MARC details
| 000 -LEADER |
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| fixed length control field |
03221nam a22003377a 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 |
20250718162951.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
250718b |||||||| |||| 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 TK 870 |
| Item number |
A43 2025 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Amador, Kathleen T. |
| Relator term |
author |
| 245 ## - TITLE STATEMENT |
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| Title |
Balai: |
| Remainder of title |
iot power and water management system with ai for mode-control, recommendations and capping mechanism/ |
| Statement of responsibility, etc. |
Kathleen T. Amador, Adrian Gabriel B. Arcilla, Paul Christian M. Castillo, Margaret Zena A. Dalire, Rein Kirsten E. Solpico, and Gino D. Vidal.-- |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
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| Place of publication, distribution, etc. |
Manila: |
| Name of publisher, distributor, etc. |
Technological University of the Philippines, |
| Date of publication, distribution, etc. |
2025. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xii, 95pages: |
| Dimensions |
29cm. |
| 336 ## - CONTENT TYPE |
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| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
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| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
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| Source |
rdacarrier |
| 500 ## - GENERAL NOTE |
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| General note |
Bachelor's thesis<br/> |
| 502 ## - DISSERTATION NOTE |
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| Dissertation note |
College Of Engineering.--<br/> |
| Degree type |
Bachelor of science in electronics engineering: |
| Name of granting institution |
Technological University of the Philippines, <br/> |
| Year degree granted |
2025. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographic references and index. |
| 520 ## - SUMMARY, ETC. |
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| Summary, etc. |
BalAI: IoT Power and Water Management System with AI for Mode-Control,<br/>Recommendations, and Capping Mechanism introduces a streamlining approach to<br/>household utility regulation within a rapidly growing urban environment and booming<br/>demand for core needs. Most of the traditional household utility infrastructures remain<br/>traditional or non-monitored and rarely have facility to communicate in bidirectional<br/>manner, resulting in inefficient resource utilization and high consumption patterns. A lot of<br/>solutions in smart home technologies work in isolation and do not provide intuitive, smart<br/>control based on the behavior of users. In addition, low cost and access in development<br/>areas still raise major issues. Two separate monitoring devices were built using ESP32<br/>microcontrollers. The power module incorporated sensors such as ZMPT101B for voltage<br/>and ACS712 for current, while the water system used a YF-S201 flow sensor and a<br/>motorized solenoid valve. Both modules were mounted on a custom PCB and supported<br/>by relay control and voltage regulation. A Flutter-Dart Language and Firebase based mobile<br/>application enabled control, monitoring and notifications. Moreover, a PPO (Proximal<br/>Policy Optimization) reinforcement learning model was carried out by using<br/>TensorFlow.js. The system was tested from mid-February to mid-April, learning and<br/>responding with data and feedback in real time. The figures speak for themselves: 8 cubic<br/>meters of water and Php 348.7 worth of electricity were saved using optimized usage caps<br/>and AI-generated advice. It also got better over time, learning from what users did. BalAI<br/>proves that a locally adaptable, AI-integrated solution can empower households to manage<br/>utilities effectively, reduce waste, and support sustainable living through practical, user-<br/>friendly technology. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
IoT utilities |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Power monitoring |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
ESP32 module |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Arcilla, Adrian Gabriel B. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Castillo, Paul Christian M. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Dalire, Margaret Zena A. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Solpico, Rein Kirsten E. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Vidal, Gino D. |
| Relator term |
author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Library of Congress Classification |
| Koha item type |
Bachelor's Thesis COE |
| Suppress in OPAC |
No |