Study on the destabilizing damage precursors of cemented tailings backfill based on critical slowing down theory combined with multiple denoising algorithms under consideration of initial defect conditions

Kang Zhao , Jun-cheng Zhong , Ya-jing Yan , Yang Liu , Dao-tan Wen , Wei-ling Xiao

Journal of Central South University ›› : 1 -25.

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Journal of Central South University ›› :1 -25. DOI: 10.1007/s11771-025-6118-9
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Study on the destabilizing damage precursors of cemented tailings backfill based on critical slowing down theory combined with multiple denoising algorithms under consideration of initial defect conditions

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Abstract

The cemented tailings backfill (CTB) with initial defects is more prone to destabilization damage under the influence of various unfavorable factors during the mining process. In order to investigate its influence on the stability of underground mining engineering, this paper simulates the generation of different degrees of initial defects inside the CTB by adding different contents of air-entraining agent (AEA), investigates the acoustic emission RA/AF eigenvalues of CTB with different contents of AEA under uniaxial compression, and adopts various denoising algorithms (e.g., moving-average smoothing, median filtering, and outlier detection) to improve the accuracy of the data. The variance and autocorrelation coefficients of RA/AF parameters were analyzed in conjunction with the critical slowing down (CSD) theory. The results show that the acoustic emission RA/AF values can be used to characterize the progressive damage evolution of CTB. The denoising algorithm processed the AE signals to reduce the effects of extraneous noise and anomalous spikes. Changes in the variance curves provide clear precursor information, while abrupt changes in the autocorrelation coefficient can be used as an auxiliary localization warning signal. The phenomenon of dramatic increase in the variance and autocorrelation coefficient curves during the compression-tightening stage, which is influenced by the initial defects, can lead to false warnings. As the initial defects of the CTB increase, its instability precursor time and instability time are prolonged, the peak stress decreases, and the time difference between the CTB and the instability damage is smaller. The results provide a new method for real-time monitoring and early warning of CTB instability damage.

Keywords

initial defects / cemented tailings backfill / critical slowing down / acoustic emission RA/AF values / denoising algorithms

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Kang Zhao, Jun-cheng Zhong, Ya-jing Yan, Yang Liu, Dao-tan Wen, Wei-ling Xiao. Study on the destabilizing damage precursors of cemented tailings backfill based on critical slowing down theory combined with multiple denoising algorithms under consideration of initial defect conditions. Journal of Central South University 1-25 DOI:10.1007/s11771-025-6118-9

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References

[1]

Fall M, Célestin J C, Pokharel M, et al.. A contribution to understanding the effects of curing temperature on the mechanical properties of mine cemented tailings backfill [J]. Engineering Geology, 2010, 114(34): 397-413

[2]

Yilmaz E, Belem T, Bussière B, et al.. Curing time effect on consolidation behaviour of cemented paste backfill containing different cement types and contents [J]. Construction and Building Materials, 2015, 75: 99-111

[3]

Yang J, Zhao K, Yu X, et al.. Fracture evolution of fiber-reinforced backfill based on acoustic emission fractal dimension and b-value [J]. Cement and Concrete Composites, 2022, 134: 104739

[4]

Edraki M, Baumgartl T, Manlapig E, et al.. Designing mine tailings for better environmental, social and economic outcomes: A review of alternative approaches [J]. Journal of Cleaner Production, 2014, 84: 411-420

[5]

Zhao K, Yu X, Zhu S-t, et al.. Acoustic emission fractal characteristics and mechanical damage mechanism of cemented paste backfill prepared with tantalum niobium mine tailings [J]. Construction and Building Materials, 2020, 258: 119720

[6]

Chen Q-s, Zhang Q-l, Fourie A, et al.. Experimental investigation on the strength characteristics of cement paste backfill in a similar stope model and its mechanism [J]. Construction and Building Materials, 2017, 154: 34-43

[7]

Liu L, Xin J, Feng Y, et al.. Effect of the cement-tailing ratio on the hydration products and microstructure characteristics of cemented paste backfill [J]. Arabian Journal for Science and Engineering, 2019, 44(7): 6547-6556

[8]

