MARC details
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02916nam a22003137a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
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OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20250522183740.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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250522b |||||||| |||| 00| 0 eng d |
| 040 ## - CATALOGING SOURCE |
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| Original cataloging agency |
TUPM |
| Language of cataloging |
TUPM |
| Transcribing agency |
TUPM |
| Modifying agency |
English |
| Description conventions |
rda |
| 050 ## - LIBRARY OF CONGRESS CALL NUMBER |
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| Classification number |
BTH TA 145 |
| Item number |
A53 2024 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Andrade, Bea Marie L. |
| Relator term |
author |
| 245 ## - TITLE STATEMENT |
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| Title |
Prediction of Reinforced Concrete Beam-Column Joint Capacity Considering Shear Stress-Strain Using Feedback Propagation in MATLAB/ |
| Statement of responsibility, etc. |
Bea Marie L. Andrade, Carla Jane C. Evangelista, Caitlyn A. Merelos, Kyla G. Remetio and Vincent A. Salvador.-- |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
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| Name of publisher, distributor, etc. |
Technological University of the Philippines, Manila. |
| Date of publication, distribution, etc. |
July 2024 |
| 300 ## - PHYSICAL DESCRIPTION |
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| Extent |
xiv, 218 pages. |
| Dimensions |
29 cm |
| 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 |
| 502 ## - DISSERTATION NOTE |
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| Dissertation note |
College of Engineering.-- |
| Degree type |
Bachelor of Science in Civil Engineering: |
| Name of granting institution |
Technological University of the Philippines, Manila. |
| Year degree granted |
2024 |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
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| Bibliography, etc. note |
Includes bibliographic references and index. |
| 520 ## - SUMMARY, ETC. |
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| Summary, etc. |
Artificial Neural Networks (ANNs) are widely applied in construction<br/>engineering, particularly structural analysis and design. This study investigates the use of<br/>ANNs for predicting beam-column joint capacity based on shear stress-strain, utilizing<br/>MATLAB as the implementation platform. An ANN model was developed and trained to<br/>enhance predictive accuracy and optimize structural design parameters. A dataset of 517<br/>samples was compiled from 137 research studies, with 153 outliers identified and<br/>removed using Cook's Distance Method in MATLAB, leaving 364 datasets for training.<br/>The network was trained using the Levenberg-Marquardt (LM) algorithm, a widely used<br/>iterative technique for nonlinear least-squares problems, combined with the TANSIG<br/><br/>activation function. The model achieved a mean squared error (MSE) of 0.480 and an R-<br/>value of 0.94, with the optimal configuration being 36 layers. Validation was conducted<br/><br/>through simulations, weight, and bias computations using the Sigmoid function, and<br/>graphical analyses of stress-strain and moment-rotation curves. The study developed a<br/>spreadsheet-based tool that enables efficient shear stress-strain prediction by inputting<br/>key structural parameters. This tool offers significant benefits for structural analysis,<br/>design, and the maintenance of buildings, particularly in developing regions.<br/><br/>Keywords: Artificial Neural Networks (ANN), beam-column joint capacity, shear stress-<br/>strain, MATLAB, structural analysis, Levenberg-Marquardt algorithm, TANSIG<br/><br/>activation function, Cook’s Distance Method, predictive modeling, spreadsheet tool. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Civil Engineering |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Artificial Neural Networks (ANN) |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Evangelista, Carla Jane C. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Merelos, Caitlyn A. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Remetio, Kyla G. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Salvador, Vincent A. |
| Relator term |
author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
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| Source of classification or shelving scheme |
Library of Congress Classification |
| Koha item type |
Bachelor's Thesis COE |
| Suppress in OPAC |
No |