Advances in nano research

  • 제14권3호
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  • Pages.225-234
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  • 2023
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  • 2287-237X(pISSN)
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  • 2287-2388(eISSN)
테크노프레스 (Techno-Press)
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DOI QR코드

DOI QR Code

Application of data mining and statistical measurement of agricultural high-quality development

  • Yan Zhou (College of Mathematics and Informatics, South China Agricultural University)
  • 투고 : 2022.02.13
  • 심사 : 2022.06.16
  • 발행 : 2023.03.25
⟨ 이전 논문 다음 논문 ⟩

초록

In this study, we aim to use big data resources and statistical analysis to obtain a reliable instruction to reach high-quality and high yield agricultural yields. In this regard, soil type data, raining and temperature data as well as wheat production in each year are collected for a specific region. Using statistical methodology, the acquired data was cleaned to remove incomplete and defective data. Afterwards, using several classification methods in machine learning we tried to distinguish between different factors and their influence on the final crop yields. Comparing the proposed models' prediction using statistical quantities correlation factor and mean squared error between predicted values of the crop yield and actual values the efficacy of machine learning methods is discussed. The results of the analysis show high accuracy of machine learning methods in the prediction of the crop yields. Moreover, it is indicated that the random forest (RF) classification approach provides best results among other classification methods utilized in this study.

키워드

참고문헌

  1. Abdolrahim, J. (2012), "Seismic performance of structures with pre-bent strips as a damper", Int. J. Phys. Sci., 7(26), 4061-4072. https://doi.org/10.5897/ijps11.1324.
  2. Al-Furjan, M.S.H., Oyarhossein, M.A., Habibi, M., Safarpour, H. and Jung, D.W. (2020), "Wave propagation simulation in an electrically open shell reinforced with multi-phase nanocomposites", Eng. Comput., 1-17. https://doi.org/10.1007/s00366-020-01167-9.
  3. Ali, S. (2012), "Investigation of channel shear connectors for composite concrete and steel T-beam", Int. J. Phys. Sci., 7(11), 1828-1831. https://doi.org/10.5897/ijps11.1604.
  4. Alipour, M., Torabi, M.A., Sareban, M., Lashini, H., Sadeghi, E., Fazaeli, A., Habibi, M. and Hashemi, R. (2020), "Finite element and experimental method for analyzing the effects of martensite morphologies on the formability of DP steels", Mech. Design Struct. Mach., 48(5), 525-541. https://doi.org/10.1080/15397734.2019.1633343.
  5. Amacher, M.C., O'Neil, K.P. and Perry, C.H. (2007), "Soil vital signs: a new soil quality index (SQI) for assessing forest soil health", Res. Pap. RMRS-RP-65, Fort Collins, CO: US Department of Agriculture, Forest Service, Rocky Mountain Research Station. https://doi.org/10.2737/RMRS-RP-65.
  6. Amelirad, O. and Assempour, A. (2019), "Experimental and crystal plasticity evaluation of grain size effect on formability of austenitic stainless steel sheets", J. Manufact. Processes., 47, 310-323. https://doi.org/10.1016/j.jmapro.2019.09.035.
  7. Amelirad, O. and Assempour, A. (2021), "Coupled continuum damage mechanics and crystal plasticity model and its application in damage evolution in polycrystalline aggregates", Eng. Comput., 38, 1-15. https://doi.org/10.1007/s00366-021-01346-2.
  8. Arabnejad Khanouki, M.M., Ramli Sulong, N.H. and Shariati, M. (2010), "Investigation of seismic behaviour of composite structures with concrete filled square steel tubular (CFSST) column by push-over and time-history analyses", Proceedings of the 4th International Conference on Steel Composilte Structure, 21-23.
  9. Ayoub Shaikh, T., Rasool, T. and Rasheed Lone, F. (2022), "Towards leveraging the role of machine learning and artificial intelligence in precision agriculture and smart farming", Comput. Electron. Agric., 198, 107119. https://doi.org/10.1016/j.compag.2022.107119.
  10. Bai, B., Nie, Q., Zhang, Y., Wang, X. and Hu, W. (2021), "Cotransport of heavy metals and SiO2 particles at different temperatures by seepage", J. Hydrol., 597, 125771. https://doi.org/10.1016/j.jhydrol.2020.125771.
  11. 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), 457-469 https://doi.org/10.12989/scs.2019.30.5.457.
  12. 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., 115195. https://doi.org/10.1016/j.compstruct.2022.115195.
  13. Cheng, C. and Wang, L. (2022), "How companies configure digital innovation attributes for business model innovation? A configurational view", Technovation, 112, 102398. https://doi.org/10.1016/j.technovation.2021.102398.
  14. Cheshmeh, E., Karbon, M., Eyvazian, A., Jung, D.W., Habibi, M. and Safarpour, M. (2020), "Buckling and vibration analysis of FG-CNTRC plate subjected to thermo-mechanical load based on higher order shear deformation theory", Mech. Design Struct. Mach., 1-24. https://doi.org/10.1080/15397734.2020.1744005.
  15. Crane-Droesch, A. (2018), "Machine learning methods for crop yield prediction and climate change impact assessment in agriculture", Environ. Res. Letters., 13(11), 114003. https://doi.org/10.1088/1748-9326/aae159.
