[KSCI] Korea Science Citation Index Service

http://dx.doi.org/10.12989/anr.2022.12.6.549

Effects of mining activities on Nano-soil management using artificial intelligence models of ANN and ELM

Liu, Qi (School of Resources and Safety Engineering, Central South University)
Peng, Kang (School of Resources and Safety Engineering, Central South University)
Zeng, Jie (School of Traffic and Municipal Engineering, Chongqing Jianzhu College)
Marzouki, Riadh (Chemistry Department, College of Science, King Khalid University)
Majdi, Ali (Air conditioning and Refrigeration Techniques Engineering Department, Al-Mustaqbal University College)
Jan, Amin (Faculty of hospitality, Tourism and Wellness, Universiti Malaysia Kelantan, City Campus)
Salameh, Anas A. (Department of Management Information Systems, College of Business Administration, Prince Sattam Bin Abdulaziz University)
Assilzadeh, Hamid (Department of Biomaterials, Saveetha Dental College and Hospital, Saveetha Institute of Medical and Technical Sciences)

Publication Information

Advances in nano research / v.12, no.6, 2022 , pp. 549-566 More about this Journal

Abstract

Mining of ore minerals (sfalerite, cinnabar, and chalcopyrite) from the old mine has led in significant environmental effects as contamination of soils and plants and acidification of water. Also, nanoparticles (NP) have obtained global importance because of their widespread usage in daily life, unique properties, and rapid development in the field of nanotechnology. Regarding their usage in various fields, it is suggested that soil is the final environmental sink for NPs. Nanoparticles with excessive reactivity and deliverability may be carried out as amendments to enhance soil quality, mitigate soil contaminations, make certain secure land-software of the traditional change substances and enhance soil erosion control. Meanwhile, there's no record on the usage of Nano superior substances for mine soil reclamation. In this study, five soil specimens have been tested at 4 sites inside the region of mine (<100 m) to study zeolites, and iron sulfide nanoparticles. Also, through using Artificial Neural Network (ANN) and Extreme Learning Machine (ELM), this study has tried to appropriately estimate the mechanical properties of soil under the effect of these Nano particles. Considering the RMSE and R2 values, Zeolite Nano materials could enhance the mine soil fine through increasing the clay-silt fractions, increasing the water holding capacity, removing toxins and improving nutrient levels. Also, adding iron sulfide minerals to the soils would possibly exacerbate the soil acidity problems at a mining site.

Keywords

ANN; artificial intelligence models; ELM; management; mining activities; nano-soil; toxin;

Citations & Related Records

Times Cited By KSCI : 69 (Citation Analysis)

