Evaluation of rheological and mechanical performance of gangue-based cemented backfill material: a novel hybrid machine learning approach

Al-Moselly Z, Fall M, Haruna S (2022) Further insight into the strength development of cemented paste backfill materials containing polycarboxylate ether based superplasticizer. J Build Eng 47:103859. https://doi.org/10.1016/j.jobe.2021.103859 Behera SK, Mishra DP, Ghosh CN et al (2016) Strength and micro-structure evolution of compacted soils modified by admixtures of cement and metakaolin. Appl Clay Sci 127–128:44–51. https://doi.org/10.1007/s12665-019-8395-9 Behera SK, Ghosh CN, Mishra DP et al (2020) Strength development and microstructural investigation of lead-zinc mill tailings based paste backfill with fly ash as alternative binder. Cement Concrete Compos 109:103553. https://doi.org/10.1016/j.cemconcomp.2020.103553 Behera SK, Ghosh CN, Mishra K et al (2020b) Utilisation of lead–zinc mill tailings and slag as paste backfill materials. Environ Earth Sci 79:389. https://doi.org/10.1007/s12665-020-09132-x Behera SK, Mishra DP, Singh P et al (2021) Utilization of mill tailings, fly ash and slag as mine paste backfill material: review and future perspective. Constr Build Mater 309:125120. https://doi.org/10.1016/j.conbuildmat.2021.125120 Braik M, Hammouri A, Atwan J et al (2022) White shark optimizer: a novel bio-inspired meta-heuristic algorithm for global optimization problems. Knowledge-Based Systems 243:108457. https://doi.org/10.1016/j.knosys.2022.108457 Cavusoglu I, Yilmaz E, Yilmaz AO (2021) Sodium silicate effect on setting properties, strength behavior and microstructure of cemented coal fly ash backfill. Powder Technol 384:17–28. https://doi.org/10.1016/j.powtec.2021.02.013 Deng X, Zhang J, Klein B et al (2020) Time-dependent lateral pressure of the filling barricade for roadway cemented backfill mining technology. Mech Time-Depend Mater 24:41–58. https://doi.org/10.1007/s11043-018-09405-w Deng X (2017) Ground control mechanism of mining extra-thick coal seam using upward slicing longwall roadway cemented backfilling technology. Dissertation, China University of Mining and Technology Ercikdi B, Baki H, İzki M (2013) Effect of desliming of sulphide-rich mill tailings on the long-term strength of cemented paste backfill. J Environ Manage 115:5–13. https://doi.org/10.1016/j.jenvman.2012.11.014 Ermolovich EA, Ivannikov AL, Khayrutdinov MM et al (2022) Creation of a nanomodified backfill based on the waste from enrichment of water-soluble ores. Materials 15:3689. https://doi.org/10.3390/ma15103689 Gao T, Sun W, Liu Z, Cheng H (2022) Investigation on fracture characteristics and failure pattern of inclined layered cemented tailings backfill. Constr Build Mater 343:128110. https://doi.org/10.1016/j.conbuildmat.2022.128110 Guo X (2013) The study of influencing factors of paste filling performance. Dissertation, Taiyuan University of Technology Guo L, Zhou M, Wang X et al (2022) Preparation of coal gangue-slag-fly ash geopolymer grouting materials. Construct Build Mater 328:126997. https://doi.org/10.1016/j.conbuildmat.2022.126997 Hashim FA, Hussien AG (2022) Snake optimizer: a novel meta-heuristic optimization algorithm. Knowl-Based Syst 242:108320. https://doi.org/10.1016/j.knosys.2022.108320 Hu Y, Li K, Zhang B, Han B (2022) Investigation of the strength of concrete-like material with waste rock and aeolian sand as aggregate by machine learning. Journal of Computational Design and Engineering 9:2134–2150. https://doi.org/10.1093/jcde/qwac101 Huang Y, Wang J, Li J et al (2022) Ecological and environmental damage assessment of water resources protection mining in the mining area of Western China. Ecol Indic 139:108938. https://doi.org/10.1016/j.ecolind.2022.108938 Jian S, Cheng C, Lv Y et al (2022) Preparation and evaluation of high-fluid backfill materials from construction spoil. Construct Build Mater 345:128370. https://doi.org/10.1016/j.conbuildmat.2022.128370 Jiang H, Fall M, Li Y, Han J (2019) An experimental study on compressive behaviour of cemented rockfill. Constr Build Mater 213:10–19. https://doi.org/10.1016/j.conbuildmat.2019.04.061 Khayrutdinov AM, Kongar-Syuryun ChB, Kowalik T, Tyulyaeva YuS (2020) Stress-strain behavior control in rock mass using different-strength backfill. ГИAБ 42–55. https://doi.org/10.25018/0236-1493-2020-10-0-42-55 Koo B, Shin B (2018) Applying novelty detection to identify model element to IFC class misclassifications on architectural and infrastructure