Evidence map›Paper›PMID 42113871›Full record

ArticlePloS one2026

The application of innovative joint control strategies in the synergistic optimization of enterprise procurement, production, rework and quality control.

Qingyu Hong, Jiping Qi, Hao Yin, Jie Gu, Hong Shen, Jihua Fan

Abstract read
In one paragraph

Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Qingyu HongSchool of Electrical and Information Engineering, Jiangsu University of Science and Technology, Zhangjiagang, China.
Jiping QiSchool of Electrical and Information Engineering, Jiangsu University of Science and Technology, Zhangjiagang, China.
Hao YinSchool of Electrical and Information Engineering, Jiangsu University of Science and Technology, Zhangjiagang, China.
Jie GuSchool of Electrical and Information Engineering, Jiangsu University of Science and Technology, Zhangjiagang, China.
Hong ShenSuzhou Institute of Technology, Jiangsu University of Science and Technology, Zhangjiagang, China.ORCID https://orcid.org/0009-0004-0255-0169
Jihua FanSuzhou Institute of Technology, Jiangsu University of Science and Technology, Zhangjiagang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study proposes an innovative joint control strategy for enterprise collaborative optimization in procurement, production, rework, and quality control in mechanical component manufacturing enterprises. A comprehensive model unifies supplier selection, rework decisions, and quality sampling is developed, thereby addressing the fragmentation of single-stage optimization in existing studies. In procurement, a confidence-interval-based model screens suppliers, with sample size determined by binomial distribution, factoring in two types of error risks to optimize costs. A cost-benefit model for production evaluates rework feasibility. For quality control, a fraction-f sampling plan balances inspection costs and product quality. The model is solved and simulated using MATLAB, and sensitivity analysis is conducted. The analysis reveals that the spare-part defect rate significantly impacts total profit, stressing procurement quality control. The defect rate of semi-finished products has minimal impact, indicating effective controls. An increase in the finished-product defect rate raises costs and reduces profits. These results demonstrate the effectiveness of the proposed joint control strategy in optimizing the cost-quality balance.

Indexed as

Quality ControlCost-Benefit AnalysisModels, Theoretical

Identifiers

PMID42113871
PMCPMC13160362

What OpenQuestion holds

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LicenceCC BY
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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.