A new MILP model proposal in feed formulation and using a hybrid-linear binary PSO (H-LBP) approach for alternative solutions
Large-scale feed factories may have multiple production and storage facilities. Any production facility uses its own available raw materials while performing feed formulation. However, ensuring a reasonable cost is achieved, and the desired quality criteria are met, may require obtaining a certain a...
Uložené v:
| Vydané v: | Neural computing & applications Ročník 29; číslo 2; s. 537 - 552 |
|---|---|
| Hlavní autori: | , , |
| Médium: | Journal Article |
| Jazyk: | English |
| Vydavateľské údaje: |
London
Springer London
01.01.2018
Springer Nature B.V |
| Predmet: | |
| ISSN: | 0941-0643, 1433-3058 |
| On-line prístup: | Získať plný text |
| Tagy: |
Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
|
| Abstract | Large-scale feed factories may have multiple production and storage facilities. Any production facility uses its own available raw materials while performing feed formulation. However, ensuring a reasonable cost is achieved, and the desired quality criteria are met, may require obtaining a certain amount of raw material from other facilities. Selecting a specific amount of raw materials among many raw materials in different facilities requires many combinations to be tried out. Providing solutions, especially when there is a large amount of the raw material, may be costly and take more time. A new mixed-integer linear programming (MILP) model that specifies the type of material and the amount of the material to be selected from external facilities has been proposed in this study. When deterministic methods like MILP are used, only one solution result is obtained. However, when the decision-maker would like to see alternative results, solution constraints can be mitigated and a solution provided within the same or similar time. A new method named hybrid-linear binary PSO (H-LBP) has been proposed in this study for the problems that the decision-maker had limited time for and for which the solution results were required in a shorter time. Continuous particle swarm optimization, which works as a hybrid with linear programming, has been used in this method. The new model proposed in this study was tested on the mixed feeds for sheep, cattle and rabbit species by using both MILP and the proposed H-LBP methods. Raw materials determined by the model were added to the mixture, and the cost in each of the three species was observed to go down. In addition, different alternative solutions at reasonable cost and similar quality were presented to the producer/decision-maker in a shorter time. |
|---|---|
| AbstractList | Large-scale feed factories may have multiple production and storage facilities. Any production facility uses its own available raw materials while performing feed formulation. However, ensuring a reasonable cost is achieved, and the desired quality criteria are met, may require obtaining a certain amount of raw material from other facilities. Selecting a specific amount of raw materials among many raw materials in different facilities requires many combinations to be tried out. Providing solutions, especially when there is a large amount of the raw material, may be costly and take more time. A new mixed-integer linear programming (MILP) model that specifies the type of material and the amount of the material to be selected from external facilities has been proposed in this study. When deterministic methods like MILP are used, only one solution result is obtained. However, when the decision-maker would like to see alternative results, solution constraints can be mitigated and a solution provided within the same or similar time. A new method named hybrid-linear binary PSO (H-LBP) has been proposed in this study for the problems that the decision-maker had limited time for and for which the solution results were required in a shorter time. Continuous particle swarm optimization, which works as a hybrid with linear programming, has been used in this method. The new model proposed in this study was tested on the mixed feeds for sheep, cattle and rabbit species by using both MILP and the proposed H-LBP methods. Raw materials determined by the model were added to the mixture, and the cost in each of the three species was observed to go down. In addition, different alternative solutions at reasonable cost and similar quality were presented to the producer/decision-maker in a shorter time. |