Zhao K, Huang M, Zhou Y, et al.. Synergistic deformation in a combination of cemented paste backfill and rocks [J]. Construction and Building Materials, 2022, 317: 125943

[9]

Jia H-w, Yan B-x, Yang Z, et al.. Identification of goaf instability under blasting disturbance using microseismic monitoring technology [J]. Geomechanics and Geophysics for Geo-Energy and Geo-Resources, 2023, 9(1): 142

[10]

Zhao X-k, Dong Q, Chen X-q, et al.. Influence of mesoscale heterogeneous and initial defects on the fracture of cement-treated base materials [J]. Construction and Building Materials, 2021, 272: 121669

[11]

Cui W, Liu M-m, Song H-f, et al.. Influence of initial defects on deformation and failure of concrete under uniaxial compression [J]. Engineering Fracture Mechanics, 2020, 234: 107106

[12]

Behera S K, Ghosh C N, Mishra D P, et al.. Strength development and microstructural investigation of lead-zinc mill tailings based paste backfill with fly ash as alternative binder [J]. Cement and Concrete Composites, 2020, 109: 103553

[13]

Yin S-h, Hou Y-q, Chen X, et al.. Mechanical behavior, failure pattern and damage evolution of fiber-reinforced cemented sulfur tailings backfill under uniaxial loading [J]. Construction and Building Materials, 2022, 332: 127248

[14]

Wang J, Fu J-x, Song W-d, et al.. Mechanical behavior, acoustic emission properties and damage evolution of cemented paste backfill considering structural feature [J]. Construction and Building Materials, 2020, 261: 119958

[15]

Zhao K, Wu J, Yan Y-j, Zhou Y, et al.. Multi-scale characteristics of crack evolution of cemented tailings backfill [J]. Chinese Journal of Rock Mechanics and Engineering, 2022, 41(81626-1636(in Chinese)

[16]

Song X-p, Yu X, Zhao W-h, et al.. Progressive damage process and destabilization precursor recognition of sulfate tailing-cemented paste backfill based on acoustic emission [J]. Powder Technology, 2023, 430: 119047

[17]

Pang H-t, Qi W-y, Huang Y-l, et al.. Damage evolution of coal gasification slag based backfill by acoustic emission and Gaussian mixed moving average filtering method [J]. Construction and Building Materials, 2024, 439: 137321

[18]

Fang K, Yang J-x, Wang Y-jun. Comparison of the mode I fracture toughness of different cemented paste backfill-related structures: Effects of mixing recipe [J]. Engineering Fracture Mechanics, 2022, 270: 108579

[19]

Sagar R V, Prasad B K R, Kumar S S. An experimental study on cracking evolution in concrete and cement mortar by the b-value analysis of acoustic emission technique [J]. Cement and Concrete Research, 2012, 42(81094-1104

[20]

Yu X, Zuo J-p, Mao L-t, et al.. Uncovering the progressive failure process of primary coal-rock mass specimens: Insights from energy evolution, acoustic emission crack patterns, and visual characterization [J]. International Journal of Rock Mechanics and Mining Sciences, 2024, 178: 105773

[21]

Su G-s, Huang J-h, Xu H-j, et al.. Extracting acoustic emission features that precede hard rock instability with unsupervised learning [J]. Engineering Geology, 2022, 306: 106761

[22]

Sagar R V, Prasad B K R. A review of recent developments in parametric based acoustic emission techniques applied to concrete structures [J]. Nondestructive Testing and Evaluation, 2012, 27(147-68

[23]

Barile C, Casavola C, Pappalettera G, et al.. Application of different acoustic emission descriptors in damage assessment of fiber reinforced plastics: A comprehensive review [J]. Engineering Fracture Mechanics, 2020, 235: 107083

[24]

Song X-p, Huang Y-c, Wang S, et al.. Macro-mesoscopic mechanical properties and damage progression of cemented tailings backfill under cyclic static load disturbance [J]. Composite Structures, 2023, 322: 117433

[25]

Zhao K, Huang Q-z, Zhou Y, et al.. Fractal characteristics and acoustic emissionb-value of cement superfine tailings backfill with initial defect consideration [J]. Nondestructive Testing and Evaluation, 2024, 39(2384-407

[26]

