Advances in nano research

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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)
  • Received : 2021.05.19
  • Accepted : 2022.03.01
  • Published : 2022.06.25
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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

Acknowledgement

The authors extend their appreciation to the Deanship of Scientific Research at King Khalid University for funding this work through group research program under grant number RGP1/157/42.

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  169. Sedghi, Y., Zandi, Y., Shariati, M., Ahmadi, E., Azar, V. M., Toghroli, A., Safa, M., Mohamad, E. T., Khorami, M. and Wakil, K. (2018), "Application of ANFIS technique on performance of C and L shaped angle shear connectors", Smart Struct. Syst., 22(3), 335-340. http://doi.org/10.12989/sss.2018.22.3.335.
  170. Shah, S.N.R., Sulong, N.H.R., Jumaat, M.Z. and Shariati, M. (2016a), "State-of-the-art review on the design and performance of steel pallet rack connections", Eng. Fail. Anal., 66, 240-258. http://doi.org/10.1016/j.engfailanal.2016.04.017.
  171. Shah, S.N.R., Sulong, N.H.R., Khan, R., Jumaat, M.Z. and Shariati, M. (2016b), "Behavior of Industrial Steel Rack Connections", Mech. Syst. Signal Pr., 70-71, 725-740. http://doi.org/10.1016/j.ymssp.2015.08.026.
  172. Shah, S.N.R., Sulong, N.H.R., Shariati, M. and Jumaat, M.Z. (2015), "Steel rack connections: Identification of most influential factors and a comparison of stiffness design methods", Plos One, 10(10), e0139422. http://doi.org/ARTN e013942210.1371/journal.pone.0139422.
  173. Shah, S.N.R., Sulong, N.H.R., Shariati, M., Khan, R. and Jumaat, M.Z. (2016c), "Behavior of steel pallet rack beam-to-column connections at elevated temperatures", Thin Wall. Struct., 106, 471-483. http://doi.org/10.1016/j.tws.2016.05.021.
  174. 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.
  175. Shahabi, S.E.M., Sulong, N.H.R., Shariati, M. and Shah, S.N.R. (2016b), "Performance of shear connectors at elevated temperatures-A review", Steel Compos. Struct., 20(1), 185-203. http://doi.org/I10.12989/scs.2016.20.1.185.
  176. Shamsaddini Lori, E., Ebrahimi, F., Elianddy Bin Supeni, E., Habibi, M. and Safarpour, H. (2021), "The critical voltage of a GPL-reinforced composite microdisk covered with piezoelectric layer", Eng. Comput., 37(4), 3489-3508. http://doi.org/10.1007/s00366-020-01004-z.
  177. Shao, Y., Zhao, Y., Gao, J. and Habibi, M. (2021), "Energy absorption of the strengthened viscoelastic multi-curved composite panel under friction force", Arch. Civil Mech. Eng., 21(4), 141. http://doi.org/10.1007/s43452-021-00279-3.
  178. Shariat, M., Shariati, M., Madadi, A. and Wakil, K. (2018), "Computational Lagrangian Multiplier Method by using for optimization and sensitivity analysis of rectangular reinforced concrete beams", Steel Compos. Struct., 29(2), 243-256. http://doi.org/10.12989/scs.2018.29.2.243.
  179. Shariati, A., Barati, M.R., Ebrahimi, F., Singhal, A. and Toghroli, A. (2020a), "Investigating vibrational behavior of graphene sheets under linearly varying in-plane bending load based on the nonlocal strain gradient theory", Adv. Nano Res., 8(4), 265-276. http://doi.org/10.12989/anr.2020.8.4.265.
  180. Shariati, A., Barati, M.R., Ebrahimi, F. and Toghroli, A. (2020b), "Investigation of microstructure and surface effects on vibrational characteristics of nanobeams based on nonlocal couple stress theory", Adv. Nano Res., 8(3), 191-202. http://doi.org/10.12989/anr.2020.8.3.191.
  181. Shariati, A., Bayrami, S.S., Ebrahimi, F. and Toghroli, A. (2020c), "Wave propagation analysis of electro-rheological fluid-filled sandwich composite beam", Mech. Based Des. Struct., 1-10. http://doi.org/10.1080/15397734.2020.1745646.
  182. Shariati, A., Ebrahimi, F., Hosseini, S.H.S., Toghroli, A. and Bayrami, S.S. (2020d), "On the nonlinear dynamics of viscoelastic graphene sheets conveying nanoflow: Parametric excitation analysis", Mech. Based Des. Struct., 1-18. http://doi.org/10.1080/15397734.2020.1728544.
