Microwave-enhanced cemented tailings backfill: rheological properties, mechanical behaviors, and physics-informed strength prediction
Source abstract
Abstract
This study aims to enhance the safety of goafs and ensure ground pressure stability through energy-saving, clean, low-carbon, and sustainable technologies. Laboratory experiments, theoretical analysis, and machine learning methods were employed in this paper. The effects of microwave heating time on the rheological properties of slurry and the mechanical characteristics of cemented tailings backfill (CTB) were investigated. A strength prediction model was developed using the physics-informed symbolic regression (PISR) method. The findings reveal that microwave heating time significantly influenced the slurry rheology. During 0-2 min of microwave heating, electromagnetic effects dominated, disrupting the flocculation network and reducing the apparent viscosity. When extended to 2-6 min, the thermal effects accelerate hydration reactions, leading to increased viscosity and reduced fluidity. Moreover, microwave heating time enhances the early strength of CTB. accelerates the hydration rate of cementitious materials, and improves the morphology and microstructure of hydration products. However, excessive heating or low cement-sand ratios may impair later strength due to heterogeneous product formation and structural integrity issues. Based on the AI Feynman 2.0 methodology, a novel PISR framework was developed, achieving a strength prediction accuracy of 99.8%, thereby establishing a robust framework for optimizing CTB performance via microwave technology in sustainable mining. • Microwave heating can regulate the rheological properties of slurry. • Microwave heating can enhance the mechanical properties of CTB. • A new symbolic regression model for physical information has been developed. • Microwave heating promotes the hydration reaction and optimizes the microstructure.
Source: openalex_inverted_index · Quality: baseline
Research context
OpenAlex topics: Tailings Management and Properties · Concrete and Cement Materials Research · Materials Engineering and Processing
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (76)
Show source-provided references
1. Rock mass instability early warning model: a case study of a high and steep annular slope mining areas using Sen’s slope trend analysis10.1016/j.tust.2025.106514 ↗
2. Contributions to rock fracture induced by high ground stress in deep mining: a Review10.1007/s00603-024-04113-z ↗
3. Macro-mesoscopic mechanical properties and damage progression of cemented tailings backfill under cyclic static load disturbance10.1016/j.compstruct.2023.117433 ↗
4. Curing conditions effect on pore structure, compressive strength and elastic modulus of cementitious tailings backfills10.1016/j.powtec.2023.118458 ↗
5. A path for evaluating the mechanical response of rock masses based on deep mining-induced microseismic data: a case study10.1016/j.tust.2021.104025 ↗
6. New criterion of critical mining stress index for risk evaluation of roadway rockburst10.1007/s00603-022-02888-7 ↗
7. Understanding the static rate dependence of early fracture behavior of cemented paste backfill using digital image correlation and acoustic emission techniques10.1016/j.engfracmech.2023.109209 ↗
8. Shear behavior of the interface between rock and cemented backfill: effect of curing stress, drainage condition and backfilling rate10.1007/s00603-019-01909-2 ↗
9. Experimental and numerical assessment for the roof-contacted filling effect of expansive backfill10.1016/j.tust.2023.105549 ↗
10. Surfing the microwave oven learning curve10.1016/j.jclepro.2020.122278 ↗
11. Mechanistic insights into the changes of enzyme activity in food processing under microwave irradiation10.1111/1541-4337.13154 ↗
12. Study on the process of medical waste disinfection by microwave technology10.1016/j.wasman.2022.06.022 ↗
13. A water-soluble magnesium sulfate bonded sand core material for manufacturing hollow composite castings10.1016/j.compstruct.2018.06.084 ↗
14. Drying characteristics of ammonium polyvanadate under microwave heating based on a thin-layer drying kinetics fitting model10.1016/j.jmrt.2022.05.127 ↗
15. Energy efficiency-based evaluation of microwave treatment for mining excavation10.1007/s00603-025-04508-6 ↗
16. Experimental research on the rotary rock-breaking effect of tunnel boring machine cutters assisted by microwave irradiation10.1016/j.tust.2025.106512 ↗