| Author | Dündar, Abdullah Oktay Altun, Adem Alparslan Şahman, Mehmet Akif |
| Author_xml | – sequence: 1 givenname: Mehmet Akif surname: Şahman fullname: Şahman, Mehmet Akif email: asahman@selcuk.edu.tr organization: Guneysinir Vocational School, University of Selcuk – sequence: 2 givenname: Adem Alparslan surname: Altun fullname: Altun, Adem Alparslan organization: Department of Computer Engineering, Faculty of Technology, University of Selcuk – sequence: 3 givenname: Abdullah Oktay surname: Dündar fullname: Dündar, Abdullah Oktay organization: Akoren Vocational School, University of Selcuk |
| BookMark | eNp9kE1LxDAQhoMouH78AG8DXvRQnTRtmh5V_IIVF9RzSNtUI9lkTVrFg__drOtBBD3lMPO8eefZIuvOO03IHsUjilgdR8QypxlSnuUFr7JyjUxowVjGsBTrZIJ1kaa8YJtkK8ZnRCy4KCfk4wScfoOb6-kM5r7TFhbBL3xUFoyDXusOeh_mo1WD8Q6U62CMxj2Cgqf3Jpgus8ZpFaAxToV3mN3dwsFVNj2dHYJapCzVPi0TQNlBB5dSXjVEb8dlXNwhG72yUe9-v9vk4eL8_izxt5fXZyfTrGVVMWSK96zvRS5a0SlVK4Yt6pZqLvKmalRZpUtLXYiW57zOm55WZaexY03DUVRdzbbJ_io3FXoZdRzksx9TGxslrYWoRSEQ0xZdbbXBxxh0LxfBzNNVkqJcWpYryzJZlkvLskxM9YtpzfDlagjK2H_JfEXG9It71OFHpz-hT3HBkxU |
| CitedBy_id | crossref_primary_10_1007_s13369_020_04872_1 crossref_primary_10_1016_j_knosys_2022_109711 crossref_primary_10_1007_s13042_019_00970_1 crossref_primary_10_1016_j_compag_2022_107575 crossref_primary_10_1007_s00521_024_10228_9 crossref_primary_10_1007_s13198_025_02826_0 crossref_primary_10_1016_j_asoc_2021_107444 crossref_primary_10_1007_s00500_023_08414_3 |
| Cites_doi | 10.1023/A:1009631530787 10.1093/ps/81.2.182 10.1016/S0168-1699(97)00025-2 10.1016/j.ejor.2008.01.044 10.1016/0308-521X(87)90090-4 10.1016/S0141-9331(02)00053-4 10.1016/S0308-521X(00)00056-1 10.1016/j.cor.2005.11.017 10.1007/s10479-005-3971-7 10.1016/j.cor.2004.09.002 10.1057/jors.1986.83 10.1016/j.camwa.2008.02.042 10.1016/0044-8486(80)90080-0 10.2307/2582395 10.1016/j.livsci.2006.11.011 10.1007/BF00132504 10.1287/mnsc.26.5.524 10.1023/A:1012256521687 10.1002/(SICI)1099-1360(199705)6:3<131::AID-MCDA129>3.0.CO;2-S 10.1016/j.jvcir.2003.12.001 10.3168/jds.S0022-0302(89)79417-0 10.1007/s00521-011-0794-0 10.1057/jors.1974.3 10.1016/0378-4754(95)00115-8 10.1016/0377-2217(89)90248-8 10.1057/palgrave.jors.2601758 10.2307/1233608 10.1007/s00521-011-0701-8 10.1007/BFb0120691 10.1057/jors.1992.145 10.1016/0308-521X(84)90016-7 10.1109/TPWRS.2002.807051 10.1016/S0377-2217(03)00356-4 10.1016/j.cor.2006.12.030 10.1109/MHS.1995.494215 10.2307/2582671 10.1007/11839088_28 10.1007/BFb0040812 10.2307/3010190 10.1109/ICSMC.1997.637339 10.1109/APSITT.2005.203650 10.2307/2584548 |
| ContentType | Journal Article |
| Copyright | The Natural Computing Applications Forum 2016 Copyright Springer Science & Business Media 2018 |
| Copyright_xml | – notice: The Natural Computing Applications Forum 2016 – notice: Copyright Springer Science & Business Media 2018 |
| DBID | AAYXX CITATION |
| DOI | 10.1007/s00521-016-2467-5 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Computer Science |
| EISSN | 1433-3058 |
| EndPage | 552 |
| ExternalDocumentID | 10_1007_s00521_016_2467_5 |
| GroupedDBID | -4Z -59 -5G -BR -EM -Y2 -~C .4S .86 .DC .VR 06D 0R~ 0VY 123 1N0 1SB 2.D 203 28- 29N 2J2 2JN 2JY 2KG 2LR 2P1 2VQ 2~H 30V 4.4 406 408 409 40D 40E 53G 5QI 5VS 67Z 6NX 8FE 8FG 8TC 8UJ 95- 95. 95~ 96X AAAVM AABHQ AACDK AAHNG AAIAL AAJBT AAJKR AANZL AAOBN AARHV AARTL AASML AATNV AATVU AAUYE AAWCG AAYIU AAYQN AAYTO AAYZH ABAKF ABBBX ABBXA ABDBF ABDZT ABECU ABFTD ABFTV ABHLI ABHQN ABJNI ABJOX ABKCH ABKTR ABLJU ABMNI ABMQK ABNWP ABQBU ABQSL ABSXP ABTEG ABTHY ABTKH ABTMW ABULA ABWNU ABXPI ACAOD ACBXY ACDTI ACGFS ACHSB ACHXU ACKNC ACMDZ ACMLO ACOKC ACOMO ACPIV ACSNA ACUHS ACZOJ ADHHG ADHIR ADIMF ADINQ ADKNI ADKPE ADMLS ADRFC ADTPH ADURQ ADYFF ADZKW AEBTG AEFIE AEFQL AEGAL AEGNC AEJHL AEJRE AEKMD AEMSY AENEX AEOHA AEPYU AESKC AETLH AEVLU AEXYK AFBBN AFEXP AFGCZ AFKRA AFLOW AFQWF AFWTZ AFZKB AGAYW AGDGC AGGDS AGJBK AGMZJ AGQEE AGQMX AGRTI AGWIL AGWZB AGYKE AHAVH AHBYD AHKAY AHSBF AHYZX AIAKS AIGIU AIIXL AILAN AITGF AJBLW AJRNO AJZVZ ALMA_UNASSIGNED_HOLDINGS ALWAN AMKLP AMXSW AMYLF AMYQR AOCGG ARAPS ARCSS ARMRJ ASPBG AVWKF AXYYD AYJHY AZFZN B-. B0M BA0 BBWZM BDATZ BENPR BGLVJ BGNMA BSONS CAG CCPQU COF CS3 CSCUP DDRTE DL5 DNIVK DPUIP DU5 EAD EAP EBLON EBS ECS EDO