IPTEK Journal of Proceedings Series
No 6 (2020): 6th International Seminar on Science and Technology 2020 (ISST 2020)

Design and Modelling of Ballscrew Linear Guide Actuator for Earthquake Shaking Table (EST) Based on Neural Network

Halimatus Sa’diyah (Department of Engineering Physics Institut Teknologi Sepuluh Nopember, Surabaya)
Purwadi Agus Darwito (Department of Engineering Physics Institut Teknologi Sepuluh Nopember, Surabaya)
Tavio Tavio (Department of Civil Engineering Institut Teknologi Sepuluh Nopember, Surabaya)
Murry Raditya (Department of Instrumentation Engineering Institut Teknologi Sepuluh Nopember, Surabaya)



Article Info

Publish Date
15 Oct 2021

Abstract

Earthquake Shaking Table (EST) is a device which can simulate an earthquake motion. This device is used to test the strength of a building structure against an earthquake motions before it’s actually made. EST uses a variety of actuators one of them is ball-screw linear guide actuator. The EST used in this project is a bi-axial type which uses 2 linear actuators to simulate the x-axis and y-axis movement of earthquake, each of them used bipolar stepper motor as the main rotary-actuating device. This project models the linear guide actuator using backpropagation neural-network algorithm. The model is built with empirical method using datas taken from the real behavior of both linear actuators. The datas include acceleration, displacement, and velocity of both actuators and they are used to train the neural network using backpropagation with Levenberg-Marquadt method. Simulation is done using Simulink and the results show that model is able to produces nearly same exact movement with the real hardware with error approximately 0,214 % and 0,685% respectively for both actuators.

Copyrights © 2020






Journal Info

Abbrev

jps

Publisher

Subject

Computer Science & IT

Description

IPTEK Journal of Proceedings Series publishes is a journal that contains research work presented in conferences organized by Institut Teknologi Sepuluh Nopember. ISSN: 2354-6026. The First publication in 2013 year from all of full paper in International Conference on Aplied Technology, Science, and ...