17. Development of electromagnetic microwave absorbers in cementitious materials10.1016/j.compstruct.2023.116886 ↗
18. Damage evolution process of fiber-reinforced backfill based on acoustic emission three-dimensional localization10.1016/j.compstruct.2023.116723 ↗
19. Coupling temperature, cement hydration and rheological behaviour of fresh cemented paste backfill10.1016/j.mineng.2012.11.011 ↗
20. Early properties and modeling of cemented superfine tailings backfill containing sodium dodecyl sulfate: Microstructure, mechanics, and acoustics10.1016/j.mechmat.2023.104567 ↗
21. A light barricade for tailings recycling as cemented paste backfill10.1016/j.jclepro.2019.119388 ↗
22. Exploration of the use of superfine tailings and ternary solid waste-based binder to prepare environmentally friendly backfilling materials: Hydration mechanisms and machine learning modeling
23. Delving into the role of microwave curing on the strength and cement hydration features of cemented tailings backfill10.1016/j.gsme.2024.09.001 ↗
24. Mechanical properties and damage evolution mechanisms of cemented backfill with tailored particle size range of coal gangue aggregates10.1016/j.psep.2025.107123 ↗
25. Geomechanical aspects of stabilizing arsenic trioxide roaster waste in cemented paste backfill at the Giant Mine, Canada10.1016/j.jenvman.2024.123022 ↗
26. Strengthening mechanism of granulated blast-furnace slag on the uniaxial compressive strength of modified magnesium slag-based cemented backfilling material10.1016/j.psep.2023.04.031 ↗
27. Effect of composite alkali activator proportion on macroscopic and microscopic properties of gangue cemented rockfill: experiments and molecular dynamic modelling10.1007/s12613-025-3140-8 ↗
28. Research on reuse of silty fine sand in backfill grouting material and optimization of backfill grouting material proportions10.1016/j.tust.2022.104751 ↗
29. Microscopic mechanism of cellulose nanofibers modified cemented gangue backfill materials10.1007/s42114-025-01270-9 ↗
30. Sulphate-temperature-time interactions and their influence on rheological characteristics of cemented paste backfill10.1016/j.powtec.2024.119741 ↗
31. Coupled effect of curing temperature and age on compressive behavior, microstructure and ultrasonic properties of cemented tailings backfill10.1016/j.conbuildmat.2019.117738 ↗
32. Effects of temperature and age on physico-mechanical properties of cemented gravel sand backfills10.1007/s11771-020-4524-6 ↗
33. Temperature dependency of the dielectric properties of hydrated and ordinary Portland cement and their constituent phases at 2.45°GHz up to 1100 °C10.1016/j.cemconres.2022.107067 ↗
34. Study on mechanism of strength weakening of concrete subjected to microwaves in microwave-assisted concrete recycling10.1016/j.ijheatmasstransfer.2023.124353 ↗
35. Study on strength characteristics and hydration mechanism of composite cementitious material backfill based on titanium-extracted tailings
36. Enhancing performance and structural integrity of cemented paste backfill: Rheological behavior, strength characteristics, and microstructural dynamics
37. Further insight into the strength development of cemented paste backfill materials containing polycarboxylate ether-based superplasticizer
38. Analysis of factors affecting microwave heating of natural gas hydrate combined with numerical simulation method10.1016/j.petlm.2021.12.003 ↗
39. Development of Ultra-High Performance Concrete (UHPC) matrix based on recycled concrete fines subjected to coupling curing of microwave and wet carbonation
40. Study of the effects of microwave curing on ultra-high-performance concrete based on dielectric properties
41. Hydration kinetics and microstructure development of Ultra-High Performance Concrete (UHPC) subjected to microwave pre-curing10.1016/j.cemconcomp.2022.104484 ↗
42. Experimental study of microwave heating on mechanical properties of fly ash-based cementitious materials
43. Experimental investigation on properties of gold tailings recycled brick-concrete aggregate concrete under microwave curing
44. Thermal, mechanical and ultrasonic properties of cemented tailings backfill subjected to microwave radiation10.1016/j.conbuildmat.2021.125535 ↗
45. Analysis of homogeneity and rheological properties of filling slurry during the mixing process through electrical resistance tomography10.1016/j.powtec.2023.118850 ↗
