Evidence map›Paper›PMID 42451437›Full record

ArticleSensors (Basel, Switzerland)2026

Storage Location Allocation and Crane Scheduling Optimization in Automated Storage and Retrieval Systems with Dual I/O Ports.

Zihang Yuan, Wenbin Zhang, Chunjiang Zhang

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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
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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

3 authors.

Zihang YuanSchool of Mechanical Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074, China.ORCID 0009-0000-7379-2932
Wenbin ZhangSchool of Mechanical Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074, China.ORCID 0009-0008-3150-0346
Chunjiang ZhangSchool of Mechanical Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This paper addresses the challenge of integrated optimization for storage space allocation and crane scheduling in Automated Storage and Retrieval Systems (AS/RSs) under the complex constraints of dual I/O ports and Shared Storage strategies. The scheduling of multi-shuttle cranes in such environments constitutes a highly coupled NP-hard combinatorial optimization problem, where task assignment, sequencing, and dynamic storage location allocation must be solved simultaneously. To tackle this, this paper proposes an Elite-Driven Synchronized-Repair Memetic Algorithm (ED-SRMA) based on a sensor-informed total-travel-time objective formulated from horizontal and vertical crane displacements that can be measured by the crane drive sensors. The method combines a dual-layer representation, cross-layer synchronization, a problem-specific feasibility-repair operator, elite preservation, and budgeted local refinement. Numerical experiments were conducted on seven problem scales using 30 paired independent runs and a fixed evaluation budget. Compared with the corresponding dual-I/O operating mode without immediate location reuse, the shared-storage RS mode reduced the mean total travel time by 4.57-14.89%. ED-SRMA reduced the mean objective value by 5.48-39.59% relative to Base-GA and by 3.99-28.82% relative to PSO. For the representative 120×5 instance, the fitness-evaluation-based convergence analysis further shows an earlier objective-value reduction and continued improvement under the common evaluation budget. These results demonstrate the effectiveness, statistical significance, and consistency under the tested conditions of ED-SRMA for the investigated dual-I/O shared-storage scheduling problem.

Indexed as

automatedstorage and retrieval systemmemetic algorithmrepair-based constraint handlingscheduling optimizationsensor-informed scheduling

Identifiers

PMID42451437
PMCPMC13363963

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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.