM-iCRJk39_4cNoh-l5tq2Y5BI3rH6qBM7cOu4Pbrl1RUONCYmMSBgY4GJ--52ySyNPQ9DfhuFnQ0yAby6XYObzWX1lft-Y0eivEWfvNXkVoSLtzXW7Sp6Eeo28PGx5VidrZDW65oRuRf7or2_Iz8VsOjqu6UGzwgeE6Q-kyI27W9HzMMRK6QnozONk9Au6A-OZxyL9MJvTN1OsE4-90cX4-nI6_PWWnO3tnn7vJ3ELhcSBc06TjNlC5qFylfSZrCwTJohK-UIaiJCCwSG3XkrkYRMuNym4b1kyAGU8A-2K_B1Zqcd1eE-oVw7xUslM5ouMOUAGInALcKpU1grVId8Wr1e7yC-O21yMdJNncK5RGToqo0M2WumrOa_GPXI7qKlWBtmwmwtgITo6l06LrDKVcTYIVlhVGsaktMjEb8tCltC1L6hnjT4LXXImLj2AB0P2K92DsJanquDQXHdJEnzNLd1ej5byQKe7CzPSMSRMNMRGgGoSAmaHbLam9d96PjyuuY_kBZ42X7rTLlmZXs_CJ4BKU_u5cZQ_5EoFAw priority: 102 providerName: Hindawi Publishing – databaseName: ProQuest Central dbid: BENPR link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwhV3db9MwELdGJwQ8IDZAFLrJD-NLKFrixHbyME0tbKoQqxAwNO3F8ldapJKWtdXEf89d6mT0gfFkKbnYTu5357Nj_46Qg1gLZ3TOI-5x6UYUNoJ5loggNtVO6tKK-g_-2UgMz7OPF_xii4yaszC4rbLxibWjdjOLa-SHAC0Y6STg7Xj-K8KsUfh3tUmhoUNqBXdUU4zdIdsMmbE6ZHtwMvr85YaGV9QsmjDnEREDrDZb4TnHVYDkMGfQRpJtDFI1l3_rse9OcK58_WMjIr23qub697WeTv8anE4fkYchqqT9NQx2yJavdsmDs5aSdbFLdoIVL-ibQDX99jG5bDbe0VlFP9WHgUCYfkA23ZAIi373E6yUfgX1Oty3PqYDGPocPjL0qzXTM8U6sexPx_DVlpOfT8j56cm398MoZFuILNjxMkqYyWTqS1tKl8jSMKG9KHOXSQ3OVDAoUuOkRMo2YVMdg6UXBYP4jScABJE-JZ1qVvlnhLrcYmhVMJ24LGEWggjhuYHIq8iNEXmXvGs-r7KBihwzYkxVPSXhXKEyVFBGl7xspedrCo5_yA1QU60MEmfXF2ZXYxXsUMVZUupSW-MFy0xeaMakNEjab4pMFtC116hnheYNXbI6nFKAF0OiLNUHD5jGecahud6GJJil3bh9EJDyn073Ghip4D0W6gbrXfKqhdat9Ty_vZ4X5D5K14vhcY90llcrvwfR1NLsBxP5A0cQFd0 priority: 102 providerName: ProQuest |
| Title | Research on Logistics Distribution Vehicle Scheduling Based on Heuristic Genetic Algorithm |
| URI | https://dx.doi.org/10.1155/2021/8275714 https://www.proquest.com/docview/2571757488 https://downloads.hindawi.com/journals/complexity/2021/8275714.pdf https://doaj.org/article/041fafacbe624b89a2277b7300b94798 |
| UnpaywallVersion | publishedVersion |
| Volume | 2021 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVAON databaseName: DOAJ Directory of Open Access Journals customDbUrl: eissn: 1099-0526 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0009637 issn: 1076-2787 databaseCode: DOA dateStart: 20170101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: http://www.proquest.com/pqcentral?accountid=15518 eissn: 1099-0526 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0009637 issn: 1076-2787 databaseCode: BENPR dateStart: 20120101 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Technology Collection customDbUrl: eissn: 1099-0526 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0009637 issn: 1076-2787 databaseCode: 8FG dateStart: 20120501 isFulltext: true titleUrlDefault: https://search.proquest.com/technologycollection1 providerName: ProQuest – providerCode: PRVWIB databaseName: Wiley Online Library - Core collection (SURFmarket) issn: 1076-2787 databaseCode: DR2 dateStart: 19960101 customDbUrl: isFulltext: true eissn: 1099-0526 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0009637 providerName: Wiley-Blackwell – providerCode: PRVWIB databaseName: Wiley Online Library Open Access customDbUrl: eissn: 1099-0526 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0009637 issn: 1076-2787 databaseCode: 24P dateStart: 20170101 isFulltext: true titleUrlDefault: https://authorservices.wiley.com/open-science/open-access/browse-journals.html