Design and development of aroid plant defect classifier using convolutional neural network / (Record no. 62390)

MARC details
000 -LEADER
fixed length control field 03298nam a2200337 4500
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20230904163710.0
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 B96 2022
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Bustamante, Mariel G.
9 (RLIN) 36775
Relator term author
245 10 - TITLE STATEMENT
Title Design and development of aroid plant defect classifier using convolutional neural network /
Statement of responsibility, etc. by Mariel G. Bustamante and Jacob D. Mojares.
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 xv, 72 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. BUSTAMANTE, MARIEL G., and MOJARES, JACOB D. Design and Development of<br/>Aroid Plant Defect Classifier using Convolutional Neural Network. Undergraduate Design<br/>Project. Bachelor of Science in Electronics Engineering. Cavite State University, Indang,<br/>Cavite. August 2022. Adviser: Dr. Edwin R. Arboleda.<br/>The general objective of the study was to design and develop an Aroid Plant Defect<br/>Classifier using Convolutional Neural Network. It was intended to be portable and rechargeable.<br/>It was targeted to be capable of classifying defects of a Black Velvet "Alocasia reginula" plant<br/>based on its leaves to avoid severe damage due to improper watering. The design project was<br/>composed of Raspberry Pi 3B+ which handled all the processes the device had to execute. This<br/>microcomputer was used to interface other components of the device such as the Camera,<br/>Battery, and Touchscreen Display. The back-end system of this device was a trained<br/>Convolutional Neural Network Model with an Accuracy of 89.50% while the front-end system<br/>was a Graphical User Interface displayed on the Touchscreen display when it turned ON. The<br/>project was tested by the researchers at a farm in DasmariƱas, Cavite, where the device had<br/>accuracy values of 90.48%, 87.62%, and 91.43%, and precision values of 87.88%, 78.75%, and<br/>88.24% in classifying Normal, Underwatered, and Overwatered leaves, respectively, using a<br/>confusion matrix. The evaluation was conducted at the Engineering Science Building, Cavite<br/>State University, Indang, Cavite with the Electronics Engineer Professors. Based on the results<br/>of the evaluation, the design project succeeded in achieving its objectives. The overall<br/>performance was considered satisfactory. The cost of the construction of the system amounted<br/>to P11,176.00.
541 ## - IMMEDIATE SOURCE OF ACQUISITION NOTE
Method of acquisition Submitted to the University Library
Date of acquisition 09/01/2022
Accession number DP-753
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 Mojares, Jacob D.
Relator term author
9 (RLIN) 36779
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Arboleda, Edwin R.
Relator term adviser
9 (RLIN) 4719
856 ## - ELECTRONIC LOCATION AND ACCESS
Port 80
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Electronic File <a href="http://library.cvsu.edu.ph/cgi-bin/koha/opac-retrieve-file.pl?id=699ae8c4282d568d6899cfb0e7dc5e46">http://library.cvsu.edu.ph/cgi-bin/koha/opac-retrieve-file.pl?id=699ae8c4282d568d6899cfb0e7dc5e46</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 06/01/2022 Submitted copy to the University Library DP 600   621.367 B96 2022 00081854 06/29/2023 http://library.cvsu.edu.ph/cgi-bin/koha/opac-retrieve-file.pl?id=699ae8c4282d568d6899cfb0e7dc5e46 06/29/2023 Theses / Manuscripts DP-753
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