Knowledge-Based Systems, Journal Year: 2024, Volume and Issue: unknown, P. 112863 - 112863
Published: Dec. 1, 2024
Language: Английский
Knowledge-Based Systems, Journal Year: 2024, Volume and Issue: unknown, P. 112863 - 112863
Published: Dec. 1, 2024
Language: Английский
Journal of Computational Design and Engineering, Journal Year: 2025, Volume and Issue: unknown
Published: Jan. 16, 2025
Abstract Blasting vibration is a major adverse effect in rock blasting excavation, and accurately predicting its peak particle velocity (PPV) vital for ensuring engineering safety risk management. This study proposes an innovative IHO-VMD-CatBoost model that integrates variational mode decomposition (VMD) the CatBoost algorithm, with hyperparameters globally optimized using improved hippocampus optimization algorithm (IHO). Compared to existing models, proposed method improves feature extraction from signals significantly enhances prediction accuracy, especially complex geological conditions. Using measured data open-pit mine blasting, extracts key features such as maximum section charge, total horizontal distance, achieving superior performance compared 13 traditional models. It reports root mean square error of 0.28 cm/s, absolute 0.17 index agreement 0.993, variance accounted value 97.28%, demonstrating high degree fit observed data, overall robustness PPV prediction. Additionally, analyses based on SHapley Additive Explanations framework provide insights into nonlinear relationships between factors like distance improving model's interpretability. The demonstrates robustness, stability, applicability various tests, confirming reliability scenarios, offering valuable solution safe mining design.
Language: Английский
Citations
1Chaos Solitons & Fractals, Journal Year: 2025, Volume and Issue: 196, P. 116403 - 116403
Published: April 15, 2025
Language: Английский
Citations
1Expert Systems with Applications, Journal Year: 2024, Volume and Issue: 263, P. 125497 - 125497
Published: Nov. 19, 2024
Language: Английский
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6Neurocomputing, Journal Year: 2024, Volume and Issue: 619, P. 129182 - 129182
Published: Dec. 12, 2024
Language: Английский
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6Expert Systems with Applications, Journal Year: 2024, Volume and Issue: 255, P. 124701 - 124701
Published: July 6, 2024
Language: Английский
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4Computers & Electrical Engineering, Journal Year: 2025, Volume and Issue: 123, P. 110175 - 110175
Published: Feb. 18, 2025
Language: Английский
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0Neural Computing and Applications, Journal Year: 2025, Volume and Issue: unknown
Published: March 11, 2025
Language: Английский
Citations
0Chaos Solitons & Fractals, Journal Year: 2025, Volume and Issue: 196, P. 116480 - 116480
Published: April 19, 2025
Language: Английский
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0Systems and Soft Computing, Journal Year: 2025, Volume and Issue: 7, P. 200272 - 200272
Published: May 1, 2025
Language: Английский
Citations
0Expert Systems with Applications, Journal Year: 2024, Volume and Issue: 259, P. 125205 - 125205
Published: Aug. 29, 2024
Language: Английский
Citations
3