MARC details
| 000 -LEADER |
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| fixed length control field |
02970nam a22003257a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20250710135603.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
250709b |||||||| |||| 00| 0 eng d |
| 040 ## - CATALOGING SOURCE |
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| Original cataloging agency |
TUPM |
| Language of cataloging |
English |
| Transcribing agency |
TUPM |
| Modifying agency |
TUPM |
| Description conventions |
rda |
| 050 ## - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
BTH QA 76.9 |
| Item number |
I54 2025 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Infante, Charlin M. |
| Relator term |
author |
| 245 ## - TITLE STATEMENT |
|---|
| Title |
Smart restroom: |
| Remainder of title |
preventive maintenance system using machine learning algorithm/ |
| Statement of responsibility, etc. |
Charlin M. Infante, Ryan Rey D, Magdalita, Joey Boy E. Mission, John Michael P. Pontanos, and Rafaela E. Santos.-- |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
|---|
| Place of publication, distribution, etc. |
Manila: |
| Date of publication, distribution, etc. |
2025. |
| Name of publisher, distributor, etc. |
Technological University of the Philippines, |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xii, 168pages: |
| Dimensions |
29cm. |
| 336 ## - CONTENT TYPE |
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| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| Source |
rdacarrier |
| 500 ## - GENERAL NOTE |
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| General note |
Bachelor's thesis |
| 502 ## - DISSERTATION NOTE |
|---|
| Dissertation note |
College of Industrial Technology.-- |
| Degree type |
Bachelor of engineering technology major in computer engineering technology: |
| Name of granting institution |
Technological University of the Philippines, |
| Year degree granted |
2025. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographic references and index. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
Traditional restroom maintenance practices are predominantly reactive, leading to<br/>inefficiencies, increased operational costs, and user dissatisfaction due to unexpected<br/>equipment failures. This thesis aimed to develop the "Smart Restroom," a preventive<br/>maintenance system leveraging IoT sensors and machine learning (ML) algorithms to<br/>transition from reactive to proactive facility management. The system captures critical<br/>parameters predictive of maintenance needs by integrating sensors to monitor real-time<br/>data such as usage frequency, environmental conditions, and consumable supply levels.<br/>Machine learning models, employing anomaly detection and time series forecasting,<br/>analyze this data to anticipate equipment malfunctions and optimize maintenance<br/>schedules. The proposed framework not only predicts imminent failures but also prioritizes<br/>tasks based on urgency, enhancing resource allocation. Experimental results demonstrate<br/>the system’s efficacy in reducing downtime, lowering maintenance costs, and improving<br/>hygiene standards through timely interventions. Furthermore, this study highlighted the<br/>system’s scalability and adaptability, positioning it as a viable component of smart city<br/><br/>infrastructures aimed at sustainable urban management. The innovation lies in its data-<br/>driven approach, which transcends conventional threshold-based alerts, offering dynamic<br/><br/>insights tailored to specific restroom usage patterns. This thesis underscored the<br/>transformative potential of IoT and ML in public infrastructure, advocating for their<br/>broader adoption to enhance operational efficiency and user experience in communal<br/>spaces. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Smart restroom |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Preventive maintenance |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Supervised machine |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Magdalita, Ryan Rey D. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Mission, Joey Boy E. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Pontanos, John Michael P. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Santos, Rafaela E. |
| Relator term |
author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Library of Congress Classification |
| Koha item type |
Bachelor's Thesis CIT |
| Suppress in OPAC |
No |