Journal of Social Research
Vol. 2 No. 5 (2023): Journal of Social Research

Coal Spray Rate Prediction Based on Factor Analysis and Neural Network (NN) Algorithm

Hasni Kasim (a:1:{s:5:"en_US"
s:45:"Universitas Pejuang Republik Indonesia (UPRI)"
})

Muh. Yusuf (Universitas Pejuang Republik Indonesia (UPRI))
Haslinda Haslinda (Universitas Pejuang Republik Indonesia (UPRI))
Rachmat Rachmat (Universitas Pejuang Republik Indonesia (UPRI))
Muh. Fahmi Basmar (Universitas Pejuang Republik Indonesia (UPRI))



Article Info

Publish Date
06 Apr 2023

Abstract

Given the many factors that affect coal bursts as well as complex nonlinear relationships, this study analyzes the main factors that affect coal bursts in coal seams. Central Sulawesi Province. Using NN algorithms to predict coal bursts. This algorithm uses factor analysis to subtract the attributes of the original high-dimensional sample and obtains three common factors to maintain the correlation characteristics of 82.227% of the original data that had 10 sets. factors affecting coal burst rates can be used as training datasets as well as the last five datasets used as testing data and inputted into the rapid miner application to support NN algorithms to predict results. By comparing the prediction results where the NN algorithm has a non-explosion threshold value of 3.194% and an explosion threshold value of -3.230% and is more suitable for predicting coal burst explosions.

Copyrights © 2023






Journal Info

Abbrev

ijsr

Publisher

Subject

Humanities Computer Science & IT Economics, Econometrics & Finance Education Social Sciences

Description

The Journal of Social Research is a double blind peer-reviewed academic journal and open access to social and scientific fields. The journal is published monthly by International Journal Labs. The Journal of Social Research provides a means for sustained discussion of relevant issues that fall ...