EIOEI EJD EMI EMK EPL ESBYG EST ESX F5P FEDTE FERAY FFXSO FIGPU FINBP FNLPD FRRFC FSGXE FWDCC GGCAI GGRSB GJIRD GNWQR GQ6 GQ7 GQ8 GXS H13 HCIFZ HF~ HG5 HG6 HMJXF HQYDN HRMNR HVGLF HZ~ I-F I09 IHE IJ- IKXTQ ITM IWAJR IXC IZIGR IZQ I~X I~Z J-C J0Z JBSCW JCJTX JZLTJ KDC KOV KOW LAS LLZTM M4Y MA- N2Q N9A NB0 NDZJH NPVJJ NQJWS NU0 O9- O93 O9G O9I O9J OAM P19 P2P P62 P9O PF0 PT4 PT5 QOK QOS R4E R89 R9I RHV RIG RNI RNS ROL RPX RSV RZK S16 S1Z S26 S27 S28 S3B SAP SCJ SCLPG SCO SDH SDM SHX SISQX SJYHP SNE SNPRN SNX SOHCF SOJ SPISZ SRMVM SSLCW STPWE SZN T13 T16 TSG TSK TSV TUC TUS U2A UG4 UOJIU UTJUX UZXMN VC2 VFIZW W23 W48 WK8 YLTOR Z45 Z5O Z7R Z7S Z7V Z7W Z7X Z7Y Z7Z Z81 Z83 Z86 Z88 Z8M Z8N Z8P Z8Q Z8R Z8S Z8T Z8U Z8W Z92 ZMTXR ~8M ~EX AAPKM AAYXX ABBRH ABDBE ABFSG ABRTQ ACSTC ADHKG ADKFA AEZWR AFDZB AFFHD AFHIU AFOHR AGQPQ AHPBZ AHWEU AIXLP ATHPR AYFIA CITATION PHGZM PHGZT PQGLB |
| ID | FETCH-LOGICAL-c374t-a6f3ff828c8daa9a30c0ec1e682b7ba571435e48c62692bf175de0d3bb6087d93 |
| IEDL.DBID | RSV |
| ISICitedReferencesCount | 8 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000422934300019&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0941-0643 |
| IngestDate | Tue Nov 04 16:52:11 EST 2025 Sat Nov 29 02:59:03 EST 2025 Tue Nov 18 21:24:48 EST 2025 Fri Feb 21 02:34:59 EST 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 2 |
| Keywords | Binary particle swarm optimization Linear programming Feed mix optimization Mixed-integer linear programming |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c374t-a6f3ff828c8daa9a30c0ec1e682b7ba571435e48c62692bf175de0d3bb6087d93 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| PQID | 1988984800 |
| PQPubID | 2043988 |
| PageCount | 16 |
| ParticipantIDs | proquest_journals_1988984800 crossref_primary_10_1007_s00521_016_2467_5 crossref_citationtrail_10_1007_s00521_016_2467_5 springer_journals_10_1007_s00521_016_2467_5 |
| PublicationCentury | 2000 |
| PublicationDate | 20180100 2018-1-00 20180101 |
| PublicationDateYYYYMMDD | 2018-01-01 |
| PublicationDate_xml | – month: 1 year: 2018 text: 20180100 |
| PublicationDecade | 2010 |
| PublicationPlace | London |
| PublicationPlace_xml | – name: London – name: Heidelberg |
| PublicationTitle | Neural computing & applications |
| PublicationTitleAbbrev | Neural Comput & Applic |
| PublicationYear | 2018 |
| Publisher | Springer London Springer Nature B.V |
| Publisher_xml | – name: Springer London – name: Springer Nature B.V |
| References | Rehman, Romero (CR12) 1984; 15 Silver (CR37) 2004; 55 CR38 Eberhart, Shi, Porto, Saravanan, Waagen, Eiben (CR42) 1998 Rahman, Chooi-Leng, Ramli (CR36) 2010; 47 Waugh (CR1) 1951; 33 Naka, Genji, Yura, Fukuyama (CR43) 2003; 18 Glen (CR19) 1986; 37 Liao, Chao-Tang, Luarn (CR48) 2007; 34 Chakeredza, Akinnifesi, Ajayi, Sileshi, Simon, Gondwe (CR7) 2008; 7 CR9 O’Connor, Sniffen, Fox, Milligan (CR11) 1989; 72 CR46 CR45 CR44 Tozer, Stokes (CR16) 2001; 67 Rehman, Romero (CR13) 1987; 23 Pomar, Dubeau, Létourneau-Montminy, Boucher, Julien (CR17) 2007; 111 Wilbaut, Hanafi (CR29) 2009; 195 Munford (CR6) 1996; 42 Papadimitriou, Steiglitz (CR27) 1982 Mitani, Nakayama (CR18) 1997; 6 Kıran, İşcan, Gündüz (CR30) 2012; 23 Lara, Romero (CR15) 1992; 43 Glover, Laguna (CR31) 1997; 2 Fvd, Engelbrecht, Engelbrecht (CR39) 2000; 26 De Kock, Sinclair (CR3) 1987; 38 Sgurev, Vassilev, Vladimirov, Coelho, Tavares (CR35) 1985 Li, Jin (CR24) 2008; 56 Barbieri, Cuzon (CR2) 1980; 19 Zhang, Roush (CR14) 2002; 81 CR52 Polimeno, Rehman, Neal, Yates (CR20) 1999; 50 CR51 Munford (CR5) 1989; 41 Genova (CR25) 2011; 11 CR50 Yin (CR47) 2004; 15 Altun, Şahman (CR23) 2013; 22 Chappell (CR4) 1974; 25 Garey, Johnson, Klee (CR26) 1979 Glover, Laguna (CR32) 1997; 3 Salman, Ahmad, Al-Madani (CR40) 2002; 26 Furuya, Satake, Minami (CR22) 1997; 18 Ibaraki, Ohashi, Mine, Balinski (CR33) 1974 Luo, Guignard, Chen (CR34) 2001; 12 Mohr (CR10) 1972; 40 Allahverdi, Al-Anzi (CR41) 2006; 33 Glen (CR8) 1980; 26 Cadenas, Pelta, Pelta, Verdegay (CR21) 2004; 158 Gendreau, Potvin (CR28) 2005; 140 Pan, Fatih Tasgetiren, Liang (CR49) 2008; 35 AG Munford (2467_CR5) 1989; 41 F Glover (2467_CR31) 1997; 2 MS Kıran (2467_CR30) 2012; 23 F Zhang (2467_CR14) 2002; 81 P Lara (2467_CR15) 1992; 43 2467_CR44 2467_CR45 2467_CR46 P-Y Yin (2467_CR47) 2004; 15 AE Chappell (2467_CR4) 1974; 25 T Rehman (2467_CR12) 1984; 15 K Genova (2467_CR25) 