Reference
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82	Mohammadhassani, M., Saleh, A. M. D., Suhatril, M. and Safa, M. (2015), "Fuzzy modelling approach for shear strength prediction of RC deep beams", Smart Struct. Syst., 16(3), 497-519. https://doi.org/10.12989/sss.2015.16.3.497. DOI
83	Mohammadhassani, M., Suhatril, M., Shariati, M. and Ghanbari, F. (2013b), "Ductility and strength assessment of HSC beams with varying of tensile reinforcement ratios", Struct. Eng. Mech., 48(6), 833-848. http://doi.org/10.12989/sem.2013.48.6.833. DOI
84	Khorami, M., Khorami, M., Motahar, H., Alvansazyazdi, M., Shariati, M., Jalali, A. and Tahir, M.M. (2017b), "Evaluation of the seismic performance of special moment frames using incremental nonlinear dynamic analysis", Struct. Eng. Mech., 63(2), 259-268 https://doi.org/10.12989/sem.2017.63.2.259. DOI
85	Li, D.Y., Toghroli, A., Shariati, M., Sajedi, F., Bui, D.T., Kianmehr, P., Mohamad, E.T. and Khorami, M. (2019), "Application of polymer, silica-fume and crushed rubber in the production of Pervious concrete", Smart Struct. Syst., 23(2), 207-214. https://doi.org/10.12989/sss.2019.23.2.207. DOI
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115	Toghroli, A., Shariati, M., Sajedi, F., Ibrahim, Z., Koting, S., Mohamad, E.T. and Khorami, M. (2018b), "A review on pavement porous concrete using recycled waste materials", Smart Struct. Syst., 22(4), 433-440. http://doi.org/ 10.12989/sss.2018.22.4.433. DOI
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123	Shariati, A., Ebrahimi, F., Karimiasl, M., Vinyas, M. and Toghroli, A. (2020f), "On transient hygrothermal vibration of embedded viscoelastic flexoelectric/piezoelectric nanobeams under magnetic loading", Adv. Nano Res., 8(1), 49-58. http://doi.org/10.12989/anr.2020.8.1.049. DOI
124	Shariati, A., Habibi, M., Tounsi, A., Safarpour, H. and Safa, M. (2021a), "Application of exact continuum size-dependent theory for stability and frequency analysis of a curved cantilevered microtubule by considering viscoelastic properties", Eng. Comput., 37(4), 3629-3648. http://doi.org/10.1007/s00366-020-01024-9 DOI
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165	Safarpour, H., Esmailpoor Hajilak, Z. and Habibi, M. (2019a), "A size-dependent exact theory for thermal buckling, free and forced vibration analysis of temperature dependent FG multilayer GPLRC composite nanostructures restring on elastic foundation", Int. J. Mech. Mater. Des., 15(3), 569-583. http://doi.org/10.1007/s10999-018-9431-8. DOI
166	Capeness, M.J., Echavarri-Bravo, V. and Horsfall, L.E. (2019), "Production of biogenic nanoparticles for the reduction of 4- nitrophenol and oxidative laccase-like reactions", Front. Microbiol., 10. https://doi.org/10.3389/fmicb.2019.00997. DOI
167	Shariati, M., Heyrati, A., Zandi, Y., Laka, H., Toghroli, A., Kianmehr, P., Safa, M., Salih, M.N.A. and Poi-Ngian, S. (2019c), "Application of waste tire rubber aggregate in porous concrete", Smart Struct. Syst., 24(4), 553-566. http://doi.org/10.12989/sss.2019.24.4.553. DOI
168	Safarpour, H., Pourghader, J. and Habibi, M. (2019b), "Influence of spring-mass systems on frequency behavior and critical voltage of a high-speed rotating cantilever cylindrical threedimensional shell coupled with piezoelectric actuator", J. Vib. Control, 25(9), 1543-1557. http://doi.org/10.1177/1077546319828465. DOI
169	Paknahad, M., Shariati, M., Sedghi, Y., Bazzaz, M. and Khorami, M. (2018), "Shear capacity equation for channel shear connectors in steel-concrete composite beams", Steel Compos. Struct., 28(4), 483-494. http://doi.org/ 10.12989/scs.2018.28.4.483. DOI
170	Arabnejad Khanouki, M.M., Ramli Sulong, N.H. and Shariati, M. (2010b), "Investigation of seismic behaviour of Composite Structure with concrete filled square steel tubular (CFSST) column by push-over and time-history analyses", Proceedings of the 4th International Conference on Steel and Composite Structure, 20010, 21-23.
171	Chen, C., Shi, L., Shariati, M., Toghroli, A., Mohamad, E.T., Bui, D.T. and Khorami, M. (2019), "Behavior of steel storage pallet racking connection-A review", Steel Compos. Struct., 30(5), 457-569. https://doi.org/10.12989/scs.2019.30.5.457. DOI
172	Chen, F., Chen, J., Duan, R., Habibi, M. and Khadimallah, M. A. (2022), "Investigation on dynamic stability and aeroelastic characteristics of composite curved pipes with any yawed angle", Compos. Struct., 284, 115195. https://doi.org/10.1016/j.compstruct.2022.115195. DOI
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174	Li, Y., Li, S., Guo, K., Fang, X. and Habibi, M. (2022c), "On the modeling of bending responses of graphene-reinforced higher order annular plate via two-dimensional continuum mechanics approach", Eng. Comput., 38(1), 703-724. https://doi.org/10.1007/s00366-020-01166-w. DOI
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178	Xiong, S.J., Xu, W.H., Xie, W.W., Chen, R., Chen, Y.Q., Chi, S.L., Chen, X.G., Zhang, J.Z., Xiong, Z.T., Wang, Z.Y. and Xie, D.T. (2015), "Effect of nano zeolite on chemical fractions of Dd in soil and its uptake by cabbage", Huan Jing Ke Xue= Huanjing Kexue, 36(12), 4630-4641.
179	Xu, C.H., Zhang, X.L., Haido, J.H., Mehrabi, P., Shariati, A., Mohamad, E.T., Nguyen, H. and Wakil, K. (2019), "Using genetic algorithms method for the paramount design of reinforced concrete structures", Struct. Eng. Mech., 71(5), 503-513. http://doi.org/10.12989/sem.2019.71.5.503. DOI
180	Xu, W., Pan, G., Moradi, Z. and Shafiei, N. (2021), "Nonlinear forced vibration analysis of functionally graded non-uniform cylindrical microbeams applying the semi-analytical solution", Compos. Struct., 275, 114395. https://doi.org/10.1016/j.compstruct.2021.114395. DOI
