BLASTING, Volume. 41, Issue 2, 143(2024)
A Noise Reduction Smooth Model of Vibration Signal of Open-pit Deep-hole Blasting based on CEEMD
Due to the complex terrain and geological conditions in the blasting area,as well as errors in monitoring instruments,reflections of vibration propagation medium,and interference from magnetic fields,a significant amount of noise is often present in the original blasting vibration signals collected.To address this issue,a signal noise reduction smooth model based on complementary ensemble empirical mode decomposition(CEEMD) is proposed.Firstly,the measured blasting vibration signal is decomposed using CEEMD and an algorithm for lowpass filtering is established based on the obtained intrinsic mode function(IMF) component from the decomposition.Additionally,an objective function is constructed to calculate the optimal solution according to similarity and smoothness criteria for filtering algorithms.The resulting filtering algorithm model represents an optimal denoising smooth model for blasting vibration signals.To verify our noise reduction smooth model,a simulation signal is constructed and applied to actual openpit deephole blasting vibration signal research.Finally,the noise reduction effects of empirical mode decomposition(EMD) method,wavelet threshold method,CEEMDwavelet threshold method,and filter algorithm model BP3 are quantified and compared using two indexes:signaltonoise ratio and rootmeansquare error.It has been confirmed that the proposed noise reduction smooth model effectively reduces noise in openpit blasting vibration signals.The findings demonstrate that our CEEMDbased noise reduction smooth model for openpit deephole blasting vibrations possesses excellent denoising capabilities while preserving essential characteristic information from the original signals.Furthermore,the denoising effect of the proposed model surpasses that of EMD method,wavelet threshold method,and CEEMDwavelet threshold method.
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TIAN Jie, ZHANG Yun-peng, YAN Peng, SUN Wen-cheng, YANG Xi. A Noise Reduction Smooth Model of Vibration Signal of Open-pit Deep-hole Blasting based on CEEMD[J]. BLASTING, 2024, 41(2): 143
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Received: Jun. 14, 2023
Accepted: --
Published Online: Aug. 29, 2024
The Author Email: Yun-peng ZHANG (2286744895@qq.com)