2011; 11 S Naka (2467_CR43) 2003; 18 EA Silver (2467_CR37) 2004; 55 S Chakeredza (2467_CR7) 2008; 7 C Wilbaut (2467_CR29) 2009; 195 JJ Glen (2467_CR19) 1986; 37 F Polimeno (2467_CR20) 1999; 50 T Rehman (2467_CR13) 1987; 23 F-C Li (2467_CR24) 2008; 56 Y-C Luo (2467_CR34) 2001; 12 2467_CR38 AA Altun (2467_CR23) 2013; 22 JD O’Connor (2467_CR11) 1989; 72 F Glover (2467_CR32) 1997; 3 GM Mohr (2467_CR10) 1972; 40 A Allahverdi (2467_CR41) 2006; 33 R Eberhart (2467_CR42) 1998 RA Rahman (2467_CR36) 2010; 47 T Ibaraki (2467_CR33) 1974 CH Papadimitriou (2467_CR27) 1982 C-J Liao (2467_CR48) 2007; 34 Q-K Pan (2467_CR49) 2008; 35 PR Tozer (2467_CR16) 2001; 67 MA Barbieri (2467_CR2) 1980; 19 V Sgurev (2467_CR35) 1985 HC Kock De (2467_CR3) 1987; 38 JJ Glen (2467_CR8) 1980; 26 K Mitani (2467_CR18) 1997; 6 2467_CR50 2467_CR51 2467_CR52 MR Garey (2467_CR26) 1979 FV Waugh (2467_CR1) 1951; 33 C Pomar (2467_CR17) 2007; 111 JM Cadenas (2467_CR21) 2004; 158 T Furuya (2467_CR22) 1997; 18 AG Munford (2467_CR6) 1996; 42 A Salman (2467_CR40) 2002; 26 2467_CR9 Berg Fvd (2467_CR39) 2000; 26 M Gendreau (2467_CR28) 2005; 140 |
| References_xml | – ident: CR45 – volume: 3 start-page: 161 issue: 2 year: 1997 end-page: 179 ident: CR32 article-title: General purpose heuristics for integer programming—part II publication-title: J Heuristics doi: 10.1023/A:1009631530787 – volume: 81 start-page: 182 issue: 2 year: 2002 end-page: 192 ident: CR14 article-title: Multiple-objective (goal) programming model for feed formulation: an example for reducing nutrient variation publication-title: Poult Sci doi: 10.1093/ps/81.2.182 – ident: CR51 – volume: 7 start-page: 2925 issue: 16 year: 2008 end-page: 2933 ident: CR7 article-title: A simple method of formulating least-cost diets for smallholder dairy production in sub-Saharan Africa publication-title: Afr J Biotechnol – volume: 18 start-page: 129 issue: 2–3 year: 1997 end-page: 135 ident: CR22 article-title: Evolutionary programming for mix design publication-title: Comput Electron Agric doi: 10.1016/S0168-1699(97)00025-2 – volume: 40 start-page: 15 issue: 1 year: 1972 end-page: 28 ident: CR10 article-title: The bulk constraint and computer formulations of leastcost feed mixes publication-title: Rev Mark Agric Econ – volume: 195 start-page: 62 issue: 1 year: 2009 end-page: 74 ident: CR29 article-title: New convergent heuristics for 0–1 mixed integer programming publication-title: Eur J Oper Res doi: 10.1016/j.ejor.2008.01.044 – volume: 23 start-page: 117 issue: 2 year: 1987 end-page: 132 ident: CR13 article-title: Goal programming with penalty functions and livestock ration formulation publication-title: Agric Syst doi: 10.1016/0308-521X(87)90090-4 – start-page: 611 year: 1998 end-page: 616 ident: CR42 article-title: Comparison between genetic algorithms and particle swarm optimization publication-title: Evolutionary programming VII, vol 1447. Lecture notes in computer science – volume: 26 start-page: 363 issue: 8 year: 2002 end-page: 371 ident: CR40 article-title: Particle swarm optimization for task assignment problem publication-title: Microprocess Microsyst doi: 10.1016/S0141-9331(02)00053-4 – volume: 67 start-page: 201 issue: 3 year: 2001 end-page: 215 ident: CR16 article-title: A multi-objective programming approach to feed ration balancing and nutrient management publication-title: Agric Syst doi: 10.1016/S0308-521X(00)00056-1 – ident: CR46 – volume: 34 start-page: 3099 issue: 10 year: 2007 end-page: 3111 ident: CR48 article-title: A discrete version of particle swarm optimization for flowshop scheduling problems publication-title: Comput Oper Res doi: 10.1016/j.cor.2005.11.017 – volume: 140 start-page: 189 issue: 1 year: 2005 end-page: 213 ident: CR28 article-title: Metaheuristics in combinatorial optimization publication-title: Ann Oper Res doi: 10.1007/s10479-005-3971-7 – ident: CR50 – ident: CR9 – volume: 33 start-page: 1056 issue: 4 year: 2006 end-page: 1080 ident: CR41 article-title: A PSO and a Tabu search heuristics for the assembly scheduling problem of the two-stage distributed database application publication-title: Comput Oper Res doi: 10.1016/j.cor.2004.09.002 – volume: 50 start-page: 931 issue: 9 year: 1999 end-page: 942 ident: CR20 article-title: Integrating the use of linear and dynamic programming methods for diary cow diet formulation publication-title: J Oper