181	Liu, Y., Wang, W., He, T., Moradi, Z. and Larco Benitez, M. A. (2021c), "On the modelling of the vibration behaviors via discrete singular convolution method for a high-order sector annular system", Eng. Comput., 1-23. https://doi.org/10.1007/s00366-021-01454-z. DOI
182	Liu, H., Zhao, Y., Pishbin, M., Habibi, M., Bashir, M.O. and Issakhov, A. (2021b), "A comprehensive mathematical simulation of the composite size-dependent rotary 3D microsystem via two-dimensional generalized differential quadrature method", Eng. Comput., 1-16. https://doi.org/10.1007/s00366-021-01419-2. DOI
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186	Cheshmeh, E., Karbon, M., Eyvazian, A., Jung, D.W., Habibi, M. and Safarpour, M. (2022), "Buckling and vibration analysis of FG-CNTRC plate subjected to thermo-mechanical load based on higher order shear deformation theory", Mech. Based Des. Struct., 50(4), 1137-1160. http://doi.org/10.1080/15397734.2020.1744005. DOI
187	Dai, Z., Jiang, Z., Zhang, L. and Habibi, M. (2021a), "Frequency characteristics and sensitivity analysis of a size-dependent laminated nanoshell", Adv. Nano Res., 10(2), 175-189. http://doi.org/10.12989/ANR.2021.10.2.175. DOI
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190	Ebrahimi, F., Habibi, M. and Safarpour, H. (2019), "On modeling of wave propagation in a thermally affected GNP-reinforced imperfect nanocomposite shell", Eng. Comput., 35(4), 1375-1389. http://doi.org/10.1007/s00366-018-0669-4. DOI
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199	Dai, Z., Zhang, L., Bolandi, S.Y. and Habibi, M. (2021b), "On the vibrations of the non-polynomial viscoelastic composite opentype shell under residual stresses", Compos. Struct., 263, 113599. https://doi.org/10.1016/j.compstruct.2021.113599. DOI
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201	Shariati, A., Jung, D.W., Mohammad-Sedighi, H., Zur, K.K., Habibi, M. and Safa, M. (2020g), "On the vibrations and stability of moving viscoelastic axially functionally graded nanobeams", Materials, 13(7), 1707. DOI
202	Shariati, A., Jung, D.W., Mohammad-Sedighi, H., Zur, K.K., Habibi, M. and Safa, M. (2020h), "Stability and dynamics of viscoelastic moving rayleigh beams with an asymmetrical distribution of material parameters", Symmetry, 12(4), 586. DOI
203	Shariati, A., Qaderi, S., Ebrahimi, F. and Toghroli, A. (2020i), "On buckling characteristics of polymer composite plates reinforced with graphene platelets", Eng. Comput., 1-12. http://doi.org/10.1007/s00366-020-00992-2. DOI
204	Shariati, A., Ramli Sulong, N.H., Suhatril, M. and Shariati, M. (2012a), "Various types of shear connectors in composite structure: A review", Int. J. Phys. Sci., 7(22), 2876-2890. https://doi.org/10.5897/IJPSx11.004. DOI
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206	Zhao, Y., Moradi, Z., Davoudi, M. and Zhuang, J. (2021), "Bending and stress responses of the hybrid axisymmetric system via state-space method and 3D-elasticity theory", Eng. Comput., 1-23. http://doi.org/10.1007/s00366-020-01242-1. DOI
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209	Ziaei-Nia, A., Shariati, M. and Salehabadi, E. (2018), "Dynamic mix design optimization of high-performance concrete", Steel Compos. Struct., 29(1), 67-75. https://doi.org/10.12989/scs.2018.29.1.067. DOI
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214	Toghroli, A., Nasirianfar, M.S., Shariati, A., Khorami, M., Paknahad, M., Ahmadi, M., Gharehaghaj, B. and Zandi, Y. (2020b), "Analysis of extended end plate connection equipped with SMA bolts using component method", Steel Compos. Struct., 36(2), 213-228. http://doi.org/10.12989/scs.2020.36.2.213. DOI
215	Habibi, M., Taghdir, A. and Safarpour, H. (2019c), "Stability analysis of an electrically cylindrical nanoshell reinforced with graphene nanoplatelets", Compos. Part B Eng., 175, 107125. https://doi.org/10.1016/j.compositesb.2019.107125. DOI
216	Habibi, M., Mohammadgholiha, M. and Safarpour, H. (2019b), "Wave propagation characteristics of the electrically GNPreinforced nanocomposite cylindrical shell", J. Brazil. Soc. Mech. Sci. Eng.,41(5), 221. http://doi.org/10.1007/s40430-019-1715-x. DOI
217	Habibi, M., Mohammadi, A., Safarpour, H. and Ghadiri, M. (2021b), "Effect of porosity on buckling and vibrational characteristics of the imperfect GPLRC composite nanoshell", Mech. Based Des. Struct., 49(6), 811-840. http://doi.org/10.1080/15397734.2019.1701490. DOI
218	Habibi, M., Mohammadi, A., Safarpour, H., Shavalipour, A. and Ghadiri, M. (2021c), "Wave propagation analysis of the laminated cylindrical nanoshell coupled with a piezoelectric actuator", Mech. Based Des. Struct., 49(5), 640-658. http://doi.org/10.1080/15397734.2019.1697932. DOI
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220	Huang, X., Hao, H., Oslub, K., Habibi, M. and Tounsi, A. (2021b), "Dynamic stability/instability simulation of the rotary sizedependent functionally graded microsystem", Eng. Comput., 1-17. https://doi.org/10.1007/s00366-021-01399-3. DOI
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222	Shahabi, S.E.M., Sulong, N.H.R., Shariati, M., Mohammadhassani, M. and Shah, S.N.R. (2016a), "Numerical analysis of channel connectors under fire and a comparison of performance with different types of shear connectors subjected to fire", Steel Compos. Struct., 20(3), 651-669. http://doi.org/10.12989/scs.2016.20.3.651. DOI
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