Design and Evaluation of Virtual Compression Testing Machine Based on Multilayer Perceptron for Vocational-Education Virtual Laboratory-Reference-Cited by-同舟云学术

Design and Evaluation of Virtual Compression Testing Machine Based on Multilayer Perceptron for Vocational-Education Virtual Laboratory

Published:2023-05-29 Issue: Volume: Page:710-720
ISSN:2217-8333
Container-title:TEM Journal
language:en
Short-container-title:

Author:

Santosa Stefanus¹,Suharto Suharto²,Purbo Santosa Yonathan³,Alzami Farrikh Alzami⁴,Moses Setiadi De Rosal Ignatius⁴

Affiliation:

1. Department of Civil Engineering, Politeknik Negeri Semarang, Indonesia

2. Department of Mechanical Engineering, Politeknik Negeri Semarang, Indonesia

3. Faculty of Computer Science, Universitas Katolik Soegijapranata, Indonesia

4. Faculty of Computer Science, Universitas Dian Nuswantoro, Indonesia

Abstract

The weaknesses of Conventional Compression Testing Machines (CCTM) for student practicum are the high costs of procurement, maintenance, electricity, concrete materials, and human/equipment error factors. This research proposed of Virtual Compression Testing Machine (VCTM) based on Multilayer Perceptron that uses 2 hidden layers, 60 neurons with bagging, and other parameters of a Deep Neural Network with RMSE value of 4.738. The application of VCTM has been successfully carried out and there was no significant difference with CCTM. VCTM can be used for various types of concrete with high testing intensity. Lecturers and researchers can use VCTM to conduct research.

Publisher

Association for Information Communication Technology Education and Science (UIKTEN)

Subject

Management of Technology and Innovation,Information Systems and Management,Strategy and Management,Education,Information Systems,Computer Science (miscellaneous)

Link

https://www.temjournal.com/content/122/TEMJournalMay2023_710_720.pdf