Res Soc – volume: 37 start-page: 487 issue: 5 year: 1986 end-page: 494 ident: CR19 article-title: A linear programming model for an integrated crop and intensive beef production enterprise publication-title: J Oper Res Soc doi: 10.1057/jors.1986.83 – start-page: 1 year: 1979 end-page: 15 ident: CR26 article-title: A guide to the theory of NP-completeness publication-title: Computers and intractability – start-page: 137 year: 1985 end-page: 146 ident: CR35 article-title: An algorithm of external feasible integer directions for integer programming problems publication-title: Or models on microcomputers – volume: 56 start-page: 1545 issue: 6 year: 2008 end-page: 1555 ident: CR24 article-title: Study on fuzzy optimization methods based on principal operation and inequity degree publication-title: Comput Math Appl doi: 10.1016/j.camwa.2008.02.042 – volume: 26 start-page: 84 year: 2000 end-page: 90 ident: CR39 article-title: Cooperative learning in neural networks using particle swarm optimizers publication-title: S Afr Comput J – volume: 19 start-page: 313 issue: 4 year: 1980 end-page: 323 ident: CR2 article-title: Improved nutrient specification for linear programming of penaeid rations publication-title: Aquaculture doi: 10.1016/0044-8486(80)90080-0 – volume: 38 start-page: 585 issue: 7 year: 1987 end-page: 590 ident: CR3 article-title: Multi-mix feedstock problems on microcomputers publication-title: J Oper Res Soc doi: 10.2307/2582395 – volume: 111 start-page: 16 issue: 1–2 year: 2007 end-page: 27 ident: CR17 article-title: Reducing phosphorus concentration in pig diets by adding an environmental objective to the traditional feed formulation algorithm publication-title: Livest Sci doi: 10.1016/j.livsci.2006.11.011 – volume: 2 start-page: 343 issue: 4 year: 1997 end-page: 358 ident: CR31 article-title: General purpose heuristics for integer programming—part I publication-title: J Heuristics doi: 10.1007/BF00132504 – volume: 26 start-page: 524 issue: 5 year: 1980 end-page: 535 ident: CR8 article-title: A mathematical programming approach to beef feedlot optimization publication-title: Manage Sci doi: 10.1287/mnsc.26.5.524 – volume: 11 start-page: 3 issue: 2 year: 2011 end-page: 12 ident: CR25 article-title: A heuristic algorithm for solving mixed integer problems publication-title: Cybern Inf Technol – volume: 12 start-page: 509 issue: 5–6 year: 2001 end-page: 519 ident: CR34 article-title: A hybrid approach for integer programming combining genetic algorithms, linear programming and ordinal optimization publication-title: J Intell Manuf doi: 10.1023/A:1012256521687 – volume: 6 start-page: 131 issue: 3 year: 1997 end-page: 139 ident: CR18 article-title: A multiobjective diet planning support system using the satisficing trade-off method publication-title: J Multi Criteria Decis Anal doi: 10.1002/(SICI)1099-1360(199705)6:3<131::AID-MCDA129>3.0.CO;2-S – volume: 15 start-page: 241 issue: 2 year: 2004 end-page: 260 ident: CR47 article-title: A discrete particle swarm algorithm for optimal polygonal approximation of digital curves publication-title: J Vis Commun Image Represent doi: 10.1016/j.jvcir.2003.12.001 – volume: 72 start-page: 2733 issue: 10 year: 1989 end-page: 2745 ident: CR11 article-title: Least cost dairy cattle ration formulation model based on the degradable protein system publication-title: J Dairy Sci doi: 10.3168/jds.S0022-0302(89)79417-0 – volume: 23 start-page: 9 issue: 1 year: 2012 end-page: 21 ident: CR30 article-title: The analysis of discrete artificial bee colony algorithm with neighborhood operator on traveling salesman problem publication-title: Neural Comput Appl doi: 10.1007/s00521-011-0794-0 – volume: 47 start-page: 424 year: 2010 end-page: 432 ident: CR36 article-title: Investigating feed mix problem approaches: an overview and potential solution publication-title: World Acad Sci Eng Technol – volume: 25 start-page: 19 issue: 1 year: 1974 end-page: 26 ident: CR4 article-title: Linear programming cuts costs in production of animal feeds publication-title: J Oper Res Soc doi: 10.1057/jors.1974.3 – volume: 42 start-page: 255 issue: 2–3 year: 1996 end-page: 261 ident: CR6 article-title: The use of iterative linear programming in practical applications of animal diet formulation publication-title: Math Comput Simul doi: 10.1016/0378-4754(95)00115-8 – ident: CR44 – volume: 