Evidence map›Paper›PMID 41957232›Full record

ArticleScientific reports2026

Design of a user-centered intelligent shoe cabinet for smart home hygiene using Kano-AHP-TRIZ.

Rui Xu, Linyao Ma, Jiale Liu, Maowei Chen

Abstract read
In one paragraph

Article in Scientific reports, 2026. 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

4 authors.

Rui Xu *Department of Global Convergence, Kangwon National University, Room 307, Building 5 (Natural Sciences), 1 Kangwondaehak-gil, Chuncheon, 24341, Republic of Korea.
Linyao Ma *School of Information Engineering, Bingtuan Xingxin Vocational and Technical College, Tiemenguan City, 841007, China.
Jiale LiuSchool of Information Engineering, Bingtuan Xingxin Vocational and Technical College, Tiemenguan City, 841007, China.
Maowei ChenDepartment of Global Convergence, Kangwon National University, Room 307, Building 5 (Natural Sciences), 1 Kangwondaehak-gil, Chuncheon, 24341, Republic of Korea. muwi@kangwon.ac.kr.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In Internet of Things (IoT)–enabled smart home environments, managing entryway hygiene is becoming increasingly important for residential health and indoor environmental quality. Intelligent shoe cabinets are expected to integrate functions such as sterilization, drying, energy efficiency, noise reduction, and space optimization. However, most existing designs address these functions independently and lack a systematic, user-centered design framework. This study proposes an IoT-enabled intelligent shoe cabinet design based on an integrated Kano–Analytic Hierarchy Process (AHP)–Theory of Inventive Problem Solving (TRIZ) methodology. User requirements were first classified using the Kano model and then quantified through AHP and fuzzy comprehensive evaluation (FCE), allowing for the prioritization of 16 functional and experiential attributes. The results indicate that must-be attributes have the greatest influence on overall user satisfaction and system performance. To translate these prioritized user needs into technical solutions, TRIZ was applied to resolve engineering contradictions and guide innovative system design. The proposed intelligent system incorporates a hybrid heat-pump low-temperature drying mechanism, a modular UV–ozone disinfection unit, and a localized dynamic retrieval structure. The design received 80.814 points, achieving the “Welcome” level, and the feedback on functional interaction was positive. By integrating user perception modeling with IoT-oriented intelligent system design, this study presents a replicable framework for smart home hygiene products and suggests potential applications in healthcare monitoring and hygiene-sensitive environments within smart cities.

Indexed as

Analytic Hierarchy ProcessIntelligent SystemsKano ModelShoe Cabinet DesignSmart HomesTheory of Inventive Problem Solving

Identifiers

PMID41957232
PMCPMC13187138

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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.