  16. Cunha, R.L.F., Silva, B. and Netto, M.A.S. (2018), "A scalable machine learning system for pre-season agriculture yield forecast", 2018 IEEE 14th International Conference on e-Science (e-Science), Amsterdam, Netherlands, Oct.-Nov.
  17. Dai, H. and Safarpour, H. (2021), "Frequency and thermal buckling information of laminated composite doubly curved open nanoshell", Adv. Nano. Res., 10(1), 1-14. https://doi.org/10.12989/anr.2021.10.1.001.
  18. Davoodnabi, S.M., Mirhosseini, S.M. and Shariati, M. (2019), "Behavior of steel-concrete composite beam using angle shear connectors at fire condition", Steel Compos. Struct., 30(2), 141-147. https://doi.org/10.12989/scs.2019.30.2.141.
  19. Dlodlo, N. and Kalezhi, J. (2015), "The internet of things in agriculture for sustainable rural development", 2015 International Conference on Emerging Trends in Networks and Computer Communications (ETNCC), May.
  20. Dong, Y., Gao, Y., Zhu, Q., Moradi, Z. and Safa, M. (2022), "TEGDQE implementation to investigate the vibration of FG composite conical shells considering a frequency controller solid ring", Eng. Anal. Bound. Elem., 138, 95-107. https://doi.org/10.1016/j.enganabound.2022.01.017.
  21. 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. https://doi.org/10.1007/s00366-018-0669-4.
  22. Ebrahimi, F., Hashemabadi, D., Habibi, M. and Safarpour, H. (2020), "Thermal buckling and forced vibration characteristics of a porous GNP reinforced nanocomposite cylindrical shell", Microsyst. Technol., 26(2), 461-473. https://doi.org/10.1007/s00542-019-04542-9.
  23. Esmailpoor Hajilak, Z., Pourghader, J., Hashemabadi, D., Sharifi Bagh, F., Habibi, M. and Safarpour, H. (2019), "Multilayer GPLRC composite cylindrical nanoshell using modified strain gradient theory", Mech. Design Struct. Mach., 47(5), 521-545. https://doi.org/doi/10.1080/15397734.2019.1566743.
  24. Fan, L., Huang, Y., Ji, D., Moradi, Z., Safa, M. and Amine Khadimallah, M. (2022), "Interaction of angular velocity and temperature rise in the thermo-inertia bifurcation buckling of FG laminated nanocomposite annular plates", Eng. Struct., 265, 114518. https://doi.org/10.1016/j.engstruct.2022.114518.
  25. Forsat, M., Musharavati, F., Eltai, E., Zain, A.M., Mobayen, S. and Mohamed, A.M. (2021), "Vibration characteristics of microplates with GNPs-reinforced epoxy core bonded to piezoelectric-reinforced CNTs patches", Adv. Nano. Res., 11(2), 115-140. https://doi.org/10.12989/anr.2021.11.2.115.
  26. Ghamkhar, M., Khadimallah, M.A., Iqbal, M.Z., Hussain, M., Yahya, A., Khedher, K.M., Naeem, M.N. and Tounsi, A. (2021), "Performance of FGM bilayered cylindrical shell placed on cantilever edge", Adv. Nano. Res., 11(4), 339-345. https://doi.org/10.12989/anr.2021.11.4.339.
  27. Ghazanfari, A., Soleimani, S.S., Keshavarzzadeh, M., Habibi, M., Assempuor, A. and Hashemi, R. (2020), "Prediction of FLD for sheet metal by considering through-thickness shear stresses", Mech. Des. Struct. Mach., 48(6), 755-772. https://doi.org/10.1080/15397734.2019.1662310.
  28. Guo, X., Lu, J., Lai, P., Shen, Z., Zhuang, W., Han, Z., Zhang, L. and Lozano-Perez, S. (2022), "Understanding the fretting corrosion mechanism of zirconium alloy exposed to high temperature high pressure water", Corros. Sci., 202, 110300. https://doi.org/10.1016/j.corsci.2022.110300.
  29. Habibi, M., Ghazanfari, A., Assempour, A., Naghdabadi, R. and Hashemi, R. (2017), "Determination of forming limit diagram using two modified finite element models", Mech Eng. 48(4), 141-144. https://doi.org/10.22060/MEJ.2016.664.
  30. Habibi, M., Hashemabadi, D. and Safarpour, H. (2019a), "Vibration analysis of a high-speed rotating GPLRC nanostructure coupled with a piezoelectric actuator", Eur. Phys. J. Plus, 134(6), 307. https://doi.org/10.1140/epjp/i2019-12742-7.
  31. Habibi, M., Hashemi, R., Ghazanfari, A., Naghdabadi, R. and Assempour, A. (2018a), "Forming limit diagrams by including the M-K model in finite element simulation considering the effect of bending", Proceedings of the Institution of Mechanical Engineers, Part L: Journal of Materials: Design and Applications, 232(8), 625-636. https://doi.org/10.1177/1464420716642258
  32. Habibi, M., Hashemi, R., Sadeghi, E., Fazaeli, A., Ghazanfari, A. and Lashini, H. (2016), "Enhancing the mechanical properties and formability of low carbon steel with dual-phase microstructures", J. Mater. Eng. Perform., 25(2), 382-389. https://doi.org/10.1007/s11665-016-1882-1
  33. Habibi, M., Hashemi, R., Tafti, M.F. and Assempour, A. (2018b), "Experimental investigation of mechanical properties, formability and forming limit diagrams for tailor-welded blanks produced by friction stir welding", J. Manuf. Proc., 31, 310-323. https://doi.org/10.1016/j.jmapro.2017.11.009
  34. Habibi, M., Mohammadgholiha, M. and Safarpour, H. (2019b), "Wave propagation characteristics of the electrically GNP-reinforced nanocomposite cylindrical shell", J. Braz. Soc. Mech. Sci. Eng., 41(5), 221. https://doi.org/10.1007/s40430-019-1715-x.