41 start-page: 270 issue: 3 year: 1989 end-page: 276 ident: CR5 article-title: A microcomputer system for formulating animal diets which may involve liquid raw materials publication-title: Eur J Oper Res doi: 10.1016/0377-2217(89)90248-8 – ident: CR38 – start-page: 156 year: 1982 end-page: 190 ident: CR27 publication-title: Combinatorial optimization: algorithms and complexity – ident: CR52 – volume: 55 start-page: 936 issue: 9 year: 2004 end-page: 956 ident: CR37 article-title: An overview of heuristic solution methods publication-title: J Oper Res Soc doi: 10.1057/palgrave.jors.2601758 – volume: 33 start-page: 299 year: 1951 end-page: 310 ident: CR1 article-title: The minimum-cost dairy feed (an application of “linear programming”) publication-title: J Farm Econ doi: 10.2307/1233608 – volume: 22 start-page: 383 issue: 2 year: 2013 end-page: 390 ident: CR23 article-title: Cost optimization of mixed feeds with the particle swarm optimization method publication-title: Neural Comput Appl doi: 10.1007/s00521-011-0701-8 – start-page: 115 year: 1974 end-page: 136 ident: CR33 article-title: A heuristic algorithm for mixed-integer programming problems publication-title: Approaches to integer programming, vol 2. Mathematical programming studies doi: 10.1007/BFb0120691 – volume: 43 start-page: 945 issue: 10 year: 1992 end-page: 953 ident: CR15 article-title: An interactive multigoal programming model for determining livestock rations: an application to dairy cows in Andalusia, Spain publication-title: J Oper Res Soc doi: 10.1057/jors.1992.145 – volume: 15 start-page: 23 issue: 1 year: 1984 end-page: 49 ident: CR12 article-title: Multiple-criteria decision-making techniques and their role in livestock ration formulation publication-title: Agric Syst doi: 10.1016/0308-521X(84)90016-7 – volume: 18 start-page: 60 issue: 1 year: 2003 end-page: 68 ident: CR43 article-title: A hybrid particle swarm optimization for distribution state estimation publication-title: IEEE Trans Power Syst doi: 10.1109/TPWRS.2002.807051 – volume: 158 start-page: 218 issue: 1 year: 2004 end-page: 228 ident: CR21 article-title: Application of fuzzy optimization to diet problems in Argentinean farms publication-title: Eur J Oper Res doi: 10.1016/S0377-2217(03)00356-4 – volume: 35 start-page: 2807 issue: 9 year: 2008 end-page: 2839 ident: CR49 article-title: A discrete particle swarm optimization algorithm for the no-wait flowshop scheduling problem publication-title: Comput Oper Res doi: 10.1016/j.cor.2006.12.030 – volume: 195 start-page: 62 issue: 1 year: 2009 ident: 2467_CR29 publication-title: Eur J Oper Res doi: 10.1016/j.ejor.2008.01.044 – volume: 47 start-page: 424 year: 2010 ident: 2467_CR36 publication-title: World Acad Sci Eng Technol – volume: 33 start-page: 1056 issue: 4 year: 2006 ident: 2467_CR41 publication-title: Comput Oper Res doi: 10.1016/j.cor.2004.09.002 – volume: 11 start-page: 3 issue: 2 year: 2011 ident: 2467_CR25 publication-title: Cybern Inf Technol – volume: 41 start-page: 270 issue: 3 year: 1989 ident: 2467_CR5 publication-title: Eur J Oper Res doi: 10.1016/0377-2217(89)90248-8 – volume: 26 start-page: 84 year: 2000 ident: 2467_CR39 publication-title: S Afr Comput J – volume: 81 start-page: 182 issue: 2 year: 2002 ident: 2467_CR14 publication-title: Poult Sci doi: 10.1093/ps/81.2.182 – volume: 23 start-page: 9 issue: 1 year: 2012 ident: 2467_CR30 publication-title: Neural Comput Appl doi: 10.1007/s00521-011-0794-0 – volume: 111 start-page: 16 issue: 1–2 year: 2007 ident: 2467_CR17 publication-title: Livest Sci doi: 10.1016/j.livsci.2006.11.011 – volume: 67 start-page: 201 issue: 3 year: 2001 ident: 2467_CR16 publication-title: Agric Syst doi: 10.1016/S0308-521X(00)00056-1 – volume: 18 start-page: 129 issue: 2–3 year: 1997 ident: 2467_CR22 publication-title: Comput Electron Agric doi: 10.1016/S0168-1699(97)00025-2 – ident: 2467_CR51 – volume: 19 start-page: 313 issue: 4 year: 1980 ident: 2467_CR2 publication-title: Aquaculture doi: 10.1016/0044-8486(80)90080-0 – ident: 2467_CR38 doi: 10.1109/MHS.1995.494215 – volume: 158 start-page: 218 issue: 1 year: 2004 ident: 2467_CR21 publication-title: Eur J Oper Res doi: 10.1016/S0377-2217(03)00356-4 – volume: 15 start-page: 23 issue: 1 year: 1984 ident: 2467_CR12 publication-title: Agric Syst doi: 10.1016/0308-521X(84)90016-7 – volume: 37 start-page: 487 issue: 