Evidence map›Paper›PMID 38509888›Full record

ArticleHeliyon2024

Optimizing vertically integrated pork production supply chain: A Lagrangian heuristic approach.

Thawee Nakrachata-Amon, Jumpol Vorasayan, Komkrit Pitiruek, Sirawadee Arunyanart, Thanawath Niyamosoth, Supachai Pathumnakul

Abstract read
In one paragraph

Article in Heliyon, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Collecting and Delivering Fattened Pigs to the Abattoir.Animals : an open access journal from MDPI · 2024
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Thawee Nakrachata-AmonDepartment of Industrial Engineering, Khon Kaen University, Thailand.
Jumpol VorasayanDepartment of Agro-Industrial Technology, Kasetsart University, Thailand.
Komkrit PitiruekDepartment of Industrial Engineering, Khon Kaen University, Thailand.
Sirawadee ArunyanartDepartment of Industrial Engineering, Khon Kaen University, Thailand.
Thanawath NiyamosothDepartment of Industrial Engineering, Khon Kaen University, Thailand.
Supachai PathumnakulDepartment of Industrial Engineering, Khon Kaen University, Thailand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Pork stands out as the most extensively produced and consumed meat globally. With advancements in technology, genetics, and management, the structure of the pig supply chain has transformed from the traditional birth-to-slaughter raising method to incorporate four primary specialized operations: breeding, farrowing, nursery, and fattening. Fattening, constituting approximately 70% of a market pig's entire life cycle, heavily relies on resources, notably in feed consumption. Despite the integration of feed production with pig farming in modern industrial setups through farming contracts, separate decision-making processes for production planning in both stages often result in overall inefficiency. This research proposes an optimization-based methodology to plan production for a vertically integrated setting of three supply chain echelons: a feed mill, fattening farms, and a slaughterhouse. Key coordinated decisions include creating production plans for specific feed formulations at the feed mill and organizing farming cycles at fattening farms to meet the demand of the slaughterhouse The aim is to optimize pig growth while minimizing the overall costs. The methodology includes a mixed-integer linear programming model for the pig supply chain, and a Lagrangian heuristic as method to make coordinated production plans. Computational experiments were conducted using diverse case-study data based on pig supply chains in Thatland. Compared with the results using a commercial software, Lingo's Simplex method, our proposed heuristic could find optimal solutions quicker for smaller problem instances and produce more effective feasible solutions within limited time frames for larger scenarios.

Indexed as

Feed productionLagrangian relaxationPig productionPork supply chainSubgradient heuristicVertical integration

Identifiers

PMID38509888
PMCPMC10950489

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.