Cnn based ripening and maturity monitoring system for musa acuminata (lakatan) using raspberry pi 4/ (Record no. 30471)

MARC details
000 -LEADER
fixed length control field 02772nam a22003377a 4500
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20250718162327.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 250718b |||||||| |||| 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 A97 2025
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Ayson, Kerrvin D.
Relator term author
245 ## - TITLE STATEMENT
Title Cnn based ripening and maturity monitoring system for musa acuminata (lakatan) using raspberry pi 4/
Statement of responsibility, etc. Kervin D. Ayson, Arnel Jr Y. Hilario, Erwin C. Legaspi, Jamelle Brian C. Martinez, Jayson A. Morados, and Harish Lodrianne A. Saunar.--
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 iii, 174pages:
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
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,
Year degree granted 2025.
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographic references and index.
520 ## - SUMMARY, ETC.
Summary, etc. Efficient and safe banana ripening methods are urgently needed to meet consumer demand and minimize postharvest losses. This study presents an automated system for accelerating and monitoring the ripening process of Musa acuminata (Lakatan) bananas, emphasizing food quality and safety. The system utilizes Ethephon as a safer alternative to traditional ripening agents and features a custom-designed three-layer acrylic and steel prototype equipped with sensors for humidity, ethylene gas, and temperature, as well as a camera module for image-based maturity assessment. Experimental results showed that Ethephon treatment reduced the average ripening time from 126.48 hours (natural ripening) to 66.36 hours, while maintaining higher humidity (79.35%) and lower temperature (32.15°C) during ripening. Bananas treated with Ethephon exhibited uniform ripeness and improved safety compared to conventional methods. The integration of a Convolutional Neural Network (CNN) enabled automated classification of banana maturity stages, supporting real-time and objective monitoring via a Python-based LCD interface. The system's performance was validated by a local banana distributor and found to be compliant with ISO Standard 3959:1977. Overall, this technology offers a practical, efficient, and safe solution for banana producers, enhancing quality control, reducing waste, and supporting consistent postharvest management.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Banana ripening
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Ethephon treatment
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Automated system
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Hilario, Arnel Jr Y.
Relator term author
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Legaspi, Erwin C.
Relator term author
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Martinez, Jamelle Brian C.
Relator term author
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Morados, Jayson A.
Relator term author
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Saunar, Harish Lodrianne A.
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
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Shelving location Date acquired Source of acquisition Inventory number Total checkouts Full call number Barcode Date last seen Copy number Price effective from Koha item type
    Library of Congress Classification     TUP Manila Library TUP Manila Library Thesis Section-2nd floor 07/18/2025 Donation BTH-6432   BTH TK 870 A97 2025 BTH0006432 07/18/2025 c.1. 07/18/2025 Bachelor's Thesis COE



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