MARC details
| 000 -LEADER |
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| fixed length control field |
03163nam 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 |
20250714144809.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
250714b |||||||| |||| 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 |
A73 2025 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Arceo, Nebiel |
| Relator term |
author |
| 245 ## - TITLE STATEMENT |
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| Title |
Esagip: |
| Remainder of title |
advanced water current and weather monitoring with rescue response using lorawan and unmanned aerial vehicle for real-time monitoring/ |
| Statement of responsibility, etc. |
Nebiel Arceo, Andrei Marlou C. Enova, Mhykel Aaron B. Lupac, Bingbong P. Malong, and Rinoa F. Pedragosa.-- |
| 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 |
xviii, 242pages: |
| 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.-- |
| 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. |
The Philippines’ vulnerability to climate-related disasters demands innovative<br/>solutions for effective monitoring, preparedness, and response. The eSAGIP system<br/>integrates emerging technologies such as IoT-enabled sensors, machine learning models,<br/>drones, and LoRaWAN communication to provide a comprehensive disaster management<br/>platform. It gathers real-time environmental data—weather conditions, air quality, water<br/>levels, and current speed—and transmits this information for centralized analysis. Machine<br/>learning models, including TCN-LSTM and Gradient Boosting, are used for forecasting<br/>and rescue operation prioritization. A cross-platform mobile and web application delivers<br/>real-time alerts, evacuation guidance, and rescue coordination, while UAVs assist in flood<br/>assessment and navigation.<br/><br/>The system was deployed in Bacoor City, where it proved to be both functional and<br/><br/>reliable. Sensor calibration confirmed high accuracy in data collection, and the TCN-<br/>LSTM model demonstrated strong forecasting performance—particularly in predicting<br/><br/>pressure, temperature, and humidity. Although rainfall prediction showed limitations with<br/>extreme values, it effectively captured overall trends. User Acceptance Testing (UAT)<br/>reflected strong support from disaster response teams, technical experts, and residents, with<br/>82% to 87% satisfaction ratings in functionality, usability, and safety. Users appreciated<br/>its intuitive interface and timely alerts. Some challenges, such as occasional connectivity<br/>issues and limited sensor coverage, were noted, but did not outweigh the system’s benefits.<br/>Overall, eSAGIP significantly enhanced Bacoor City’s disaster preparedness and response<br/>efforts. With further refinement and expansion, it holds great potential for replication in<br/>other flood-prone communities. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
LoRaWAN network |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
UAV assistance |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Flood assessment |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Enova, Andrei Marlou C. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Lupac, Mhykel Aaron B. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Malong, Bingbong P. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Pedragosa, Rinoa F. |
| 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 |