  35. Habibi, M., Mohammadi, A., Safarpour, H. and Ghadiri, M. (2019c), "Effect of porosity on buckling and vibrational characteristics of the imperfect GPLRC composite nanoshell", Mech. Design Struct. Mach., 1-30.
  36. Habibi, M., Mohammadi, A., Safarpour, H., Shavalipour, A. and Ghadiri, M. (2019d), "Wave propagation analysis of the laminated cylindrical nanoshell coupled with a piezoelectric actuator", Mech. Design Struct. Mach., 1-19. https://doi.org/10.1080/15397734.2019.1697932.
  37. Habibi, M., Safarpour, M. and Safarpour, H. (2020), "Vibrational characteristics of a FG-GPLRC viscoelastic thick annular plate using fourth-order Runge-Kutta and GDQ methods", Mech. Design Struct. Mach., 1-22. https://doi.org/10.1080/15397734.2020.1779086.
  38. Habibi, M., Taghdir, A. and Safarpour, H. (2019e), "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.
  39. Hamidian, M., Shariati, M., Arabnejad, M. and Sinaei, H. (2011), "Assessment of high strength and light weight aggregate concrete properties using ultrasonic pulse velocity technique", Int. J. Phys. Sci., 6(22), 5261-5266. https://doi.org/10.5897/IJPS11.1081.
  40. Hashemi, H.R., Alizadeh, A.a., Oyarhossein, M.A., Shavalipour, A., Makkiabadi, M. and Habibi, M. (2019), "Influence of imperfection on amplitude and resonance frequency of a reinforcement compositionally graded nanostructure", Wave. Random Complex Media., 1-27. https://doi.org/10.1080/17455030.2019.1662968.
  41. Heydari, A. and Shariati, M. (2018), "Buckling analysis of tapered BDFGM nano-beam under variable axial compression resting on elastic medium", Struct. Eng. Mech., 66(6), 737-748. https://doi.org/10.12989/sem.2018.66.6.737.
  42. Hosseini, S.A. and Toghroli, A. (2021), "Effect of mixing Nano-silica and Perlite with pervious concrete for nitrate removal from the contaminated water", Adv. Concr. Constr., 11(6), 531-544. https://doi.org/10.12989/acc.2021.11.6.531.
  43. Hosseinpour, E., Baharom, S., Badaruzzaman, W.H.W., Shariati, M. and Jalali, A. (2018), "Direct shear behavior of concrete filled hollow steel tube shear connector for slim-floor steel beams", Steel Compos. Struct., 26(4), 485-499. https://doi.org/10.12989/scs.2018.26.4.485.
  44. Hou, F., Wu, S., Moradi, Z. and Shafiei, N. (2021), "The computational modeling for the static analysis of axially functionally graded micro-cylindrical imperfect beam applying the computer simulation", Eng. Comput.,
  45. Hsu, T.C., Yang, H., Chung, Y.C. and Hsu, C.H. (2020), "A Creative IoT agriculture platform for cloud fog computing", Sust. Comput. Inform. Syst., 28, 100285. https://doi.org/10.1016/j.suscom.2018.10.006.
  46. Huang, X., Zhang, Y., Moradi, Z. and Shafiei, N. (2021a), "Computer simulation via a couple of homotopy perturbation methods and the generalized differential quadrature method for nonlinear vibration of functionally graded non-uniform microtube", Eng. Comput., 1-18. https://doi.org/10.1007/s00366-021-01395-7.
  47. Huang, X., Zhu, Y., Vafaei, P., Moradi, Z. and Davoudi, M. (2021b), "An iterative simulation algorithm for large oscillation of the applicable 2D-electrical system on a complex nonlinear substrate", Eng. Comput., 1-13. https://doi.org/10.1007/s00366-021-01320-y.
  48. Ismail, M., Shariati, M., Awal, A.S.M.A., Chiong, C.E., Chahnasir, E.S., Porbar, A., Heydari, A. and Khorami, M. (2018), "Strengthening of bolted shear joints in industrialized ferrocement construction", Steel Compos. Struct., 28(6), 681-690. https://doi.org/10.12989/scs.2018.28.6.681.
  49. Jagtap, S.T., Phasinam, K., Kassanuk, T., Jha, S.S., Ghosh, T. and Thakar, C.M. (2022), "Towards application of various machine learning techniques in agriculture", Materials Today Proceedings., 51, 793-797. https://doi.org/10.1016/j.matpr.2021.06.236.
  50. Jahandari, S., Tao, Z., Saberian, M., Shariati, M., Li, J., Abolhasani, M., Kazemi, M., Rahmani, A. and Rashidi, M. (2021), "Geotechnical properties of lime-geogrid improved clayey subgrade under various moisture conditions", Road Mater. Pavement Des., 1-19. https://doi.org/10.1080/14680629.2021.1950816.
