A modern local search method for operations scheduling of dehydration plants
Drying operations constitute an important field of food engineering, which is still governed by empiricism. The utilisation of different raw materials to be processed sequentially so that demand constraints are met, broadly characterise dehydration plants as multi-product. Processing of raw material...
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| Vydané v: | Journal of food engineering Ročník 52; číslo 1; s. 17 - 23 |
|---|---|
| Hlavní autori: | , |
| Médium: | Journal Article |
| Jazyk: | English |
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Oxford
Elsevier Ltd
01.03.2002
Elsevier |
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| ISSN: | 0260-8774, 1873-5770 |
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| Abstract | Drying operations constitute an important field of food engineering, which is still governed by empiricism. The utilisation of different raw materials to be processed sequentially so that demand constraints are met, broadly characterise dehydration plants as multi-product. Processing of raw materials is implemented through a series of pre-processing operations that together with drying constitute the production procedure of a pre-specified campaign. The basic component of the manufacturing system that a typical dehydration plant involves, is scheduling of operations so that demand is fulfilled within a pre-described time horizon imposed by production planning. The typical scheduling operation that dehydration plants involve, can be formulated as a general job shop scheduling problem. The aim of this study is to describe a new metaheuristic method for solving the job shop scheduling problem of dehydration plants, termed as backtracking adaptive threshold accepting (BATA) method. Our effort focuses on developing an innovative method, which produces reliable and good solutions, requiring reasonable computing effort. The main innovation of the method, towards a typical threshold accepting algorithm, is that the value of the threshold is not only lowered, but also raised or backtracked according to how effective a local search is. BATA is described in detail while its performance and characteristic job shop scheduling case studies for dehydration plant operations are presented. |
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| AbstractList | Drying operations constitute an important field of food engineering, which is still governed by empiricism. The utilisation of different raw materials to be processed sequentially so that demand constraints are met, broadly characterise dehydration plants as multi-product. Processing of raw materials is implemented through a series of pre-processing operations that together with drying constitute the production procedure of a pre-specified campaign. The basic component of the manufacturing system that a typical dehydration plant involves, is scheduling of operations so that demand is fulfilled within a pre-described time horizon imposed by production planning. The typical scheduling operation that dehydration plants involve, can be formulated as a general job shop scheduling problem. The aim of this study is to describe a new metaheuristic method for solving the job shop scheduling problem of dehydration plants, termed as backtracking adaptive threshold accepting (BATA) method. Our effort focuses on developing an innovative method, which produces reliable and good solutions, requiring reasonable computing effort. The main innovation of the method, towards a typical threshold accepting algorithm, is that the value of the threshold is not only lowered, but also raised or backtracked according to how effective a local search is. BATA is described in detail while its performance and characteristic job shop scheduling case studies for dehydration plant operations are presented. |
| Author | Tarantilis, C.D. Kiranoudis, C.T. |
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| Cites_doi | 10.1287/moor.1.2.117 10.1002/aic.690421105 10.1287/mnsc.35.2.164 10.1016/0307-904X(94)90161-9 10.1016/0021-9991(90)90201-B 10.1016/0098-1354(94)00069-Z 10.1016/S0167-5060(08)70356-X 10.1287/ijoc.8.3.302 10.1080/07373939308916899 |
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| Keywords | Vegetals Analysis method Job shop Information processing Scheduling Heuristic approach Dehydration Adaptation Drying |
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| References | Technical Report, Mathematical Center Tract 69, Mathematisch Centrum Kiranoudis, Maroulis, Marinos-Kouris (BIB8) 1994; 18 Dueck, Scheuer (BIB3) 1990; 90 Morton, Pentico (BIB12) 1993 Kiranoudis, Maroulis, Marinos-Kouris (BIB10) 1996; 42 Lenstra, J. (1976). Graham, Lawler, Lenstra, Rinnooy Kan (BIB6) 1979; 5 Kiranoudis, Maroulis, Marinos-Kouris (BIB9) 1995; 19 Garey, Johnson, Sethy (BIB5) 1976; 1 Vaessens, Aarts, Lenstra (BIB13) 1996; 8 Carlier, Pison (BIB2) 1989; 35 Aarts, Lenstra (BIB1) 1997 French (BIB4) 1982 Kiranoudis, Maroulis, Marinos-Kouris (BIB7) 1993; 11 Kiranoudis (10.1016/S0260-8774(01)00080-2_BIB7) 1993; 11 Aarts (10.1016/S0260-8774(01)00080-2_BIB1) 1997 Carlier (10.1016/S0260-8774(01)00080-2_BIB2) 1989; 35 Garey (10.1016/S0260-8774(01)00080-2_BIB5) 1976; 1 Kiranoudis (10.1016/S0260-8774(01)00080-2_BIB10) 1996; 42 Kiranoudis (10.1016/S0260-8774(01)00080-2_BIB9) 1995; 19 Graham (10.1016/S0260-8774(01)00080-2_BIB6) 1979; 5 French (10.1016/S0260-8774(01)00080-2_BIB4) 1982 Morton (10.1016/S0260-8774(01)00080-2_BIB12) 1993 Dueck (10.1016/S0260-8774(01)00080-2_BIB3) 1990; 90 Vaessens (10.1016/S0260-8774(01)00080-2_BIB13) 1996; 8 Kiranoudis (10.1016/S0260-8774(01)00080-2_BIB8) 1994; 18 10.1016/S0260-8774(01)00080-2_BIB11 |
