Reducing Student Distraction Through Fuzzy Logic Based Seating Arrangements

A crucial skill for primary school teachers is maintaining efficient classroom management. Teachers use classroom seating arrangements to help maintain this efficiency. However, developing classroom seating arrangements is both time-consuming and often non-optimal for distraction mitigation. Fuzzy logic-based approaches for the development of classroom seating arrangements can reduce development time and minimize classroom distraction. In this study, an original fuzzy logic-based software package named "CUB" is introduced and applied to a modern classroom using "cluster" seating arrangements. The combination of fuzzy inference systems, fuzzy c-means clustering, sequential, and iterative processes produce ready-to-use seating arrangements for the classroom in this study. The seating arrangements are compared with an existing set of seating arrangements to validate the results. The author's findings show that CUB is successful in generating applicable seating arrangements with a small liklihood of replicating arrangements. The findings also suggest that fuzz logic-based approaches may be successful in other styles of classroom arrangement.

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Journal
ArXiv.org
Published
2025-05-01
Primary Topic
Educational Environments and Student Outcomes
Type
article
Field-Weighted Citation Impact
0.00

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article

Reducing Student Distraction Through Fuzzy Logic Based Seating Arrangements

ArXiv.org
Educational Environments and Student Outcomes
article

Reducing Student Distraction Through Fuzzy Logic Based Seating Arrangements

article en

Abstract

A crucial skill for primary school teachers is maintaining efficient classroom management. Teachers use classroom seating arrangements to help maintain this efficiency. However, developing classroom seating arrangements is both time-consuming and often non-optimal for distraction mitigation. Fuzzy logic-based approaches for the development of classroom seating arrangements can reduce development time and minimize classroom distraction. In this study, an original fuzzy logic-based software package named "CUB" is introduced and applied to a modern classroom using "cluster" seating arrangements. The combination of fuzzy inference systems, fuzzy c-means clustering, sequential, and iterative processes produce ready-to-use seating arrangements for the classroom in this study. The seating arrangements are compared with an existing set of seating arrangements to validate the results. The author's findings show that CUB is successful in generating applicable seating arrangements with a small liklihood of replicating arrangements. The findings also suggest that fuzz logic-based approaches may be successful in other styles of classroom arrangement.

ArXiv.org
University of Cincinnati (US)
University of Cincinnati, Alberta Innovates Bio Solutions
Openalex Percentile: Top 38%
Educational Environments and Student Outcomes
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Reducing Student Distraction Through Fuzzy Logic Based Seating Arrangements · ArXiv.org (2025) | TGRS Research Map | TGRS