Evidence map›Paper›PMID 41407735›Full record

ArticleScientific reports2025

Two heuristic algorithms for location-inventory-routing models involving two warehouses within multi-echelon supply chain networks.

Zhuo Dai, Yefu Zhou, Bibhas Chandra Giri

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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. 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

3 authors.

Zhuo DaiJiangxi Open Economy Research Center, Jiujiang University, 551 Qianjin East Road, Jiujiang City, 332005, Jiangxi Province, China. daizhuo1@126.com.
Yefu ZhouJiangxi Open Economy Research Center, Jiujiang University, 551 Qianjin East Road, Jiujiang City, 332005, Jiangxi Province, China.
Bibhas Chandra GiriDepartment of Mathematics, Jadavpur University, Kolkata, 700032, India. bcgiri.jumath@gmail.com.

Funding

Jiangxi Philosophy and Social Sciences Key Research Base Research Center Project 22SKJD24National Natural Science Foundation of China 71863021National Natural Science Foundation of China 72061017
6 · The paper itself

Abstract

In supply chain management, the location of facilities, inventory control, and vehicle routing are three key components. This paper incorporates a two-warehouse inventory system into the location- inventory-routing problems (LIRPs) and develops LIRP models with two warehouses in one-level, two-level, and three-level supply chain networks. This study aims to minimize the average total costs of the models by reducing their average costs. To handle these models, two innovative hybrid algorithms, viz. Clarke and Wright-genetic algorithm (CW-GA) and Clarke and Wright-firefly algorithm (CW-FA) are put forward. Computational experiments and sensitivity analyses are conducted to compare the proposed two algorithms with Baron and test the algorithms' effectiveness and the models' feasibility. The management implications of this study are presented from two dimensions: model and method. Finally, future research directions and the gap between models and reality are discussed.

Indexed as

LIRPsSupply chain networkTwo heuristic algorithmsTwo warehouses

Identifiers

PMID41407735
PMCPMC12711999

What OpenQuestion holds

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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.