5 year: 1986 ident: 2467_CR19 publication-title: J Oper Res Soc doi: 10.2307/2582671 – start-page: 1 volume-title: Computers and intractability year: 1979 ident: 2467_CR26 – volume: 6 start-page: 131 issue: 3 year: 1997 ident: 2467_CR18 publication-title: J Multi Criteria Decis Anal doi: 10.1002/(SICI)1099-1360(199705)6:3<131::AID-MCDA129>3.0.CO;2-S – volume: 3 start-page: 161 issue: 2 year: 1997 ident: 2467_CR32 publication-title: J Heuristics doi: 10.1023/A:1009631530787 – volume: 40 start-page: 15 issue: 1 year: 1972 ident: 2467_CR10 publication-title: Rev Mark Agric Econ – volume: 35 start-page: 2807 issue: 9 year: 2008 ident: 2467_CR49 publication-title: Comput Oper Res doi: 10.1016/j.cor.2006.12.030 – volume: 33 start-page: 299 year: 1951 ident: 2467_CR1 publication-title: J Farm Econ doi: 10.2307/1233608 – ident: 2467_CR50 – ident: 2467_CR44 – start-page: 137 volume-title: Or models on microcomputers year: 1985 ident: 2467_CR35 – volume: 25 start-page: 19 issue: 1 year: 1974 ident: 2467_CR4 publication-title: J Oper Res Soc doi: 10.1057/jors.1974.3 – volume: 72 start-page: 2733 issue: 10 year: 1989 ident: 2467_CR11 publication-title: J Dairy Sci doi: 10.3168/jds.S0022-0302(89)79417-0 – ident: 2467_CR45 doi: 10.1007/11839088_28 – volume: 140 start-page: 189 issue: 1 year: 2005 ident: 2467_CR28 publication-title: Ann Oper Res doi: 10.1007/s10479-005-3971-7 – volume: 38 start-page: 585 issue: 7 year: 1987 ident: 2467_CR3 publication-title: J Oper Res Soc doi: 10.2307/2582395 – start-page: 115 volume-title: Approaches to integer programming, vol 2. Mathematical programming studies year: 1974 ident: 2467_CR33 doi: 10.1007/BFb0120691 – start-page: 611 volume-title: Evolutionary programming VII, vol 1447. Lecture notes in computer science year: 1998 ident: 2467_CR42 doi: 10.1007/BFb0040812 – volume: 23 start-page: 117 issue: 2 year: 1987 ident: 2467_CR13 publication-title: Agric Syst doi: 10.1016/0308-521X(87)90090-4 – volume: 2 start-page: 343 issue: 4 year: 1997 ident: 2467_CR31 publication-title: J Heuristics doi: 10.1007/BF00132504 – volume: 55 start-page: 936 issue: 9 year: 2004 ident: 2467_CR37 publication-title: J Oper Res Soc doi: 10.1057/palgrave.jors.2601758 – volume: 56 start-page: 1545 issue: 6 year: 2008 ident: 2467_CR24 publication-title: Comput Math Appl doi: 10.1016/j.camwa.2008.02.042 – start-page: 156 volume-title: Combinatorial optimization: algorithms and complexity year: 1982 ident: 2467_CR27 – volume: 26 start-page: 524 issue: 5 year: 1980 ident: 2467_CR8 publication-title: Manage Sci doi: 10.1287/mnsc.26.5.524 – volume: 7 start-page: 2925 issue: 16 year: 2008 ident: 2467_CR7 publication-title: Afr J Biotechnol – volume: 34 start-page: 3099 issue: 10 year: 2007 ident: 2467_CR48 publication-title: Comput Oper Res doi: 10.1016/j.cor.2005.11.017 – volume: 42 start-page: 255 issue: 2–3 year: 1996 ident: 2467_CR6 publication-title: Math Comput Simul doi: 10.1016/0378-4754(95)00115-8 – volume: 50 start-page: 931 issue: 9 year: 1999 ident: 2467_CR20 publication-title: J Oper Res Soc doi: 10.2307/3010190 – volume: 18 start-page: 60 issue: 1 year: 2003 ident: 2467_CR43 publication-title: IEEE Trans Power Syst doi: 10.1109/TPWRS.2002.807051 – ident: 2467_CR46 doi: 10.1109/ICSMC.1997.637339 – volume: 26 start-page: 363 issue: 8 year: 2002 ident: 2467_CR40 publication-title: Microprocess Microsyst doi: 10.1016/S0141-9331(02)00053-4 – ident: 2467_CR9 doi: 10.1109/APSITT.2005.203650 – volume: 15 start-page: 241 issue: 2 year: 2004 ident: 2467_CR47 publication-title: J Vis Commun Image Represent doi: 10.1016/j.jvcir.2003.12.001 – volume: 12 start-page: 509 issue: 5–6 year: 2001 ident: 2467_CR34 publication-title: J Intell Manuf doi: 10.1023/A:1012256521687 – ident: 2467_CR52 – volume: 22 start-page: 383 issue: 2 year: 2013 ident: 2467_CR23 publication-title: Neural Comput Appl doi: 10.1007/s00521-011-0701-8 – volume: 43 start-page: 945 issue: 10 year: 1992 ident: 2467_CR15 publication-title: J Oper Res Soc doi: 10.2307/2584548 |
| SSID | ssj0004685 |
| Score | 2.173032 |
| Snippet | Large-scale feed factories may have multiple production and storage facilities. Any production facility uses its own available raw materials while performing... |
| SourceID | proquest crossref springer |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 537 |
