MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02758nam a22003257a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20250714141730.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
250714b |||||||| |||| 00| 0 eng d |
| 040 ## - CATALOGING SOURCE |
|---|
| 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 |
B38 2025 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Bataclan, Kian N. |
| Relator term |
author |
| 245 ## - TITLE STATEMENT |
|---|
| Title |
Floodcast 2.0: |
| Remainder of title |
real-time flood level monitoring and forecasting network through internet of things (iot) and machine vision system with web-based interface/ |
| Statement of responsibility, etc. |
Kian N. Bataclan, January R. Beljot, Raymond Karl L. Lapating, Camila Ann P. Llemos, and Jeremiah John C. Uy.-- |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
|---|
| 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 |
xiii, 113pages: |
| Dimensions |
29cm. |
| 336 ## - CONTENT TYPE |
|---|
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| Source |
rdacarrier |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Bachelor's thesis<br/> |
| 502 ## - DISSERTATION NOTE |
|---|
| Dissertation note |
College Of Engineering.-- |
| Degree type |
Bachelor of science in electronics engineering: |
| Name of granting institution |
Technological University of the Philippines,<br/> |
| Year degree granted |
2025.<br/> |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographic references and index. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
The Philippines is highly prone to natural disasters because of its location, making<br/>flooding a frequent problem in areas like Bulacan. This study developed a real-time flood<br/>level monitoring, prediction, and alert system to help inform Barangay Francisco Homes -<br/>Yakal and other nearby residents in Bulacan about potential flooding. The system<br/>integrates various hydrological sensors, including a submersible pressure level sensor, an<br/>ultrasonic sensor, a rain gauge, and a water flow sensor to collect hydrological data. This<br/>data is transmitted in real time using Internet of Things (IoT) technology. For predicting<br/>floods, the Long Short-Term Memory (LSTM) model gave the best results with a Mean<br/>Absolute Percentage Error (MAPE) of 0.64%, performing better than XGBoost, Random<br/>Forest, and ARIMA models. Water level detection using a YOLOv7 model trained with<br/>Roboflow 3.0 reached 99.5% mean Average Precision at 0.5 (mAP@50), achieving 100%<br/>precision and recall even under different weather conditions. The system measured water<br/>levels with 98% to 99% accuracy during the day and 97% accuracy at night using an<br/>infrared IP camera. Sensor calibration resulted in an average error of less than 2%, which<br/>proved its reliability. A web-based interface was developed to display real-time flood data,<br/>provide early warnings, and generate emergency information to residents and local<br/>authorities. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Ultrasonic sensor |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
IoT integration |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Flood prediction |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Beljot, January R. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Lapating, Raymond Karl L. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Llemos, Camila Ann P. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Uy, Jeremiah John C. |
| 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 |