Prediction of ground vibration intensity in mine blasting using the novel hybrid MARS–PSO–MLP model

H Nguyen, XN Bui, QH Tran, HA Nguyen… - Engineering with …, 2022 - Springer
The present paper's primary goal is to propose a novel hybrid model with high reliability to
predict peak particle velocity (PPV)—a ground vibration evaluation unit in mine blasting …

Support vector regression optimized by black widow optimization algorithm combining with feature selection by MARS for mining blast vibration prediction

G Xu, X Wang - Measurement, 2023 - Elsevier
Ground vibration induced by mine blasting is the most significant adverse effect on nearby
residents and surroundings. Accurate prediction of blasting vibration using limited monitor …

Assessing ground vibration caused by rock blasting in surface mines using machine-learning approaches: A comparison of CART, SVR and MARS

GC Komadja, A Rana, LA Glodji, V Anye, G Jadaun… - Sustainability, 2022 - mdpi.com
Ground vibration induced by rock blasting is an unavoidable effect that may generate severe
damages to structures and living communities. Peak particle velocity (PPV) is the key …

Prediction and optimization of blasting-induced ground vibration in open-pit mines using intelligent algorithms

J Guo, P Zhao, P Li - Applied Sciences, 2023 - mdpi.com
Prediction and parameter optimization are effective methods for mine personnel to control
blast-induced ground vibration. However, the challenge of effective prediction and …

A novel hybrid model for predicting blast-induced ground vibration based on k-nearest neighbors and particle swarm optimization

XN Bui, P Jaroonpattanapong, H Nguyen, QH Tran… - Scientific reports, 2019 - nature.com
In this scientific report, a new technique of artificial intelligence which is based on k-nearest
neighbors (KNN) and particle swarm optimization (PSO), named as PSO-KNN, was …

Prediction of vibration velocity generated in mine blasting using support vector regression improved by optimization algorithms

H Yang, H Nikafshan Rad, M Hasanipanah… - Natural Resources …, 2020 - Springer
Ground vibration generated from blasting is a detrimental side effect of the use of explosives
to break the rock mass in mines. Therefore, accurately predicting ground vibration is a …

Predicting blast-induced ground vibration in open-pit mines using vibration sensors and support vector regression-based optimization algorithms

H Nguyen, Y Choi, XN Bui, T Nguyen-Thoi - Sensors, 2019 - mdpi.com
In this study, vibration sensors were used to measure blast-induced ground vibration (PPV).
Different evolutionary algorithms were assessed for predicting PPV, including the particle …

Novel soft computing model for predicting blast-induced ground vibration in open-pit mines based on particle swarm optimization and XGBoost

X Zhang, H Nguyen, XN Bui, QH Tran… - Natural Resources …, 2020 - Springer
Blasting is a useful technique for rocks fragmentation in open-pit mines, underground mines,
as well as for civil engineering work. However, the negative impacts of blasting, especially …

Assessment of the ground vibration during blasting in mining projects using different computational approaches

S Hosseini, J Khatti, BO Taiwo, Y Fissha, KS Grover… - Scientific Reports, 2023 - nature.com
The investigation compares the conventional, advanced machine, deep, and hybrid learning
models to introduce an optimum computational model to assess the ground vibrations …

Stacked generalization for improved prediction of ground vibration from blasting in open-pit mine operations

FA Kadingdi, PEA Ayawah, JWA Azure… - Mining, Metallurgy & …, 2022 - Springer
Blasting generates undesirable ground vibration with adverse effects on humans, the
environment, and structures. Numerous studies have used various techniques including …