| SubjectTerms | Artificial Intelligence Computational Biology/Bioinformatics Computational Science and Engineering Computer Science Data Mining and Knowledge Discovery Decision making Image Processing and Computer Vision Industrial plants Integer programming Linear programming Original Article Particle swarm optimization Probability and Statistics in Computer Science Raw materials Sheep Storage facilities |
| Title | A new MILP model proposal in feed formulation and using a hybrid-linear binary PSO (H-LBP) approach for alternative solutions |
| URI | https://link.springer.com/article/10.1007/s00521-016-2467-5 https://www.proquest.com/docview/1988984800 |
| Volume | 29 |
| WOSCitedRecordID | wos000422934300019&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: PRVPQU databaseName: ProQuest advanced technologies & aerospace journals customDbUrl: eissn: 1433-3058 dateEnd: 20241212 omitProxy: false ssIdentifier: ssj0004685 issn: 0941-0643 databaseCode: P5Z dateStart: 20120101 isFulltext: true titleUrlDefault: https://search.proquest.com/hightechjournals providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: eissn: 1433-3058 dateEnd: 20241212 omitProxy: false ssIdentifier: ssj0004685 issn: 0941-0643 databaseCode: BENPR dateStart: 20120101 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVAVX databaseName: SpringerLink customDbUrl: eissn: 1433-3058 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0004685 issn: 0941-0643 databaseCode: RSV dateStart: 19970101 isFulltext: true titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22 providerName: Springer Nature |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8QwEB58Hbz4FtfHMgcPPgjUpGmTo4qisK7FF-KlpGmjC1JldxU8-N9Nsu36QAU9Nw0lk3S-ycx8H8C6dVJFFCtNqOaGhJrtECm5IFHITa5pEWXGk7i24nZbXF_LpOrj7tXV7nVK0v-ph81u7gbThb4Roe5081EYt95OOL2Gs_OrD82QXofThi2upCdkdSrzuyk-O6N3hPklKep9zeH0v75yBqYqaIm7g70wCyNFOQfTtWwDVqd4Hl530WJpPDluJeiFcPDRSSX07LudEo11Z-iQbKXrharM0VXH36LCuxfX4EUcNFVdzHwvLybnp7hxRFp7ySbWFOVuBvSZ-NIzi-Nwiy_A5eHBxb4dP1BhIJrFYZ-oyDBjbGCmRa6UVCzQQaGthQXN4kxxJ6DOi1BoGxpJmhmLR_IiyFmWRYGIc8kWYax8KIslQGnxh1Eso0zyMLexVs6oo--hSnBFg6gBQW2OVFcU5U4p4z4dkiv75U1dWZpb3pQ3YGv4yuOAn-O3wau1jdPqqPbSHSmEFKEFzg3Yrm364fFPky3_afQKTFqoJQaXN6sw1u8-FWswoZ_7nV63CeN7B-3krAmjCb9p-v38BhFJ648 |
| linkProvider | Springer Nature |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8QwEB58gV58i-tzDh58EKhJ0yZHFUWxrosvvJU0bVSQKrur4MH_bpJt1wcq6LlpKJmk801m5vsA1qyTKqJYaUI1NyTUbJtIyQWJQm5yTYsoM57ENYmbTXF9LVtVH3enrnavU5L-T91vdnM3mC70jQh1p5sPwnBoHZYjzD87v_rQDOl1OG3Y4kp6QlanMr-b4rMzekeYX5Ki3tccTPzrKydhvIKWuNPbC1MwUJTTMFHLNmB1imfgdQctlsaTo6SFXggHH51UQse-e1eise4MHZKtdL1QlTm66vgbVHj74hq8iIOmqo2Z7-XF1vkprh-SZLe1gTVFuZsBfSa-9Mzi2N_is3B5sH-xZ8f3VBiIZnHYJSoyzBgbmGmRKyUVC3RQaGthQbM4U9wJqPMiFNqGRpJmxuKRvAhylmVRIOJcsjkYKh_KYh5QWvxhFMsokzzMbayVM-roe6gSXNEgakBQmyPVFUW5U8q4T_vkyn55U1eW5pY35Q3Y7L_y2OPn-G3wUm3jtDqqnXRbCiFFaIFzA7Zqm354_NNkC38avQqjhxcnSZocNY8XYczCLtG7yFmCoW77qViGEf3cveu0V_xufgM1IuvZ |
| linkToPdf | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Nb9QwEB3RgqpeKB-tWCgwBw7QytrUjhP7WD5WVCxLpNKqt8ix41KpCqvdBYkD_x2PkyxtRZGqnmNbkcfWvPHMvAfwKjipOsuNZdxKz1Ir9pjWUrEsld5ZXmeVjySu43wyUScnuuh0Tud9tXufkmx7GoilqVkMp84Pl41v9JpJYXDGON10uQJ3U6qjp3D98PhCY2TU5AwhDJX3pKJPa_5ricuO6S_avJIgjX5ntHHrP34A9zvIifvtGXkId-rmEWz0cg7Y3e7H8HsfA8bGzwfjAqNADk5JQmEe5p416IObQ0K4nd4XmsYhVc2fosFvv6jxixFkNTOsYo8vFodf8PVHNn5bvMGeupxWwJihbyLjOC6P_iYcjT58fRfGt-oMzIo8XTCTeeF9CNiscsZoIxKb1DZYXvEqr4wkYXVZp8qGkEnzygec4urEiarKEpU7LbZgtfne1E8AdcAl3oiKCy1TF2IwJzjR-nCjpOFJNoCkN01pO-pyUtA4L5eky3F7SypXo-0t5QB2llOmLW_H_wZv9_Yuuys8L_e0UlqlAVAPYLe374XP1y329EajX8Ja8X5Ujg8mn57BekBjqn3f2YbVxexH_Rzu2Z-Ls_nsRTzYfwD4YPS9 |
| 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+new+MILP+model+proposal+in+feed+formulation+and+using+a+hybrid-linear+binary+PSO+%28H-LBP%29+approach+for+alternative+solutions&rft.jtitle=Neural+computing+%26+applications&rft.au=%C5%9Eahman%2C+Mehmet+Akif&rft.au=Altun%2C+Adem+Alparslan&rft.au=D%C3%BCndar%2C+Abdullah+Oktay&rft.date=2018-01-01&rft.issn=0941-0643&rft.eissn=1433-3058&rft.volume=29&rft.issue=2&rft.spage=537&rft.epage=552&rft_id=info:doi/10.1007%2Fs00521-016-2467-5&rft.externalDBID=n%2Fa&rft.externalDocID=10_1007_s00521_016_2467_5 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0941-0643&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0941-0643&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0941-0643&client=summon |