Evidence map›Paper›PMID 42007029›Full record

ArticleCurrent research in food science2026

Quality-aware robotic frying of fragile sheet intermediates using a dual-slot gripper.

Ah-Na Kim, Tae Hyong Kim

Abstract read
In one paragraph

Article in Current research in food science, 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

2 authors.

Ah-Na KimSmart Manufacturing Research Group, Korea Food Research Institute, 245, Nongsaengmyeong-ro, Iseo-myeon, Wanju-gun, Jeollabuk-do, 55365, Republic of Korea.
Tae Hyong KimSmart Manufacturing Research Group, Korea Food Research Institute, 245, Nongsaengmyeong-ro, Iseo-myeon, Wanju-gun, Jeollabuk-do, 55365, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study investigates the development and validation of a robotic dual-slot frying gripper designed for fragile sheet-based intermediates, exemplified by laver bugak. Conventional frying processes often rely on artisanal dexterity, leading to inconsistent outcomes, whereas the proposed system represents a quality-oriented robotic strategy that integrates food engineering principles with robotic compliance, perception, and control. As a result of the proposed gripper design, the system incorporated a dual-layer mesh structure, compliant hinges, silicone padding, and hook-shaped retainers, all synchronized with robotic trajectory planning to minimize adhesion, fracture, and deformation during frying. Direct comparative trials confirmed that this design markedly reduced adhesion (42%→7%), fracture (28%→2%), and slippage (9%→0%) relative to manual frying. Furthermore, experimental results demonstrated that the optimal frying time differed depending on operation mode-8 s for single mode and 11 s for dual mode-conditions that maximized puffing and brightness while avoiding overprocessing. These optimal times were identified through a comprehensive evaluation of post-frying quality attributes, including optical, moisture-related, dimensional, mechanical-acoustic, and chemical indices. Analysis of physicochemical quality metrics further revealed that the dual mode exhibited greater structural consistency and higher quality uniformity compared to the single mode, while most other quality traits showed no significant differences between modes. Importantly, dual mode maintained comparable quality to single mode even when frying time was extended to 11 s, indicating that both product quality and productivity can be secured simultaneously. Beyond these quality outcomes, a key performance indicator (KPI) framework demonstrated that dual-slot operation achieved approximately 3.15 times higher throughput than single-slot operation, while preserving sensory and physicochemical properties. These results confirm a robust linkage between gripper design, post-frying quality uniformity, and production efficiency. In conclusion, this work goes beyond automation aimed solely at productivity, showing that a robotic design centered on quality uniformity can serve as a foundation for autonomous food manufacturing systems that jointly optimize both quality and efficiency. The proposed framework provides a transferable methodological basis for extending robotic frying technologies to a wider range of fragile, semi-finished food products.

Indexed as

Dual-slot gripperFragile sheet-based intermediatesProductivity KPIQuality-aware automationQuality uniformityRobotic frying

Identifiers

PMID42007029
PMCPMC13089117

What OpenQuestion holds

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LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.