providerName: Wiley-Blackwell |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1bb9MwFLZYKwQ8ABsgCqXKw7gJpUvc2E4eW1ipEKumQVHHS-Rb2onSVr1owK_nnNSJFiQuEi-N2p46tnv8-bNz_B1CDgPJjZIx85nFrRueaB_WWdwHbiqNkJnm-RP8kyEfjKJ3Yza-chbGoET8Qpp1e4pr0suLHK1dv66P8jhr-w0IKq7aw6OYCibCqL002R6pcwZ8vEbqo-Fp93wXbMh9KvIsefgEyEdxkyL6nbFKEZV5KZfvL0H6uqtKhYTe2M6X8vulnM2uzEf9O0QXLdmFoXxpbzeqrX_8IvL4f029S247uup1d_61T67Z-QG5dVJqva4PyL6Dh7X3wmlYv7xHPhcRfd5i7r3PTxmBsfcGZXpdhi3vk51iod4H8BuDAfETrwdzqsGfDOx2JyHtYZl47c4mi9XFZvr1Phn1jz--HvgujYOvASA2fkhVJDo205kwocgU5dLyLDaRkIDSnMKlo4wQqAXHdUcGACFJQoEYshA8jHcekNp8MbcPiWdijZwtoTI0UUg1sBNumQJKl8RK8bhBXhV_Yqqdxjmm2pil-VqHsRS7MnVd2SBPS-vlTtvjN3Y99IfSBhW58w8Wq0nqBngaRGEmM6mV5TRScSIpFUJhNgCVRCKBqj1Hb0oRN6BKWrrjD9AwVOBKuwCtnSCOGNyuWbGE8a4rXx86f_lLpZuFs6aFT6WAz0AXBYB2gzwrHfiP5Tz6V8PH5Ca-zffbgyapbVZb-wQI20a1yF7cf9si9d7x8PSslW97wOvZYNxyY_UncU47uw |
| linkProvider | Unpaywall |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3Nb9MwFLfGJjQ4IDZAFArksPEhFC1xHDs5TKhlmzrWVgi2aeJi_JUWqbRlbVXtn-Nv473U6eiBcdopUvry6vh9O_bvEbITKW61ytIwdbh0w3MTQp3FQ8hNlRWqMLz8gt_p8tYZ-3SRXqyR39VZGNxWWfnE0lHbkcE18j1QLYh0AvTtw_hXiF2j8Otq1UJD-dYKdr-EGPMHO07c1RxKuMn-8QHIe5fSo8PTj63QdxkIDejvNIypZiJxhSmEjUWhKVeOF5llQoET4RQuibZCIFQZN4mKQMPznELeksYwATwBvnfIBktYDsXfRvOw-_nLNewvL1E7ocbiIQXbqLbepymuOsR7GYV3itlKUCx7BywjxN0-1ubzHysZ8OZsOFZXczUY_BUMjx6SBz6LDRoLtdsia264Te53lhCwk22y5b3GJHjroa3fPSLfqo1-wWgYtMvDR0AcHCB6r2-8FZy7PjINvoI6Wdwn3wuaEGotPtJyswWydIA88doY9EBK0_7Px-TsVub9CVkfjobuKQlsZjCVy6mKLYupgaSFu1RDppdnWvOsRt5X0yuNhz7HDhwDWZZAaSpRGNILo0Z2l9TjBeTHP-iaKKklDQJ1lzdGlz3p7V5GLC5UoYx2nDKd5YpSITQ2CdA5EzkM7Q3KWaI7gSEZ5U9FwIshMJdsgMdNooyl8Hf1FUpwA2bl5x2vKf8ZdL1SI-m91URe21aNvF6q1o18nt3M5xXZbJ122rJ93D15Tu7hk-VCfFQn69PLmXsBmdxUv_TmEpDvt22hfwB5jFGF |
| linkToUnpaywall | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1bb9MwFLagEwIegA0QhYLyMG5C6RIntpPHDpgqxCYkKBq8RL6lnShJ1aYa8Os5J3GiBYmLxFPU5tSx3ePPn53j7xCyH0hulEyYzyxu3fBU-7DO4j5wU2mEzDWv3-Afn_DpLH5zyk4vnIUxKBFfSrMZL3BNen5Wo7Xr181BHWdtvwFBxVV7eJBQwUQYj1cmv0x2OAM-PiA7s5N3k09NsCH3qaiz5OEbIB_FTdrod8Z6RfTmpVq-vwPpK64qPRJ6dVus5PdzuVxemI-ObhLdtqQJQ_ky3lZqrH_8IvL4f029RW44uupNGv_aJZdssUeuH3dar5s9suvgYeM9cxrWz2-Tz21En1cW3tv6lBEYe69Qptdl2PI-2gUW6r0HvzEYED_3DmFONfiTqd02EtIelonXyXJers-qxdc7ZHb0-sPLqe_SOPgaAKLyQ6piEdlc58KEIleUS8vzxMRCAkpzCpdIGSFQC47rSAYAIWlKgRiyEDyMR3fJoCgLe494JtHI2VIqQxOHVAM74ZYpoHRpohRPhuRF-ydm2mmcY6qNZVavdRjLsCsz15VD8rizXjXaHr-xO0R_6GxQkbv-olzPMzfAsyAOc5lLrSynsUpSSakQCrMBqDQWKVTtKXpThrgBVdLSHX-AhqECVzYBaI2CJGbwuFHPEsa77t3ed_7yl0qPWmfNWp_KAJ-BLgoA7SF50jnwH8u5_6-GD8g1_FjvtwcjMqjWW_sQCFulHrkR-ROl7Dcz |
| 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=Research+on+Logistics+Distribution+Vehicle+Scheduling+Based+on+Heuristic+Genetic+Algorithm&rft.jtitle=Complexity+%28New+York%2C+N.Y.%29&rft.au=Wang%2C+Chun-Li&rft.au=Wang%2C+Yang&rft.au=Zeng%2C+Ze-Yu&rft.au=Lin%2C+Cheng-Yu&rft.date=2021-08-30&rft.pub=John+Wiley+%26+Sons%2C+Inc&rft.issn=1076-2787&rft.volume=2021&rft_id=info:doi/10.1155%2F2021%2F8275714&rft.externalDocID=A832308454 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1076-2787&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1076-2787&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1076-2787&client=summon |