  183. Shariati, A., Ebrahimi, F., Karimiasl, M., Selvamani, R. and Toghroli, A. (2020e), "On bending characteristics of smart magneto-electro-piezoelectric nanobeams system", Adv. Nano Res., 9(3), 183-191. http://doi.org/10.12989/anr.2020.9.3.183.
  184. 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.
  185. 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
  186. Shariati, A., Hosseini, S.H.S., Bayrami, S.S., Ebrahimi, F. and Toghroli, A. (2021b), "Effect of residual surface stress on parametrically excited nonlinear dynamics and instability of viscoelastic piezoelectric nanoelectromechanical resonators", Eng. Comput., 37(3), 1835-1850. http://doi.org/10.1007/s00366-019-00916-9.
  187. Shariati, A., Hosseini, S.H.S., Ebrahimi, F. and Toghroli, A. (2021c), "Nonlinear dynamics and vibration of reinforced piezoelectric scale-dependent plates as a class of nonlinear Mathieu-Hill systems: Parametric excitation analysis", Eng. Comput., 37(3), 2285-2301. https://doi.org/10.1007/s00366-020-00942-y.
  188. 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. https://doi.org/10.3390/ma13071707
  189. 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. https://doi.org/10.3390/sym12040586
  190. 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.
  191. 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.
  192. Shariati, A., Shariati, M., Sulong, N.H.R., Suhatril, M., Khanouki, M.M.A. and Mahoutian, M. (2014a), "Experimental assessment of angle shear connectors under monotonic and fully reversed cyclic loading in high strength concrete", Constr. Build. Mater., 52, 276-283. http://doi.org/10.1016/j.conbuildmat.2013.11.036.
  193. Shariati, M., Azar, S.M., Arjomand, M.A., Tehrani, H.S., Daei, M. and Safa, M. (2019a), "Comparison of dynamic behavior of shallow foundations based on pile and geosynthetic materials in fine-grained clayey soils", Geomech. Eng., 19(6), 473-484. https://doi.org/10.12989/gae.2019.19.6.473.
  194. Shariati, M., Azar, S.M., Arjomand, M.A., Tehrani, H.S., Daei, M. and Safa, M. (2020j), "Evaluating the impacts of using piles and geosynthetics in reducing the settlement of fine-grained soils under static load", Geomech. Eng., 20(2), 87-101. http://doi.org/10.12989/gae.2020.20.2.087.
  195. Shariati, M., Davoodnabi, S.M., Toghroli, A., Kong, Z.Y. and Shariati, A. (2021d), "Hybridization of metaheuristic algorithms with adaptive neuro-fuzzy inference system to predict load-slip behavior of angle shear connectors at elevated temperatures", Compos. Struct., 278, 114524. http://doi.org/10.1016/j.compstruct.2021.114524.
  196. Shariati, M., Faegh, S.S., Mehrabi, P., Bahavarnia, S., Zandi, Y., Masoom, D.R., Toghroli, A., Trung, N.T. and Salih, M.N.A. (2019b), "Numerical study on the structural performance of corrugated low yield point steel plate shear walls with circular openings", Steel Compos. Struct., 33(4), 569-581. http://doi.org/10.12989/scs.2019.33.4.569.
  197. Shariati, M., Ghorbani, M., Naghipour, M., Alinejad, N. and Toghroli, A. (2020k), "The effect of RBS connection on energy absorption in tall buildings with braced tube frame system", Steel Compos. Struct., 34(3), 393-407. https://doi.org/10.12989/scs.2020.34.3.393.
  198. Shariati, M., Grayeli, M., Shariati, A. and Naghipour, M. (2020l), "Performance of composite frame consisting of steel beams and concrete filled tubes under fire loading", Steel Compos. Struct., 36(5), 587-602. https://doi.org/10.12989/scs.2020.36.5.587.
  199. 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.
  200. Shariati, M., Lagzian, M., Maleki, S., Shariati, A. and Trung, N.T. (2020m), "Evaluation of seismic performance factors for tension-only braced frames", Steel Compos. Struct., 35(4), 599-609. http://doi.org/10.12989/scs.2020.35.4.599.
  201. Shariati, M., Mafipour, M.S., Ghahremani, B., Azarhomayun, F., Ahmadi, M., Trung, N.T. and Shariati, A. (2020n), "A novel hybrid extreme learning machine-grey wolf optimizer (ELMGWO) model to predict compressive strength of concrete with partial replacements for cement", Eng. Comput., 1-23. http://doi.org/10.1007/s00366-020-01081-0.