Building Information Models. J Comput Des Eng 5:391–400. https://doi.org/10.1016/j.jcde.2018.03.002 Koohestani B, KhodadadiDarban A, Mokhtari P (2018) A comparison between the influence of superplasticizer and organosilanes on different properties of cemented paste backfill. Constr Build Mater 173:180–188. https://doi.org/10.1016/j.conbuildmat.2018.03.265 Leng Q, Chang Q, Sun Y et al (2022) The mechanical properties of Gangue paste material for deep mines: an experimental and model study. Materials 15:5904. https://doi.org/10.3390/ma15175904 Li J, Huang Y, Chen Z et al (2019) Characterizations of macroscopic deformation and particle crushing of crushed gangue particle material under cyclic loading: In solid backfilling coal mining. Powder Technol 343:159–169. https://doi.org/10.1016/j.powtec.2018.11.049 Li J, Huang Y, Ouyang S et al (2022a) Transparent characterization and quantitative analysis of broken gangue’s 3D fabric under the bearing compression. Int J Min Sci Technol 32:335–345. https://doi.org/10.1016/j.ijmst.2021.11.013 Li X, Li C, Ruan Z et al (2022) Analysis of particle migration and agglomeration in paste mixing based on discrete element method. Construct Build Mater 352:129007. https://doi.org/10.1016/j.conbuildmat.2022.129007 Li Z, Guo L, Zhao Y et al (2022c) A particle size distribution model for tailings in mine backfill. Metals 12:594. https://doi.org/10.3390/met12040594 Ma F, Zhao H, Yuan R, Guo J (2015) Ground movement resulting from underground backfill mining in a nickel mine (Gansu Province, China). Nat Hazards 77:1475–1490. https://doi.org/10.1007/s11069-014-1513-9 Miao X, Wu J, Wang Y et al (2022) Coupled effects of fly ash and calcium formate on strength development of cemented tailings backfill. Environ Sci Pollut Res 29:59949–59964. https://doi.org/10.1007/s11356-022-20131-2 Mishra K, Paul PS, Ghosh CN et al (2022) Predicting and optimising the strength of cemented paste fills through Bayesian network model. Min Metall Explor 39:2095–2120. https://doi.org/10.1007/s42461-022-00650-9 Niroshan N, Yin L, Sivakugan N, Veenstra RL (2018) Relevance of SEM to long-term mechanical properties of cemented paste backfill. Geotech Geol Eng 36:2171–2187. https://doi.org/10.1007/s10706-018-0455-5 Niu L (2014) Study on physical and mechanical properties of gangue paste filling mining backfill. Dissertation, Hebei University of Engineering Ouattara D, Yahia A, Mbonimpa M, Belem T (2017) Effects of superplasticizer on rheological properties of cemented paste backfills. Int J Miner Process 161:28–40. https://doi.org/10.1016/j.minpro.2017.02.003 Panchal S, Deb D, Sreenivas T (2018) Mill tailings based composites as paste backfill in mines of U-bearing dolomitic limestone ore. J Rock Mech Geotech Eng 10:310–322. https://doi.org/10.1016/j.jrmge.2017.08.004 Qi C, Tang X (2018) Slope stability prediction using integrated metaheuristic and machine learning approaches: a comparative study. Comput Ind Eng 118:112–122. https://doi.org/10.1016/j.cie.2018.02.028 Qi C, Chen Q, Sonny Kim S (2020) Integrated and intelligent design framework for cemented paste backfill: a combination of robust machine learning modelling and multi-objective optimization. Miner Eng 155:106422. https://doi.org/10.1016/j.mineng.2020.106422 Rahmati O, Choubin B, Fathabadi A et al (2019) Predicting uncertainty of machine learning models for modelling nitrate pollution of groundwater using quantile regression and UNEEC methods. Sci Total Environ 688:855–866. https://doi.org/10.1016/j.scitotenv.2019.06.320 Shi J, Chen Z, Zheng B (2021) Experimental research on material and mechanical properties of rock-like filling materials in disaster prevention of underground engineering. Adv Mater Sci Eng 2021:1–14. https://doi.org/10.1155/2021/6691310 Sun Q, Tian S, Sun Q et al (2019) Preparation and microstructure of fly ash geopolymer paste backfill material. J Clean Prod 225:376–390. https://doi.org/10.1016/j.jclepro.2019.03.310 Sun Q, Li B, Wang Y, Wang H (2022a) Durability and life prediction of fly ash geopolymer concrete in corrosion environments caused by dry and wet circulation. Environ Sci Pollut Res 29:39743–39753. https://doi.org/10.1007/s11356-022-18954-0 Sun Q, Wei X, Wen Z (2022b) Preparation and strength formation mechanism of surface paste disposal materials in coal mine collapse pits. J Market Res 17:1221–1231. https://doi.org/10.1016/j.jmrt.2022.01.062 Tariq A, Yanful EK (2013) A review of binders used in cemented paste tailings for underground and surface