Evidence map›Paper›PMID 39256605›Full record

ArticleScientific reports2024

Research on origin-based cold storage location and routing optimization of fresh agricultural products based on hybrid whale algorithm.

Xueyan Zhou, Jin Li, Fengjie Xie, Jing Fang

Abstract read
In one paragraph

Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

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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

4 authors.

Xueyan ZhouXi'an University of Posts & Telecommunications, Xian, Shaanxi, China.
Jin LiXi'an University of Posts & Telecommunications, Xian, Shaanxi, China. jin_li2580@163.com.
Fengjie XieXi'an University of Posts & Telecommunications, Xian, Shaanxi, China.
Jing FangXi'an University of Posts & Telecommunications, Xian, Shaanxi, China.

Funding

Fundamental Research Funds for Central Universities of the Central South University 300102213508Young Talents Promotion Program of Shaanxi Association for Science and Technology 20230238
6 · The paper itself

Abstract

With the focus on the insufficient origin-based cold storage in China, this study investigates the location and routing problem (LRP) of origin-based cold storage for fresh agricultural products. This study considers the loss of fresh agricultural products in different environments during transportation and presents a cold storage LRP model. To address this issue, a hybrid whale algorithm with heuristic rules is designed, and the effectiveness of the algorithm is verified by standard instances. Finally, taking Chenggu County as a practical case, the influence of cold storage capacity and farmers' demand for refrigeration are analysed. Experimental results show that the proposed algorithm has a good effect in solving medium-scale LRP. As the storage capacity increases, the total cost of the system can be increased by 0.086%. As farmers' demand for refrigeration increases, the total cost of the system can be increased by 34.034%. Farmers' demand has a greater impact on the system's total costs than the cold storage capacity. When optimizing the cold storage layout, changes in fresh agricultural product output in the next few years can be roughly predicted, and the most economical optimization scheme can be obtained.

Indexed as

Fresh agricultural productsHybrid whale algorithmLRPOrigin-based cold storage

Identifiers

PMID39256605
PMCPMC11387780

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Registered trials

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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.