  202. Shariati, M., Mafipour, M.S., Haido, J.H., Yousif, S.T., Toghroli, A., Trung, N.T. and Shariati, A. (2020o), "Identification of the most influencing parameters on the properties of corroded concrete beams using an Adaptive Neuro-Fuzzy Inference System (ANFIS)", Steel Compos. Struct., 34(1), 155-170. http://doi.org/10.12989/scs.2020.34.1.155.
  203. Shariati, M., Mafipour, M.S., Mehrabi, P., Ahmadi, M., Wakil, K., Trung, N.T. and Toghroli, A. (2020p), "Prediction of concrete strength in presence of furnace slag and fly ash using Hybrid ANN-GA (Artificial Neural Network-Genetic Algorithm)", Smart Struct. Syst., 25(2), 183-195. http://doi.org/10.12989/sss.2020.25.2.183.
  204. Shariati, M., Mafipour, M.S., Mehrabi, P., Bahadori, A., Zandi, Y., Salih, M.N.A., Nguyen, H., Dou, J., Song, X. and Poi-Ngian, S. (2019d), "Application of a hybrid artificial neural networkparticle swarm optimization (ANN-PSO) model in behavior prediction of channel shear connectors embedded in normal and high-strength concrete", Appl. Sci., 9(24), 5534. http://doi.org/10.3390/app9245534.
  205. Shariati, M., Mafipour, M.S., Mehrabi, P., Shariati, A., Toghroli, A., Trung, N.T. and Salih, M.N. (2020q), "A novel approach to predict shear strength of tilted angle connectors using artificial intelligence techniques", Eng. Comput., 1-21. https://doi.org/10.1007/s00366-019-00930-x.
  206. Shariati, M., Naghipour, M., Yousofizinsaz, G., Toghroli, A. and Tabarestani, N.P. (2020r), "Numerical study on the axial compressive behavior of built-up CFT columns considering different welding lines", Steel Compos. Struct., 34(3), 377-391. http://doi.org/10.12989/scs.2020.34.3.377.
  207. Shariati, M., Rafie, S., Zandi, Y., Fooladvand, R., Gharehaghaj, B., Mehrabi, P., Shariat, A., Trung, N.T., Salih, M.N.A. and Poi- Ngian, S. (2019e), "Experimental investigation on the effect of cementitious materials on fresh and mechanical properties of self-consolidating concrete", Adv. Concrete Constr., 8(3), 225-237 http://doi.org/10.12989/acc.2019.8.3.225.
  208. Shariati, M., Ramli-Sulong, N.H., Arabnejad, K.H.M.M., Shafigh, P. and Sinaei, H. (2011a), "Assessing the strength of reinforced concrete structures through Ultrasonic Pulse Velocity and Schmidt Rebound Hammer tests", Sci. Res. Essay, 6(1), 213-220. https://doi.org/10.5897/SRE10.879.
  209. Shariati, M., Ramli Sulong, N.H. and Arabnejad Khanouki, M.M. (2010), "Experimental and analytical study on channel shear connectors in light weight aggregate concrete", Proceedings of the 4th International Conference on Steel & Composite Structure, Sydney, Australia, July.
  210. Shariati, M., Ramli Sulong, N.H., Arabnejad Khanouki, M.M. and Mahoutian, M. (2011b), "Shear resistance of channel shear connectors in plain, reinforced and lightweight concrete", Sci. Res. Essays, 6(4), 977-983.
  211. Shariati, M., Ramli Sulong, N.H., Shariati, A. and Khanouki, M.A. (2015), "Behavior of V-shaped angle shear connectors: experimental and parametric study", Mater. Struct., 49(9), 3909-3926 http://doi.org/10.1617/s11527-015-0762-8.
  212. Shariati, M., Ramli Sulong, N.H., Sinaei, H., Arabnejad Khanouki, M.M. and Shafigh, P. (2011d), "Behavior of channel shear connectors in normal and light weight aggregate concrete (experimental and analytical study)", Adv. Mater. Res., 168, 2303-2307. https://doi.org/10.4028/www.scientific.net/AMR.168-170.2303
  213. Shariati, M., Ramli Sulong, N.H., Suhatril, M., Shariati, A., Arabnejad Khanouki, M.M. and Sinaei, H. (2012b), "Fatigue energy dissipation and failure analysis of channel shear connector embedded in the lightweight aggregate concrete in composite bridge girders", Fifth International Conference on Eng. Fail. Anal., The Hague, The Netherlands, July.
  214. Shariati, M., Shariati, A., Sulong, N.H.R., Suhatril, M. and Khanouki, M.M.A. (2014b), "Fatigue energy dissipation and failure analysis of angle shear connectors embedded in high strength concrete", Eng. Fail. Anal., 41, 124-134. http://doi.org/10.1016/j.engfailanal.2014.02.017.