  51. Jiao, J., Ghoreishi, S.M., Moradi, Z. and Oslub, K. (2021), "Coupled particle swarm optimization method with genetic algorithm for the static-dynamic performance of the magneto-electro-elastic nanosystem", Eng. Comput., 1-15. https://doi.org/10.1007/s00366-021-01391-x.
  52. Kale, S.S. and Patil, P.S. (2019). "Data mining technology with fuzzy logic, neural networks and machine learning for agriculture", Data Manage. Anal. Innov., Singapore, 2019.
  53. Kamath, P., Patil, P., Shrilatha, S. and Sowmya, S. (2021), "Crop yield forecasting using data mining", Global Trans. Proceedings, 2(2), 402-407. https://doi.org/10.1016/j.gltp.2021.08.008.
  54. Khadimallah, M.A., Hussain, M., Naeem, M.N., Taj, M. and Tounsi, A. (2021a), "Monitoring and control of multiple fraction laws with ring based composite structure", Adv. Nano. Res., 10(2), 129-138. https://doi.org/10.12989/anr.2021.10.2.129.
  55. Khadimallah, M.A., Hussain, M., Taj, M., Ayed, H. and Tounsi, A. (2021b), "Parametric vibration analysis of single-walled carbon nanotubes based on Sanders shell theory", Adv. Nano. Res., 10(2), 165-174. https://doi.org/10.12989/anr.2021.10.2.165.
  56. Khan, A., Vibhute, A.D., Mali, S. and Patil, C.H. (2022), "A systematic review on hyperspectral imaging technology with a machine and deep learning methodology for agricultural applications", Ecol. Inform., 69, 101678. https://doi.org/10.1016/j.ecoinf.2022.101678.
  57. Khanouki, M.M.A., Ramli Sulong, N.H., Shariati, M. and Tahir, M.M. (2016), "Investigation of through beam connection to concrete filled circular steel tube (CFCST) column", J. Construct. Steel Res., 121, 144-162. https://doi.org/10.1016/j.jcsr.2016.01.002.
  58. Khorami, M., Khorami, M., Alvansazyazdi, M., Shariati, M., Zandi, Y., Jalali, A. and Tahir, M.M. (2017a), "Seismic performance evaluation of buckling restrained braced frames (BRBF) using incremental nonlinear dynamic analysis method (IDA)", Earthq. Struct., 13(6), 531-538. https://doi.org/10.12989/eas.2017.13.6.531.
  59. 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.
  60. Khorramian, K., Maleki, S., Shariati, M. and Ramli Sulong, N.H. (2015), "Behavior of tilted angle shear connectors", PLoS One. 10(12), e0144288. https://doi.org/10.1371/journal.pone.0144288.
  61. Kumar, Y., Gupta, A. and Tounsi, A. (2021), "Size-dependent vibration response of porous graded nanostructure with FEM and nonlocal continuum model", Adv. Nano. Res., 11(1), 1-17.
  62. Li, C. and Niu, B. (2020), "Design of smart agriculture based on big data and Internet of things", Int. J. Distribu. Sensor Netw., 16(5), 1550147720917065. https://doi.org/10.1177/1550147720917065.
  63. 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.
  64. Li, G., Yuan, H., Mou, J., Dai, E., Zhang, H., Li, Z., Zhao, Y., Dai, Y. and Zhang, X. (2022), "Electrochemical detection of nitrate with carbon nanofibers and copper co-modified carbon fiber electrodes", Compos. Commun., 29, 101043. https://doi.org/10.1016/j.coco.2021.101043.
  65. Li, J., Xu, K., Chaudhuri, S., Yumer, E., Zhang, H. and Guibas, L. (2017), "GRASS: generative recursive autoencoders for shape structures", ACM Trans. Graph., 36(4), 52. https://doi.org/10.1145/3072959.3073637.
  66. Liu, Y., Wang, W., He, T., Moradi, Z. and Larco Benitez, M.A. (2021), "On the modelling of the vibration behaviors via discrete singular convolution method for a high-order sector annular system", Eng. Comput.,
  67. Lu, T. and Neng, W. (2010), "Future internet: the internet of things", 2010 3rd International Conference on Advanced Computer Theory and Engineering(ICACTE), August.
  68. Luo, J., Song, J., Moradi, Z., Safa, M. and Khadimallah, M.A. (2022), "Effect of simultaneous compressive and inertia loads on the bifurcation stability of shear deformable functionally graded annular fabrications reinforced with graphenes", Eur. J. Mech. A Solids, 104581. https://doi.org/10.1016/j.euromechsol.2022.104581.
  69. Luo, Z.Y., Sinaei, H., Ibrahim, Z., Shariati, M., Jumaat, Z., Wakil, K., Pham, B.T., Mohamad, E.T. and Khorami, M. (2019), "Computational and experimental analysis of beam to column joints reinforced with CFRP plates", Steel Compos. Struct., 30(3), 271-280. https://doi.org/10.12989/scs.2019.30.3.271.
  70. Ma, L., Liu, X. and Moradi, Z. "On the chaotic behavior of graphene-reinforced annular systems under harmonic excitation", Eng. Comput., 1-25. https://doi.org/10.1007/s00366-020-01210-9.
  71. Madenci, E. (2021), "Free vibration analysis of carbon nanotube RC nanobeams with variational approaches", Adv. Nano. Res., 11(2), 157-171. https://doi.org/10.12989/anr.2021.11.2.157.