| References_xml | – year: 1997 ident: BIB1 publication-title: Local search and combinatorial optimisation – reference: Lenstra, J. (1976). – year: 1982 ident: BIB4 publication-title: Sequencing and Scheduling: An introduction to the mathematics of job shop – year: 1993 ident: BIB12 publication-title: Heuristic scheduling systems – volume: 1 start-page: 117 year: 1976 end-page: 129 ident: BIB5 article-title: The complexity of flow shop and job shop scheduling publication-title: Mathematics of Operations Research – volume: 19 start-page: 581 year: 1995 end-page: 606 ident: BIB9 article-title: Design and production planning of multi-product dehydration plants publication-title: Computers and Chemical Engineering – volume: 42 start-page: 3030 year: 1996 end-page: 3040 ident: BIB10 article-title: Design and operation of convective industrial dryers publication-title: AIChE J. – volume: 11 start-page: 1271 year: 1993 end-page: 1292 ident: BIB7 article-title: Modeling and optimisation for design under production planning criteria in multi-product dehydration plants publication-title: Drying Technology – volume: 35 start-page: 167 year: 1989 end-page: 176 ident: BIB2 article-title: An algorithm for solving the job-shop problem publication-title: Management Science – volume: 5 start-page: 287 year: 1979 end-page: 326 ident: BIB6 article-title: Optimisation and approximation in deterministic sequencing and scheduling: a survey publication-title: Annals of Discrete Mathematics – volume: 18 start-page: 58 year: 1994 end-page: 71 ident: BIB8 article-title: Production planning for multi-product dehydration plants publication-title: Applied Mathematical Modelling – volume: 90 start-page: 161 year: 1990 end-page: 175 ident: BIB3 article-title: Threshold accepting. A general purpose optimisation algorithm appearing superior to simulated annealing publication-title: Journal of Computational Physics – reference: . Technical Report, Mathematical Center Tract 69, Mathematisch Centrum – volume: 8 start-page: 302 year: 1996 end-page: 317 ident: BIB13 article-title: Job shop scheduling by local search publication-title: INFORMS Journal on Computing – year: 1993 ident: 10.1016/S0260-8774(01)00080-2_BIB12 – year: 1982 ident: 10.1016/S0260-8774(01)00080-2_BIB4 – volume: 1 start-page: 117 year: 1976 ident: 10.1016/S0260-8774(01)00080-2_BIB5 article-title: The complexity of flow shop and job shop scheduling publication-title: Mathematics of Operations Research doi: 10.1287/moor.1.2.117 – year: 1997 ident: 10.1016/S0260-8774(01)00080-2_BIB1 – volume: 42 start-page: 3030 year: 1996 ident: 10.1016/S0260-8774(01)00080-2_BIB10 article-title: Design and operation of convective industrial dryers publication-title: AIChE J. doi: 10.1002/aic.690421105 – volume: 35 start-page: 167 year: 1989 ident: 10.1016/S0260-8774(01)00080-2_BIB2 article-title: An algorithm for solving the job-shop problem publication-title: Management Science doi: 10.1287/mnsc.35.2.164 – ident: 10.1016/S0260-8774(01)00080-2_BIB11 – volume: 18 start-page: 58 year: 1994 ident: 10.1016/S0260-8774(01)00080-2_BIB8 article-title: Production planning for multi-product dehydration plants publication-title: Applied Mathematical Modelling doi: 10.1016/0307-904X(94)90161-9 – volume: 90 start-page: 161 year: 1990 ident: 10.1016/S0260-8774(01)00080-2_BIB3 article-title: Threshold accepting. A general purpose optimisation algorithm appearing superior to simulated annealing publication-title: Journal of Computational Physics doi: 10.1016/0021-9991(90)90201-B – volume: 19 start-page: 581 year: 1995 ident: 10.1016/S0260-8774(01)00080-2_BIB9 article-title: Design and production planning of multi-product dehydration plants publication-title: Computers and Chemical Engineering doi: 10.1016/0098-1354(94)00069-Z – volume: 5 start-page: 287 year: 1979 ident: 10.1016/S0260-8774(01)00080-2_BIB6 article-title: Optimisation and approximation in deterministic sequencing and scheduling: a survey publication-title: Annals of Discrete Mathematics doi: 10.1016/S0167-5060(08)70356-X – volume: 8 start-page: 302 year: 1996 ident: 10.1016/S0260-8774(01)00080-2_BIB13 article-title: Job shop scheduling by local search publication-title: INFORMS Journal on Computing doi: 10.1287/ijoc.8.3.302 – volume: 11 start-page: 1271 year: 1993 ident: 10.1016/S0260-8774(01)00080-2_BIB7 article-title: Modeling and optimisation for design under production planning criteria in multi-product dehydration plants publication-title: Drying Technology doi: 10.1080/07373939308916899 |
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| SubjectTerms | Biological and medical sciences Food engineering Food industries food processing Fundamental and applied biological sciences. Psychology General aspects mathematical models operations research planning |
| Title | A modern local search method for operations scheduling of dehydration plants |
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