  215. Shariati, M., Shariati, A., Trung, N.T., Shoaei, P., Ameri, F., Bahrami, N. and Zamanabadi, S.N. (2020s), "Alkali-activated slag (AAS) paste: Correlation between durability and microstructural characteristics", Constr. Build. Mater., 120886. https://doi.org/10.1016/j.conbuildmat.2020.120886.
  216. Shariati, M., Sulong, N.H.R. and Khanouki, M.M.A. (2012c), "Experimental assessment of channel shear connectors under monotonic and fully reversed cyclic loading in high strength concrete", Mater. Des., 34, 325-331. http://doi.org/ 10.1016/j.matdes.2011.08.008.
  217. Shariati, M., Sulong, N.H.R., Shariati, A. and Kueh, A.B.H. (2016), "Comparative performance of channel and angle shear connectors in high strength concrete composites: An experimental study", Constr. Build. Mater., 120, 382-392. http://doi.org/10.1016/j.conbuildmat.2016.05.102.
  218. Shariati, M., Sulong, N.H.R., Suhatril, M., Shariati, A., Khanouki, M.M.A. and Sinaei, H. (2012d), "Behaviour of C-shaped angle shear connectors under monotonic and fully reversed cyclic loading: An experimental study", Mater. Des., 41, 67-73. http://doi.org/10.1016/j.matdes.2012.04.039.
  219. Shariati, M., Sulong, N.H.R., Suhatril, M., Shariati, A., Khanouki, M.M.A. and Sinaei, H. (2013), "Comparison of behaviour between channel and angle shear connectors under monotonic and fully reversed cyclic loading", Constr. Build. Mater., 38, 582-593. http://doi.org/10.1016/j.conbuildmat.2012.07.050.
  220. Shariati, M., Tahir, M.M., Wee, T.C., Shah, S.N.R., Jalali, A., Abdullahi, M.M. and Khorami, M. (2018), "Experimental investigations on monotonic and cyclic behavior of steel pallet rack connections", Eng. Fail. Anal., 85, 149-166. http://doi.org/10.1016/j.engfailanal.2017.08.014.
  221. Shariati, M., Tahmasbi, F., Mehrabi, P., Bahadori, A. and Toghroli, A. (2020t), "Monotonic behavior of C and L shaped angle shear connectors within steel-concrete composite beams: an experimental investigation", Steel Compos. Struct., 35(2), 237-247. http://doi.org/10.12989/scs.2020.35.2.237.
  222. Sharma, D., Kanchi, S. and Bisetty, K. (2019), "Biogenic synthesis of nanoparticles: A review", Arab. J. Chem., 12(8), 3576-3600 https://doi.org/10.1016/j.arabjc.2015.11.002.
  223. Sinaei, H., Jumaat, M.Z. and Shariati, M. (2011), "Numerical investigation on exterior reinforced concrete Beam-Column joint strengthened by composite fiber reinforced polymer (CFRP)", Int. J. Phys. Sci., 6(28), 6572-6579. https://doi.org/10.5897/IJPS11.1225.
  224. Sinaei, H., Shariati, M., Abna, A.H., Aghaei, M. and Shariati, A. (2012), "Evaluation of reinforced concrete beam behaviour using finite element analysis by ABAQUS", Sci. Res. Essay, 7(21), 2002-2009. https://doi.org/10.5897/SRE11.1393.
  225. Sobia, A., Asima, S., Shabnam, S. and Sara, Q. (2019), "Titaniumbased nanocomposite materials for arsenic removal from water", Heliyon, 5(5). http://doi.org/10.1016/j.heliyon.2019.e01577.
  226. Struik, P.C. and Kuyper, T.W. (2017), "Sustainable intensification in agriculture: the richer shade of green. A review", Agronom. Sust. Develop., 37(5), 39. http://doi.org/10.1007/s13593-017-0445-7.
  227. Suhatril, M., Osman, N., Azura Sari, P., Shariati, M. and Marto, A. (2019), "Significance of surface eco-protection techniques for cohesive soils slope in Selangor, Malaysia", Geotech. Geol. Eng., 37(3), 2007-2014. http://doi.org/10.1007/s10706-018-0740-3.
  228. Suman, J., Uhlik, O., Viktorova, J. and Macek, T. (2018), "Phytoextraction of heavy metals: A promising tool for clean-up of polluted environment?", Front. Plant Sci., 9. http://doi.org/10.3389/fpls.2018.01476.
