Evidence map›Paper›PMID 40745427›Full record

ArticleScientific reports2025

A novel dynamic scheduling model for application in multimode approach.

Zineb Elqabli, Oulaid Kamach, Abdelhakim Khatab, Youness Chater

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. 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

4 authors.

Zineb ElqabliInnovative Technologies Laboratory, National School of Applied Sciences Tangier, Tangier, Morocco. Zineb.elqabli@etu.uae.ac.ma.ORCID http://orcid.org/0000-0001-6815-8566
Oulaid KamachInnovative Technologies Laboratory, National School of Applied Sciences Tangier, Tangier, Morocco.ORCID http://orcid.org/0000-0003-0642-0041
Abdelhakim KhatabLaboratory of Computer Engineering, Production and Maintenance, Lorraine University, Metz, France.ORCID http://orcid.org/0000-0003-1166-3806
Youness ChaterInnovative Technologies Laboratory, National School of Applied Sciences Tangier, Tangier, Morocco.ORCID http://orcid.org/0000-0001-5837-3887

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study addresses job scheduling problem in multimode systems. A multimode system is designed to perform flexibly and reliably under normal and degraded modes in highly volatile environments. A novel job dynamic scheduling optimization model is proposed to enhance the multimode system resiliency and robustness to unexpected events. The formulated optimization problem is expressed as a MILP aimed at minimizing the makespan, subject to constraints reflecting the characteristics of multimode behavior. Quantitative data were gathered through requirement documents inspired from real-life scenarios. They comprise several elements related to processing times, jobs, operations, machines employed, and RUL prediction. Various experiments are conducted to demonstrate the validity and the accuracy of the proposed approach.

Indexed as

Dynamic schedulingMakespanModellingMultimode approachOptimization

Identifiers

PMID40745427
PMCPMC12313937

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.