  72. Majumdar, J., Naraseeyappa, S. and Ankalaki, S. (2017), "Analysis of agriculture data using data mining techniques: application of big data", J. Big Data. 4(1), 20, https://doi.org/10.1186/s40537-017-0077-4.
  73. Mehrabi, P., Shariati, M., Kabirifar, K., Jarrah, M., Rasekh, H., Trung, N.T., Shariati, A. and Jahandari, S. (2021), "Effect of pumice powder and nano-clay on the strength and permeability of fiber-reinforced pervious concrete incorporating recycled concrete aggregate", Constr. Build. Mater., 287, 122652. https://doi.org/10.1016/j.conbuildmat.2021.122652.
  74. Michael, M., Meyyazhagan, A., Velayudhannair, K., Pappuswamy, M., Maria, A., Xavier, V., Balasubramanian, B., Baskaran, R., Kamyab, H. and Vasseghian, Y. (2022), "The content of heavy metals in cigarettes and the impact of their leachates on the aquatic ecosystem", Sustainability, 14(8), 4752. https://doi.org/10.3390/su14084752.
  75. Moayedi, H., Darabi, R., Ghabussi, A., Habibi, M. and Foong, L.K. (2020), "Weld orientation effects on the formability of tailor welded thin steel sheets", Thin Wall. Struct., 149, 106669. https://doi.org/10.1016/j.tws.2020.106669.
  76. Moayedi, H., Habibi, M., Safarpour, H., Safarpour, M. and Foong, L.K. (2019), "Buckling and frequency responses of a graphene nanoplatelet reinforced composite microdisk", Int. J. Appl. Mech., 11(10), 1950102. https://doi.org/10.1142/S1758825119501023.
  77. Mohammadhassani, M., Akib, S., Shariati, M., Suhatril, M. and Khanouki, M.M.A. (2014), "An experimental study on the failure modes of high strength concrete beams with particular references to variation of the tensile reinforcement ratio", Eng. Fail. Anal., 41, 73-80. https://doi.org/10.1016/j.engfailanal.2013.08.014.
  78. Mohammadhassani, M., Suhatril, M., Shariati, M. and Ghanbari, F. (2013), "Ductility and strength assessment of HSC beams with varying of tensile reinforcement ratios", Struct. Eng. Mech., 48(6), 833-848. https://doi.org/10.12989/sem.2013.48.6.833.
  79. Moradi, H., Atashi, P., Amelirad, O., Yang, J.-K., Chang, Y.-Y. and Kamranifard, T. (2022), "Machine learning modeling and DOE-assisted optimization in synthesis of nanosilica particles via Stober method", Adv. Nano. Res., 12(4), 387-403. https://doi.org/10.12989/anr.2022.12.4.387.
  80. Moradi, Z., Davoudi, M., Ebrahimi, F. and Ehyaei, A.F. (2021), "Intelligent wave dispersion control of an inhomogeneous micro-shell using a proportional-derivative smart controller", Wave. Random Complex Med., 1-24. https://doi.org/10.1080/17455030.2021.1926572.
  81. Naghipour, M., Niak, K.M., Shariati, M. and Toghroli, A. (2020a), "Effect of progressive shear punch of a foundation on a reinforced concrete building behavior", Steel Compos. Struct., 35(2), 279-294. https://doi.org/10.12989/scs.2020.35.2.279.
  82. Naghipour, M., Yousofizinsaz, G. and Shariati, M. (2020b), "Experimental study on axial compressive behavior of welded built-up CFT stub columns made by cold-formed sections with different welding lines", Steel Compos. Struct., 34(3), 347-359. https://doi.org/10.12989/10.12989/scs.2020.34.3.347.
  83. Nasrollahi, S., Maleki, S., Shariati, M., Marto, A. and Khorami, M. (2018), "Investigation of pipe shear connectors using push out test", Steel Compos. Struct., 27(5), 537-543. https://doi.org/10.12989/scs.2018.27.5.537.
  84. Nouri, K., Sulong, N.H.R., Ibrahim, Z. and Shariati, M. (2021), "Behaviour of novel stiffened angle shear connectors at ambient and elevated temperatures", Adv. Steel Constr., 17(1), 28-38. https://doi.org/10.18057/Ijasc.2021.17.1.4.
  85. 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. https://doi.org/10.12989/scs.2018.28.4.483.
  86. Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., Blondel, M., Prettenhofer, P., Weiss, R. and Dubourg, V. (2011), "Scikit-learn: Machine learning in Python", J. Mach. Learn. Res., 12, 2825-2830. http://jmlr.org/papers/v12/pedregosa11a.html.
  87. Pourjabari, A., Hajilak, Z.E., Mohammadi, A., Habibi, M. and Safarpour, H. (2019), "Effect of porosity on free and forced vibration characteristics of the GPL reinforcement composite nanostructures", Comput. Math. Appl., 77(10), 2608-2626. https://doi.org/10.1016/j.camwa.2018.12.041
  88. Priya, N. and Geetha, G. (2017), "Dynamic programming based resource optimization in agricultural big data for crop yield maximization", J. Comput. Theoretical Nanosci., 14(9), 4464-4470. https://doi.org/10.1166/jctn.2017.6762.