Hou J-f, Guo Z-p, Wen Z-y, et al.. Acoustic emission characteristics and failure prediction of defective cemented gangue-fly ash backfill under seepage-stress coupling [J]. Nondestructive Testing and Evaluation, 2024, 39(3662-686

[27]

Yin S-h, Zhou Y, Chen X, et al.. A new acoustic emission characteristic parameter can be utilized to evaluate the failure of cemented paste backfill and rock combination [J]. Construction and Building Materials, 2023, 392: 132017

[28]

Zhou Z-l, Ullah B, Rui Y-c, et al.. Predicting the failure of different rocks subjected to freeze-thaw weathering using critical slowing down theory on acoustic emission characteristics [J]. Engineering Geology, 2023, 316: 107059

[29]

Li H-r, Shen R-x, Qiao Y-f, et al.. Acoustic emission signal characteristics and its critical slowing down phenomenon during the loading process of water-bearing sandstone [J]. Journal of Applied Geophysics, 2021, 194: 104458

[30]

Zhang X, Li Z-h, Niu Y, et al.. An experimental study on the precursory characteristics of EP before sandstone failure based on critical slowing down [J]. Journal of Applied Geophysics, 2019, 170: 103818

[31]

Zhou Z-l, Wang Z, Ullah B. Critical slowing down features of acoustic emission signals for predicting the failure of black sandstone under different freezing temperatures [J]. Bulletin of Engineering Geology and the Environment, 2024, 83(12): 491

[32]

Ou J-c, Wang E-y, Wang X-yu. Failure precursor characteristics of different types of rocks under load: Insights from critical slowing down of acoustic emission [J]. Geomechanics and Geophysics for Geo-Energy and Geo-Resources, 2023, 9(1161

[33]

Zhou Z-l, Zhao T-h, Ullah B, et al.. Investigating crack evolution, and failure precursor warning in sandstones with different water contents from the perspective of tensile-shear crack separation [J]. Engineering Failure Analysis, 2025, 167: 108997

[34]

Zhang Z-h, Li Y-c, Hu L-h, et al.. Predicting rock failure with the critical slowing down theory [J]. Engineering Geology, 2021, 280: 105960

[35]

Zhang Z-k, Song Z-p, Lai J-x, et al.. Critical slowing down precursor information for the acoustic emission response characteristics of defective tuffs [J]. Theoretical and Applied Fracture Mechanics, 2024, 129: 104220

[36]

Xu C, Xue L, Cui Y, et al.. Critical slowing down phenomenon for predicting the failure of solid rocks and cement mortar materials: Insight from acoustic emission multiparameters [J]. Construction and Building Materials, 2023, 399: 132523

[37]

Zhao K, Zhou Y, Yin S-h, et al.. Effect of initial defects on the microstructure, mechanics, and energy dissipation characteristics of cemented paste backfill [J]. Materials Today Communications, 2023, 35: 105785

[38]

Zhao K, Zhou Y, Huang Q-z, et al.. Early properties and modeling of cemented superfine tailings backfill containing sodium dodecyl sulfate: Microstructure, mechanics, and acoustics [J]. Mechanics of Materials, 2023, 179: 104567

[39]

Cheng T-d, Wu Y-w, Dai C-c, et al.. Study on method of acoustic emission signal denoising and feature extraction in whole process of rock failure [J]. Coal Science and Technology, 2019, 47(1224-31(in Chinese)

[40]

Sagar R V, Srivastava J, Singh R K. A probabilistic analysis of acoustic emission events and associated energy release during formation of shear and tensile cracks in cementitious materials under uniaxial compression [J]. Journal of Building Engineering, 2018, 20: 647-662

[41]

Yang J, Zhao K, Yu X, et al.. Crack classification of fiber-reinforced backfill based on Gaussian mixed moving average filtering method [J]. Cement and Concrete Composites, 2022, 134: 104740

[42]

Liu Y-ke. Noise reduction by vector Median filtering [J]. Geophysics, 2013, 78(3V79-V87

[43]

Gong F-q, Wang T-c, Luo S. Normal information diffusion distribution and its application in inferring the optimal probability density functions of the event coordinates from the microseismic or acoustic emission sources [J]. IEEE Access, 2020, 8: 107434-107441

[44]

