An overview of opportunities for machine learning methods in underground rock engineering design
Machine learning methods for data processing are gaining momentum in many geoscience
industries. This includes the mining industry, where machine learning is primarily being …
industries. This includes the mining industry, where machine learning is primarily being …
[HTML][HTML] Predicting blast-induced air overpressure: a robust artificial intelligence system based on artificial neural networks and random forest
H Nguyen, XN Bui - Natural Resources Research, 2019 - Springer
Blasting is the most popular method for rock fragmentation in open-pit mines. However, the
side effects caused by blasting operations include ground vibration, air overpressure (AOp) …
side effects caused by blasting operations include ground vibration, air overpressure (AOp) …
[HTML][HTML] Developing an XGBoost model to predict blast-induced peak particle velocity in an open-pit mine: a case study
Ground vibration is one of the most undesirable effects induced by blasting operations in
open-pit mines, and it can cause damage to surrounding structures. Therefore, predicting …
open-pit mines, and it can cause damage to surrounding structures. Therefore, predicting …
[HTML][HTML] Prediction of blast-induced air over-pressure in open-pit mine: assessment of different artificial intelligence techniques
Air over-pressure (AOp) is one of the products of blasting operations for rock fragmentation
in open-pit mines. It can cause structural vibration, smash glass doors, adversely affect the …
in open-pit mines. It can cause structural vibration, smash glass doors, adversely affect the …
Prediction of rockburst classification using Random Forest
L Dong, X Li, P Kang - Transactions of Nonferrous Metals Society of China, 2013 - Elsevier
Abstract The method of Random Forest (RF) was used to classify whether rockburst will
happen and the intensity of rockburst in the underground rock projects. Some main control …
happen and the intensity of rockburst in the underground rock projects. Some main control …
XG boost algorithm to simultaneous prediction of rock fragmentation and induced ground vibration using unique blast data
NS Chandrahas, BS Choudhary, MV Teja… - Applied Sciences, 2022 - mdpi.com
The two most frequently heard terms in the mining industry are safety and production. These
two terms put a lot of pressure on blasting engineers and crew to give more while …
two terms put a lot of pressure on blasting engineers and crew to give more while …
Automatic selection of molecular descriptors using random forest: Application to drug discovery
The optimal selection of chemical features (molecular descriptors) is an essential pre-
processing step for the efficient application of computational intelligence techniques in …
processing step for the efficient application of computational intelligence techniques in …
Effective assessment of blast-induced ground vibration using an optimized random forest model based on a Harris hawks optimization algorithm
Most mines choose the drilling and blasting method which has the characteristics of being a
cheap and efficient method to fragment rock mass, but blast-induced ground vibration …
cheap and efficient method to fragment rock mass, but blast-induced ground vibration …
[HTML][HTML] Prediction of blast-induced rock movement during bench blasting: use of gray wolf optimizer and support vector regression
A large ore loss and dilution can be expected when using a pre-blast ore boundary for
shovel guidance because of the movement and re-distribution of ore in the muck pile under …
shovel guidance because of the movement and re-distribution of ore in the muck pile under …
Advanced analytics for rock blasting and explosives engineering in mining
JLV Mariz, A Soofastaei - … Leverage Advanced Analytics in Mining Industry …, 2022 - Springer
Blasting is a fundamental operation in the mining of metal and non-metal mine sites. There
is a historical story of using explosive material in both underground and surface mines sites …
is a historical story of using explosive material in both underground and surface mines sites …