  89. Radmannia, S. and Naderzad, M. (2018), "IoT-based electrosynthesis ecosystem", Internet Things, 3-4 46-51. https://doi.org/10.1016/j.iot.2018.08.001.
  90. Razavian, L., Naghipour, M., Shariati, M. and Safa, M. (2020), "Experimental study of the behavior of composite timber columns confined with hollow rectangular steel sections under compression", Struct. Eng. Mech., 74(1), 145-156. https://doi.org/10.12989/sem.2020.74.1.145.
  91. Safa, M., Maleka, A., Arjomand, M.A., Khorami, M. and Shariati, M. (2019), "Strain rate effects on soil-geosynthetic interaction in fine-grained soil", Geomech. Eng., 19(6), 523-532. https://doi.org/10.12989/gae.2019.19.6.523.
  92. Safarpour, H., Ghanizadeh, S.A. and Habibi, M. (2018), "Wave propagation characteristics of a cylindrical laminated composite nanoshell in thermal environment based on the nonlocal strain gradient theory", Eur. Phys. J. Plus, 133(12), 532.
  93. Safarpour, H., Hajilak, Z.E. 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. Design. 15(3), 569-583. https://doi.org/10.1007/s10999-018-9431-8
  94. 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 three-dimensional shell coupled with piezoelectric actuator", J. Vib. Control., 25(9), 1543-1557. https://doi.org/10.1177/1077546319828465.
  95. Safarpour, M., Ebrahimi, F., Habibi, M. and Safarpour, H. (2020), "On the nonlinear dynamics of a multi-scale hybrid nanocomposite disk", Eng. Comput., 1-20. https://doi.org/10.1007/s00366-020-00949-5.
  96. Sakthipriya, D. and Chandrakumar, T. (2022), "A study on agriculture engineering implements using machine learning", Mater. Today Proceedings, https://doi.org/10.1016/j.matpr.2022.04.604.
  97. Satrio Wicaksono, M.G., Suryani, E. and Hendrawan, R.A. (2022), "Increasing productivity of rice plants based on IoT (Internet Of Things) to realize smart agriculture using system thinking approach", Procedia Comput. Sci., 197, 607-616. https://doi.org/10.1016/j.procs.2021.12.179.
  98. 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. https://doi.org/10.1016/j.engfailanal.2016.04.017.
  99. 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. https://doi.org/10.1016/j.ymssp.2015.08.026.
  100. 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), https://doi.org/10.1371/journal.pone.0139422.
  101. 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. https://doi.org/10.1016/j.tws.2016.05.021.
  102. Shahabi, S.E.M., Sulong, N.H.R., Shariati, M. and Shah, S.N.R. (2016), "Performance of shear connectors at elevated temperatures-A review", Steel Compos. Struct., 20(1), 185-203. https://doi.org/10.12989/scs.2016.20.1.185.
  103. 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. https://doi.org/10.12989/scs.2018.29.2.243.
  104. Shariati, A., Ramli Sulong, N.H., Suhatril, M. and Shariati, M. (2012a), "Various types of shear connectors in composite structures: A review", Int. J. Physic. Sci., 7(22), 2876-2890. https://doi.org/10.5897/IJPSx11.004.
  105. 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. https://doi.org/10.1016/j.conbuildmat.2013.11.036.
  106. Shariati, M. (2008), Assessment Building Using None-destructive Test Techniques (ultra Sonic Pulse Velocity and Schmidt Rebound Hammer), Universiti Putra Malaysia.
  107. Shariati, M. (2013), Behaviour of C-shaped Shear Connectors in Stell Concrete Composite Beams, Jabatan Kejuruteraan Awam, Fakulti Kejuruteraan, Universiti Malaya.
  108. 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. https://doi.org/10.12989/gae.2019.19.6.473.
  109. Shariati, M., Azar, S.M., Arjomand, M.A., Tehrani, H.S., Daei, M. and Safa, M. (2020a), "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. https://doi.org/10.12989/gae.2020.20.2.087.
  110. Shariati, M., Ghorbani, M., Naghipour, M., Alinejad, N. and Toghroli, A. (2020b), "The effect of RBS connection on energy absorption in tall buildings with braced tube frame system", Steel Compos. Struct., 34(3), 393. https://doi.org/10.12989/scs.2020.34.3.393.
  111. Shariati, M., Grayeli, M., Shariati, A. and Naghipour, M. (2020c), "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.
  112. Shariati, M., Heyrati, A., Zandi, Y., Laka, H., Toghroli, A., Kianmehr, P., Safa, M., Salih, M.N.A. and Poi-Ngian, S. (2019b), "Application of waste tire rubber aggregate in porous concrete", Smart Struct. Syst. 24(4), 553-566. https://doi.org/10.12989/sss.2019.24.4.553.
  113. Shariati, M., Lagzian, M., Maleki, S., Shariati, A. and Trung, N.T. (2020d), "Evaluation of seismic performance factors for tension-only braced frames", Steel Compos. Struct., 35(4), 599-609. https://doi.org/10.12989/scs.2020.35.4.599.
  114. 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 Structures, Sydney, Australia, July.
  115. Shariati, M., Ramli Sulong, N.H., Arabnejad Khanouki, M.M. and Mahoutian, M. (2011a), "Shear resistance of channel shear connectors in plain, reinforced and lightweight concrete", Sci. Res. Essays, 6(4), 977-983.
