Development of a cacao bean classification system using image processing and artificial neural network / (Record no. 62394)

MARC details
000 -LEADER
fixed length control field 03257nam a2200337 4500
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20231016082805.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 210107b ||||| |||| 00| 0 eng d
040 ## - CATALOGING SOURCE
Transcribing agency CvSU Main Campus Library
041 0# - LANGUAGE CODE
Language code of text/sound track or separate title eng
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 621.367
Item number B31 2022
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Bautista, Gwyneth Mae I.
9 (RLIN) 36789
Relator term author
245 10 - TITLE STATEMENT
Title Development of a cacao bean classification system using image processing and artificial neural network /
Statement of responsibility, etc. by Gwyneth Mae I. Bautista and Nobie-Ann L. Quiñones.
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. Indang, Cavite :
Name of publisher, distributor, etc. Cavite State University- Main Campus,
Date of publication, distribution, etc. 2022.
300 ## - PHYSICAL DESCRIPTION
Extent xiii, 86 pages :
Other physical details illustrations ;
Dimensions 28 cm
336 ## - CONTENT TYPE
Source rdacontent
Content type term text
337 ## - MEDIA TYPE
Source rdamedia
Media type term unmediated
338 ## - CARRIER TYPE
Source rdacarrier
Carrier type term volume
500 ## - GENERAL NOTE
General note Design Project (Bachelor of Science in Electronics and Communications Engineering) Cavite State University.
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references.
508 ## - CREATION/PRODUCTION CREDITS NOTE
College and Department College of Engineering and Information Technology (CEIT)
520 3# - SUMMARY, ETC.
Summary, etc. BAUTISTA, GWYNETH MAE., and QUIÑONES, NOBIE-ANN. Development of a<br/>Cacao Bean Classification System Using Image Processing and Artificial Neural Network.<br/>Undergraduate Project Design. Bachelor of Science in Electronics Engineering. Cavite<br/>State University, Indang, Cavite. December 2018. Adviser: Edwin R.Arboleda, DEng.<br/>Using an image processing method and an artificial neural network model, this paper<br/>outlines the development of a prototype for identifying the quality of cacao beans based on the<br/>color of its interior. The Philippine National Standards for cacao beans were used as the basis<br/>for the system's set of guidelines and standards. The prototype was able to automatically<br/>determine the classifications of hybrid Trinitario cacao beans cultivated at Dariano Cacao Farm<br/>in Silang, which is located in the province of Cavite in the Philippines. The images employed as<br/>the data samples of the project were captured using a camera in a controlled setting. The<br/>sample images that have been loaded to the system consisted of 13 cacao beans that were<br/>placed in the prototype's sample drawer.<br/>Thereafter, the photographs are transferred to the system of the prototype, which then<br/>crops each of the 13 cacao beans individually and segments the characteristics of each image<br/>based on the RGB values. Classification experiments on 260 cross-cut hybrid Trinitario cacao<br/>beans using the artificial neural network classifier yielded an overall accuracy of 91.65 percent.<br/>The findings indicate that the developed image processing technique and the Artificial Neural<br/>Network or ANN-based classifier have the potential to be used as an efficient instrument for the<br/>purpose of classifying cacao beans.
541 ## - IMMEDIATE SOURCE OF ACQUISITION NOTE
Method of acquisition Submitted to the University Library
Date of acquisition 09/01/2022
Accession number DP-750
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Image processing
9 (RLIN) 1174
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Image processing software
9 (RLIN) 19368
690 ## - LOCAL SUBJECT ADDED ENTRY--TOPICAL TERM (OCLC, RLIN)
Course or Program Bachelor of Science in Electronics and Communications Engineering
9 (RLIN) 4922
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Quiñones, Nobie-Ann L.
Relator term author
9 (RLIN) 36790
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Arboleda, Edwin R.
Relator term adviser
9 (RLIN) 4719
856 ## - ELECTRONIC LOCATION AND ACCESS
Port 80
Link text Click here to view the Abstract and Table of Contents
Electronic File <a href="http://library.cvsu.edu.ph/cgi-bin/koha/opac-retrieve-file.pl?id=b918f304347c76a01ff1a212e63baf8a">http://library.cvsu.edu.ph/cgi-bin/koha/opac-retrieve-file.pl?id=b918f304347c76a01ff1a212e63baf8a</a>
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Theses / Manuscripts
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Current library Shelving location Date acquired Source of acquisition Coded location qualifier Inventory number Total Checkouts Full call number Barcode Date last seen Uniform Resource Identifier Price effective from Koha item type Public note
    Dewey Decimal Classification   Room use only Non-fiction Ladislao N. Diwa Memorial Library Ladislao N. Diwa Memorial Library Theses Section 09/01/2022 Submitted copy to the University Library DP 600   621.367 B31 2022 00081858 06/30/2023 http://library.cvsu.edu.ph/cgi-bin/koha/opac-retrieve-file.pl?id=b918f304347c76a01ff1a212e63baf8a 06/30/2023 Theses / Manuscripts DP-750
Copyright © 2024. Cavite State University | Koha 23.05