Sun G, Wang F, Wang X-y, et al.. Application research on cubic spline interpolation based on particle swarm optimization in mine pressure missing data [C]. 2011 International Conference on Information Management, Innovation Management and Industrial Engineering, 2011, Shenzhen, China, IEEE87-90

[45]

Ju S-y, Li D-s, Jia J-q. Machin-learning-based methods for crack classification using acoustic emission technique [J]. Mechanical Systems and Signal Processing, 2022, 178: 109253

[46]

Bi J, Zhao Y, Wu Z-j, et al.. Research on crack classification method and failure precursor index based on RA-AF value of brittle rock [J]. Theoretical and Applied Fracture Mechanics, 2024, 129: 104179

[47]

Zhong J-c, Zhao K, Zhou Y, et al.. Multialgorithm based Gaussian mixture model applied to crack classification of cemented tailings backfill containing initial defects [J]. Powder Technology, 2024, 436: 119479

[48]

Liu J-h, Zhou D-w, Cheng L-n, et al.. Analysis of damage and fracture characteristics for concrete subjected to cryogenic freeze-thaw cycles: An acoustic emission and digital image correlation study [J]. Journal of Building Engineering, 2024, 94: 109841

[49]

Zhu X, Tang Y, Fan J, et al.. Experimental study on failure precursors of fine sandstone based on critical slowing down theory [J]. Chinese Journal of Rock Mechanics and Engineering, 2022, 41(1): 53-61(in Chinese)

[50]

Zhao K, Yang J, Song Y-f, et al.. Deformation and failure laws and acoustic emission characteristics of low-strength molybdenum ore [J]. Archives of Civil and Mechanical Engineering, 2023, 23(274

[51]

Blom R G, Daily M. Radar image processing for rocktype discrimination [J]. IEEE Transactions on Geoscience and Remote Sensing, 1982, GE-20(3343-351

[52]

Zhao M-l, Zhang Q-Y. The application of cubic spline interpolation function in determining rock rheological long-term strength [J]. Applied Mechanics and Materials, 2014, 580–583: 205-208

[53]

Wu H, Deng R, Song L-h, et al.. Data processing method of noise logging based on cubic spline interpolation [J]. Applied Mathematics and Nonlinear Sciences, 2021, 6(1): 93-102

[54]

Yang H-z, Wang E-y, Wang X-r, et al.. Predicting the failure of rock using critical slowing down theory on acoustic emission characteristics [J]. Engineering Failure Analysis, 2024, 163: 108474

[55]

Yan R, Jiang C-s, Zhang L-p. Study on critical slowing down phenomenon of radon concentrations in water before the Wenchuan Ms 8.0 earthquake [J]. Chinese Journal of Geophysics, 2011, 54(7): 1817-1826(in Chinese)

[56]

Dakos V, Scheffer M, Van Nes E H, et al.. Slowing down as an early warning signal for abrupt climate change [J]. PNAS, 2008, 105(3814308-14312

[57]

Eby S, Agrawal A, Majumder S, et al.. Alternative stable states and spatial indicators of critical slowing down along a spatial gradient in a savanna ecosystem [J]. Global Ecology and Biogeography, 2017, 26(6): 638-649

[58]

Wan L, Jiang T, Wu Q, et al.. Critical slowing down characteristics of acoustic emission for fracture instability of sandstone down-slope rock bridge under cyclic wetting and drying [J]. Theoretical and Applied Fracture Mechanics, 2024, 131: 104372

[59]

Huang Q-z, Zhao K, Yan Y-j, et al.. Failure study of weathered granite based on critical slowing down theory and acoustic emission b-value [J]. Archives of Civil and Mechanical Engineering, 2023, 23(3): 196

[60]

Zhao K, Ao W-q, Wu J, et al.. Early warning analysis of damage mutation in tailings cemented backfill under different initial defect conditions [J]. Chinese Journal of Rock Mechanics and Engineering, 2023, 42(102400-2411(in Chinese)

[61]

Xu X-d, Sun G-h, Yao X-l, et al.. A cusp catastrophe warning model for instability of backfill based on energy dissipation and release [J]. Rock and Soil Mechanics, 2020, 41(93003-3012(in Chinese)

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