  116. 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. https://doi.org/10.1617/s11527-015-0762-8.
  117. Shariati, M., Ramli Sulong, N.H., Sinaei, H., Arabnejad Khanouki, M.M. and Shafigh, P. (2011b), "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.
  118. 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", Proceedings of the Fifth International Conference on Engineering Failure Analysis 1-4, The Hague, The Netherlands, July.
  119. 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. https://doi.org/10.1016/j.engfailanal.2014.02.017.
  120. Shariati, M., Shariati, A., Trung, N.T., Shoaei, P., Ameri, F., Bahrami, N. and Zamanabadi, S.N. (2020e), "Alkali-activated slag (AAS) paste: Correlation between durability and microstructural characteristics", Constr. Build. Mater., 120886. https://doi.org/10.1016/j.conbuildmat.2020.120886.
  121. 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. Design., 34, 325-331. https://doi.org/10.1016/j.matdes.2011.08.008.
  122. 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. https://doi.org/10.1016/j.conbuildmat.2016.05.102.
  123. 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. Design., 41, 67-73. https://doi.org/10.1016/j.matdes.2012.04.039.
  124. 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. https://doi.org/10.1016/j.conbuildmat.2012.07.050.
  125. 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. https://doi.org/10.1016/j.engfailanal.2017.08.014.
  126. Shariati, M., Tahmasbi, F., Mehrabi, P., Bahadori, A. and Toghroli, A. (2020f), "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. https://doi.org/10.12989/scs.2020.35.2.237.
  127. Shariati, M., Toghroli, A., Jalali, A. and Ibrahim, Z. (2017). "Assessment of stiffened angle shear connector under monotonic and fully reversed cyclic loading", Proceedings ot e the Fifth International Conference on Advances in Civil, Structural and Mechanical Engineering-CSM 2017.
  128. Shorewala, S., Ashfaque, A., Sidharth, R. and Verma, U. (2021), "Weed density and distribution estimation for precision agriculture using semi-supervised learning", IEEE Access. 9, 27971-27986. https://doi.org/10.1109/ACCESS.2021.3057912.
  129. 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. https://doi.org/10.1007/s10706-018-0740-3.
  130. 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. https://doi.org/10.1371/journal.pone.0156989.
  131. Tantalaki, N., Souravlas, S. and Roumeliotis, M. (2019), "Data-driven decision making in precision agriculture: the rise of big data in agricultural systems", J. Agricult. Food Inform., 20(4), 344-380. https://doi.org/10.1080/10496505.2019.1638264.
  132. Tian, H., Qin, Y., Niu, Z., Wang, L. and Ge, S. (2021a), "Summer maize mapping by compositing time series sentinel-1a imagery based on crop growth cycles", J. Indian Soc. Remote Sens., 49(11), 2863-2874. https://doi.org/10.1007/s12524-021-01428-0.
  133. Tian, H., Wang, Y., Chen, T., Zhang, L. and Qin, Y. (2021b), "Early-season mapping of winter crops using sentinel-2 optical imagery", Remote Sens., 13(19), 3822. https://doi.org/10.3390/rs13193822.
  134. Tlidji, Y., Benferhat, R., Trinh, L.C., Tahar, H.D. and Abdelouahed, T. (2021), "New state-space approach to dynamic analysis of porous FG beam under different boundary conditions", Adv. Nano. Res., 11(4), 347-359. https://doi.org/10.12989/anr.2021.11.4.347.
  135. Toghroli, A., Mehrabi, P., Shariati, M., Trung, N.T., Jahandari, S. and Rasekh, H. (2020), "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. https://doi.org/10.1016/j.conbuildmat.2020.118997.
  136. Toghroli, A., Shariati, M., Karim, M.R. and Ibrahim, Z. (2017). "Investigation on composite polymer and silica fume-rubber aggregate pervious concrete", Proceedingd of the Fifth International Conference on Advances in Civil, Structural and Mechanical Engineering - CSM 2017, Zurich, Switzerland, September.
  137. Toghroli, A., Shariati, M., Sajedi, F., Ibrahim, Z., Koting, S., Mohamad, E.T. and Khorami, M. (2018), "A review on pavement porous concrete using recycled waste materials", Smart Struct. Syst., 22(4), 433-440. https://doi.org/10.1016/10.12989/sss.2018.22.4.433.
  138. Vij, A., Vijendra, S., Jain, A., Bajaj, S., Bassi, A. and Sharma, A. (2020), "IoT and machine learning approaches for automation of farm irrigation system", Procedia Comput. Sci., 167, 1250-1257. https://doi.org/10.1016/j.procs.2020.03.440.
  139. Vinoth, B. and Elango, N.M. (2021), "An effective data mining techniques based optimal paddy yield cultivation: A rational approach", Paddy Water Environ., 19(3), 331-343. https://doi.org/10.1007/s10333-021-00845-8.
  140. Waleed, M., Um, T.W., Kamal, T. and Usman, S.M. (2021), "Classification of agriculture farm machinery using machine learning and internet of things", Symmetry, 13(3), 403. https://doi.org/10.3390/sym13030403.
  141. Wang, H., Habibi, M., Marzouki, R., Majdi, A., Shariati, M., Denic, N., Zakic, A., Khorami, M., Khadimallah, M.A. and Ebid, A.A.K. (2022a), "Improving the self-healing of cementitious materials with a hydrogel system", Gels, 8(5), 278. https://doi.org/10.3390/gels8050278.