46. Time-dependent characteristics of quick-setting slurry rheological parameters with extremely high temperature: Experimental study10.1016/j.tust.2025.106750 ↗
47. Effect of calcium chloride on the properties of gangue cemented paste backfill: Experimental results of setting time, rheological properties, mechanical strength and microscopic properties
48. Effects of water content, water type and temperature on the rheological behaviour of slag-cement and fly ash-cement paste backfill10.1016/j.ijmst.2020.03.003 ↗
49. Rheological properties of cementitious composites with and without nano-materials: A comprehensive review10.1016/j.jclepro.2020.122701 ↗
50. Temperature-dependent rheological, mechanical and hydration properties of cement paste blended with iron tailings10.1016/j.powtec.2020.11.062 ↗
51. Coupled effect of cement hydration and temperature on rheological properties of fresh cemented tailings backfill slurry10.1016/S1003-6326(14)63431-2 ↗
52. Influence of time and temperature on rheology and flow performance of cemented paste backfill10.1016/j.conbuildmat.2019.117117 ↗
53. Effect of microwave on coupled rheological and mechanical properties of cemented tailings backfill10.1016/j.conbuildmat.2024.137558 ↗
54. Enhancing the efficiency of Brown 24 pigment production through continuous microwave heating in conveyor belt and rotary kiln systems: a design and optimization study10.1016/j.energy.2024.133123 ↗
55. Effect of microwave curing as compared with conventional regimes on the performance of alkali activated slag pastes10.1016/j.conbuildmat.2019.117268 ↗
56. Effect of microwave curing on the hydration properties of cement-based material containing glass powder10.1016/j.conbuildmat.2017.10.058 ↗
57. Mechanical characteristic and microstructural properties of tailing cemented paste backfill under uniaxial compression10.1016/j.istruc.2025.110651 ↗
58. Experiment on acoustic emission response and damage evolution characteristics of polymer-modified cemented paste backfill under uniaxial compression10.1007/s12613-023-2617-6 ↗
59. Eco-friendly treatment of low-calcium coal fly ash for high pozzolanic reactivity: a step towards waste utilization in sustainable building material10.1016/j.jclepro.2019.117962 ↗
60. Controlling ettringite precipitation and rheological behavior in ordinary Portland cement paste by hydration control agent, temperature and mixing10.1016/j.cemconres.2023.107095 ↗
61. Theory of the Stability of Lyophobic Colloids10.1021/j150453a001 ↗
62. A contribution to understanding the effects of curing temperature on the mechanical properties of mine cemented tailings backfill10.1016/j.enggeo.2010.05.016 ↗
63. Initial temperature-dependence of strength development and self-desiccation in cemented paste backfill that contains sodium silicate10.1016/j.cemconcomp.2016.01.005 ↗
64. Influence of initial casting temperature on the properties and microstructure of ultra-light cement-based foam composites for energy-saving buildings10.1007/s43452-023-00727-2 ↗
65. High-resolution high-speed nanoindentation mapping of cement pastes: unravelling the effect of microstructure on the mechanical properties of hydrated phases10.1016/j.matdes.2016.02.087 ↗
66. 2.0: Pareto-optimal symbolic regression exploiting graph modularity
67. AI Feynman: a physics-inspired method for symbolic regression10.1126/sciadv.aay2631 ↗
68. A Treatise on Magnetism and Electricity10.1038/059314a0 ↗
69. Foundations of electroheat. A unified approach10.1016/0140-6701(96)88691-7 ↗
70. Verification of the application potential of the mathematical models of lyse, abrams and molinari in mortars based on cement and lime10.1016/j.jmrt.2020.04.077 ↗
71. Studies of the physical properties of hardened portland cement paste
72. Percolation of phases in a three-dimensional cement paste microstructural model10.1016/0008-8846(91)90014-9 ↗
73. Improving discrete particle packing models for the microstructural formation simulation of Portland cement10.1016/j.conbuildmat.2019.116841 ↗
74. Analysis of strength development in cement-stabilized silty clay from microstructural considerations10.1016/j.conbuildmat.2010.03.011 ↗
75. Effect of CO2 mixing on the rheological and electrochemical properties of fresh mortar at the early age10.1016/j.cemconcomp.2024.105817 ↗
76. Effect of dispersion behavior of silica fume on the rheological properties and early hydration characteristics of ultra-high strength mortar10.1016/j.cemconcomp.2024.105654 ↗