disposal practices. J Environ Manage 131:138–149. https://doi.org/10.1016/j.jenvman.2013.09.039 Wang X, Luo D, Zhao X, Sun Z (2018a) Estimates of energy consumption in China using a self-adaptive multi-verse optimizer-based support vector machine with rolling cross-validation. Energy 152:539–548. https://doi.org/10.1016/j.energy.2018.03.120 Wang Z, Wang Z, Zhao W (2018b) Microscopic pore and filling performance of coal gangue cementitious paste. J Wuhan Univ Technol-Mat Sci Edit 33:427–430. https://doi.org/10.1007/s11595-018-1840-9 Wang Y, Huang Y, Hao Y (2020) Experimental study and application of rheological properties of coal gangue-fly ash backfill slurry. Processes 8:284. https://doi.org/10.3390/pr8030284 Wang C, Liu C, Zhang L et al (2022) Exploring calcined coal gangue fines as the total substitute of fly ash in the production of alkali-activated slag/fly ash materials. Case Stud Construct Mater 17:e01332. https://doi.org/10.1016/j.cscm.2022.e01332 Wu D, Yang B, Liu Y (2015) Transportability and pressure drop of fresh cemented coal gangue-fly ash backfill (CGFB) slurry in pipe loop. Powder Technol 284:218–224. https://doi.org/10.1016/j.powtec.2015.06.072 Xiao H, Chen Y, Dou C et al (2019) Prediction of ash-deformation temperature based on grey-wolf algorithm and support-vector machine. Fuel 241:304–310. https://doi.org/10.1016/j.fuel.2018.12.064 Xiao B, Miao S, Gao Q (2022) Quantifying particle size and size distribution of mine tailings through deep learning approach of autoencoders. Powder Technol 397:117088. https://doi.org/10.1016/j.powtec.2021.117088 Xiu Z, Wang S, Ji Y et al (2021) An analytical model for the triaxial compressive Stress-strain relationships of cemented pasted backfill (CPB) with different curing time. Constr Build Mater 313:125554. https://doi.org/10.1016/j.conbuildmat.2021.125554 Xiu Z, Wang S, Ji Y et al (2022) Experimental study on the triaxial mechanical behaviors of the cemented paste backfill: effect of curing time, drainage conditions and curing temperature. J Environ Manag 301:113828. https://doi.org/10.1016/j.jenvman.2021.113828 Yan H, Zhang J, Zhou N, Li M (2020) Application of hybrid artificial intelligence model to predict coal strength alteration during CO2 geological sequestration in coal seams. Sci Total Environ 711:135029. https://doi.org/10.1016/j.scitotenv.2019.135029 Yan H, Zhang J, Zhou N et al (2022) Coal permeability alteration prediction during CO2 geological sequestration in coal seams: a novel hybrid artificial intelligence approach. Geomech Geophys Geo-Energ Geo-Resour 8:104. https://doi.org/10.1007/s40948-022-00400-7 Yang L, Hou C, Zhu W et al (2022) Monitoring the failure process of cemented paste backfill at different curing times by using a digital image correlation technique. Construct Build Mater 346:128487. https://doi.org/10.1016/j.conbuildmat.2022.128487 Yilmaz E, Belem T, Benzaazoua M (2014) Effects of curing and stress conditions on hydromechanical, geotechnical and geochemical properties of cemented paste backfill. Eng Geol 168:23–37. https://doi.org/10.1016/j.enggeo.2013.10.024 Yin B (2018) Research on the fly ash cemented filling materials and its modification and further application. Dissertation, Taiyuan University of Technology Yu Y (2017) Development for the new backfilling cementing materials and research on its properties in coal mine. Dissertation, China University of Mining and Technology-Beijing Zhang X, Lin J, Liu J et al (2017) Investigation of hydraulic-mechanical properties of paste backfill containing coal gangue-fly ash and its application in an underground coal mine. Energies 10:1309. https://doi.org/10.3390/en10091309 Zhang F, Liu J, Ni H et al (2021) Development of coal mine filling paste with certain early strength and its flow characteristics. Geofluids 2021:1–14. https://doi.org/10.1155/2021/6699426 Zhao S, Zhang T, Ma S, Chen M (2022) Dandelion optimizer: a nature-inspired metaheuristic algorithm for engineering applications. Eng Appl Artif Intell 114:105075. https://doi.org/10.1016/j.engappai.2022.105075 Zhao Z (2018) Paste proportion test and pipeline transportation simulation in coal mining. Dissertation, Shandong University of Science and Technology. https://doi.org/10.27275/d.cnki.gsdku.2018.000442 Zhou X, Hu S, Zhang G et al (2019) Experimental investigation and mathematical strength model study on the mechanical properties of cemented paste backfill. Constr Build Mater 226:524–533. https://doi.org/10.1016/j.conbuildmat.2019.07.148