  142. Wang, Y., Yang, J., Moradi, Z., Safa, M. and Khadimallah, M.A. (2022b), "Nonlinear dynamic analysis of thermally deformed beams subjected to uniform loading resting on nonlinear viscoelastic foundation", Eur. J. Mech. A Solids, 95, 104638. https://doi.org/10.1016/j.euromechsol.2022.104638.
  143. Wei, M.C.F., Maldaner, L.F., Ottoni, P.M.N. and Molin, J.P. (2020), "Carrot yield mapping: a precision agriculture approach based on machine learning", AI, 1(2), 229-241. https://doi.org/10.3390/ai1020015.
  144. 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. https://doi.org/10.12989/scs.2018.27.3.389.
  145. Xia, W., Du, J., Habibi, M., Shariati, M. and Khadimallah, M.A. (2022), "Application of Chebyshev-based GDQ and Newmark methods to viscothermoelasticity responses of FG composite annular systems", Eng. Anal. Bound. Elem., 143, 28-42. https://doi.org/10.1016/j.enganabound.2022.06.003.
  146. 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. https://doi.org/10.12989/scs.2019.30.5.433.
  147. 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., 114395. https://doi.org/10.1016/j.compstruct.2021.114395.
  148. Yan, L. (2021), "Development of international agricultural trade using data mining algorithms-based trade equality", Mobile Inform. Syst., 2021, 5046244. https://doi.org/10.1155/2021/5046244.
  149. Yan, L., Yin-He, S., Qian, Y., Zhi-Yu, S., Chun-Zi, W. and Zi-Yun, L. (2021), "Method of reaching consensus on probability of food safety based on the integration of finite credible data on block chain", IEEE Access, 9, 123764-123776. https://doi.org/10.1109/ACCESS.2021.3108178.
  150. Yang, N., Moradi, Z., Khadimallah, M.A. and Arvin, H. (2022), "Application of the Chebyshev-Ritz route in determination of the dynamic instability region boundary for rotating nanocomposite beams reinforced with graphene platelet subjected to a temperature increment", Eng. Anal. Bound. Elem., 139, 169-179. https://doi.org/10.1016/j.enganabound.2022.03.013.
  151. Yu, X., Maalla, A. and Moradi, Z. (2022), "Electroelastic high-order computational continuum strategy for critical voltage and frequency of piezoelectric NEMS via modified multi-physical couple stress theory", Mech. Syst. Signal Pr., 165, 108373.
  152. Zandi, Y., Shariati, M., Marto, A., Wei, X., Karaca, Z., Dao, D.K., Toghroli, A., Hashemi, M.H., Sedghi, Y., Wakil, K. and Khorami, M. (2018), "Computational investigation of the comparative analysis of cylindrical barns subjected to earthquake", Steel Compos. Struct., 28(4), 439-447. https://doi.org/10.12989/scs.2018.28.4.439.
  153. Zhang, Z., Yang, Q., Yu, Z., Wang, H. and Zhang, T. (2022), "Influence of Y2O3 addition on the microstructure of TiC reinforced Ti-based composite coating prepared by laser cladding", Mater. Character., 189, 111962. https://doi.org/10.1016/j.matchar.2022.111962.
  154. Zhao, Y., Moradi, Z., Davoudi, M. and Zhuang, J. "Bending and stress responses of the hybrid axisymmetric system via state-space method and 3D-elasticity theory", Eng. Comput., 1-23. https://doi.org/10.1007/s00366-020-01242-1.
  155. Zheng, W., Tian, X., Yang, B., Liu, S., Ding, Y., Tian, J. and Yin, L. (2022a), "A few shot classification methods based on multiscale relational networks", Appl. Sci., 12(8), 4059. https://doi.org/10.3390/app12084059.
  156. Zheng, W. and Yin, L. (2022), "Characterization inference based on joint-optimization of multi-layer semantics and deep fusion matching network", Peer J Comput. Sci., 8, e908. https://doi.org/10.7717/peerj-cs.908.
  157. Zheng, W., Zhou, Y., Liu, S., Tian, J., Yang, B. and Yin, L. (2022b), "A deep fusion matching network semantic reasoning model", Appl. Sci., 12(7), 3416. https://doi.org/10.3390/app12073416.
  158. Zhu, B., Zhong, Q., Chen, Y., Liao, S., Li, Z., Shi, K. and Sotelo, M.A. (2022a), "A novel reconstruction method for temperature distribution measurement based on ultrasonic tomography", IEEE T Ultrasonic Ferroelectr. Frequency Control, 1-1. https://doi.org/10.1109/TUFFC.2022.3177469.
  159. Zhu, L., Ren, H., Habibi, M., Mohammed, K.J. and Khadimallah, M.A. (2022b), "Predicting the environmental economic dispatch problem for reducing waste nonrenewable materials via an innovative constraint multi-objective Chimp Optimization Algorithm", J. Clean. Prod., 132697. https://doi.org/10.1016/j.jclepro.2022.132697.
  160. Zhu, Z., Bai, Y., Dai, W., Liu, D. and Hu, Y. (2021), "Quality of e-commerce agricultural products and the safety of the ecological environment of the origin based on 5G internet of things technology", Environ. Technol. Innov., 22, 101462. https://doi.org/10.1016/j.eti.2021.101462.