  229. Tahmasbi, F., Maleki, S., Shariati, M., Ramli Sulong, N.H. and Tahir, M.M. (2016), "Shear capacity of c-shaped and l-shaped angle shear connectors", PLoS One, 11(8), e0156989. http://doi.org/10.1371/journal.pone.0156989.
  230. Thome, A., Reddy, K.R., Reginatto, C. and Cecchin, I. (2015), "Review of nanotechnology for soil and groundwater remediation: Brazilian perspectives", Water Air Soil Pollut., 226(4), 121. http://doi.org/10.1007/s11270-014-2243-z.
  231. Toghroli, A., Darvishmoghaddam, E., Zandi, Y., Parvan, M., Safa, M., Abdullahi, M.M., Heydari, A., Wakil, K., Gebreel, S.A.M. and Khorami, M. (2018a), "Evaluation of the parameters affecting the Schmidt rebound hammer reading using ANFIS method", Comput. Concr., 21(5), 525-530. http://doi.org/10.12989/cac.2018.21.5.525.
  232. Toghroli, A., Mehrabi, P., Shariati, M., Trung, N.T., Jahandari, S. and Rasekh, H. (2020a), "Evaluating the use of recycled concrete aggregate and pozzolanic additives in fiber-reinforced pervious concrete with industrial and recycled fibers", Constr. Build. Mater., 252, 118997. http://doi.org.10.1016/j.conbuildmat.2020.118997.
  233. Toghroli, A., Mohammadhassani, M., Suhatril, M., Shariati, M. and Ibrahim, Z. (2014), "Prediction of shear capacity of channel shear connectors using the ANFIS model", Steel Compos. Struct., 17(5), 623-639. http://doi.org/10.12989/scs.2014.17.5.623.
  234. 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.
  235. Toghroli, A., Shariati, M., Karim, M.R. and Ibrahim, Z. (2017), "Investigation on composite polymer and silica fume-rubber aggregate pervious concrete", Fifth International Conference on Advances in Civil, Structural and Mechanical Engineering - CSM 2017, Zurich, Switzerland.
  236. 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.
  237. Toghroli, A., Suhatril, M., Ibrahim, Z., Safa, M., Shariati, M. and Shamshirband, S. (2016), "Potential of soft computing approach for evaluating the factors affecting the capacity of steel- concrete composite beam", J. Intell. Manuf., 29(8), 1793-1801. http://doi.org/10.1007/s10845-016-1217-y.
  238. Trung, N.T., Alemi, N., Haido, J.H., Shariati, M., Baradaran, S. and Yousif, S.T. (2019), "Reduction of cement consumption by producing smart green concretes with natural zeolites", Smart Struct. Syst., 24(3), 415-425. http://doi.org/10.12989/sss.2019.24.3.415.
  239. Wang, Z., Yu, S., Xiao, Z. and Habibi, M. (2020), "Frequency and buckling responses of a high-speed rotating fiber metal laminated cantilevered microdisk", Mech. Adv. Mater. Struct., 1-14. http://doi.org/10.1080/15376494.2020.1824284.
  240. Wei, X., Shariati, M., Zandi, Y., Pei, S.L., Jin, Z.B., Gharachurlu, S., Abdullahi, M.M., Tahir, M.M. and Khorami, M. (2018), "Distribution of shear force in perforated shear connectors", Steel Compos. Struct., 27(3), 389-399. http://doi.org/10.12989/scs.2018.27.3.389.
  241. Williams, M.S., Oyedotun, T.D.T. and Simmons, D.A. (2020), "Assessment of water quality of lakes used for recreational purposes in abandoned mines of Linden, Guyana", Geol. Ecol. Landsc., 4(4), 269-281. https://doi.org/10.1080/24749508.2019.1633220.
  242. Wu, J. and Habibi, M. (2021), "Dynamic simulation of the ultrafast- rotating sandwich cantilever disk via finite element and semi-numerical methods", Eng. Comput., 1-17. http://doi.org/10.1007/s00366-021-01396-6.
  243. Xie, Q., Sinaei, H., Shariati, M., Khorami, M., Mohamad, E.T. and Bui, D.T. (2019), "An experimental study on the effect of CFRP on behavior of reinforce concrete beam column connections", Steel Compos. Struct., 30(5), 433-441. http://doi.org/10.12989/scs.2019.30.5.433.
  244. 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.
  245. 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.
  246. Xu, J., Zhou, L., Hu, K., Li, Y., Zhou, X. and Wang, S. (2022a), "Influence of wet-dry cycles on uniaxial compression behavior of fissured loess disturbed by vibratory loads", KSCE J. Civil Eng., 1-14. https://doi.org/10.1007/s12205-022-1593-0.
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