-Hu, Z., et al., (2003). Design and construction of a deep excavation in soft soils adjacent to the Shanghai Metro tunnels. Canadian Geotechnical Journal, 40(5): 933-948.
-Wang, J., Z. Xu, and W. Wang, (2010). Wall and ground movements due to deep excavations in Shanghai soft soils. Journal of Geotechnical and Geoenvironmental Engineering, 136(7): 985-994.
-Bunawan, A. R., Momeni, E., Armaghani, D. J., & Rashid, A. S. A. (2018). Experimental and intelligent techniques to estimate bearing capacity of cohesive soft soils reinforced with soil-cement columns. Measurement, 124, 529-538.
-Chai, J. C., Carter, J. P., & Hayashi, S. (2005). Ground deformation induced by vacuum consolidation. Journal of Geotechnical and Geoenvironmental Engineering, 131(12), 1552-1561.
-Chai, J., Carter, J. P., Miura, N., & Zhu, H. (2009). Improved prediction of lateral deformations due to installation of soil-cement columns. Journal of Geotechnical and Geoenvironmental Engineering, 135(12), 1836-1845.
-Wang, Z. F., Shen, S. L., Modoni, G., & Zhou, A. (2020). Excess pore water pressure caused by the installation of jet grouting columns in clay. Computers and Geotechnics, 125, 103667.
-Fang, Z., & Yin, J. H. (2007). Responses of excess pore water pressure in soft marine clay around a
soil–cement column. International Journal of Geomechanics, 7(3), 167-175.
-Shen, J. P., Zhang, L. M., Guo, J. F., Ray, J. L., & He, J. Z. (2010). Impact of long-term fertilization practices on the abundance and composition of soil bacterial communities in Northeast China. Applied Soil Ecology, 46(1), 119-124.
-Terashi, M., & Kitazume, M. (2011). QA/QC for deep-mixed ground: current practice and future research needs. Proceedings of the Institution of Civil Engineers-Ground Improvement, 164(3), 161-177.
-Gupta, S., & Kumar, S. (2023). A state-of-the-art review of the deep soil mixing technique for ground improvement. Innovative Infrastructure Solutions, 8(4), 129.
-Ter-Martirosyan, A., Sidorov, V., & Sobolev, E. (2022). Dynamic Properties of Soil Cements for Numerical Modelling of the Foundation’s Basis Transformed under the Technology of Deep Soil Mixing. A Determination Method. Buildings, 12(7), 1028.
-Vervoorn, R. R. E., & Barros, A. S. (2021, April). Deep soil mixing for stabilising deep excavations. In IOP Conference Series: Earth and Environmental Science, IOP Publishing. Vol. 710, No. 1, 012060.
-Amrioui, J., Duc, M., Le Kouby, A., Guedon, J. S., Saussaye, L., Hemmati, S., & Dokladal, P. (2023). Characterization by image analysis of materials heterogeneities produced by the Deep Soil Mixing technique. Materials Today: Proceedings.
-Butenko, A. A., Mozgovyi, A. O., Butnik, S. V., & Spirande, K. V. (2022, June). Increasing of strength-rigidity parameters of bases of metallic silos. In IOP Conference Series: Earth and Environmental Science, IOP Publishing. Vol. 1049, No. 1, 012049.
-Sobolev, E. S., Berezin, E. K., & Kechina, T. V. (2021, June). Comparative analysis of the dynamic stability of a multistorey building with different base arrangements. In Journal of Physics: Conference Series. IOP Publishing. Vol. 1928, No. 1, 012018.
-Zuo, J., Wang, B., Li, W., Han, S., Wang, J., & Zhang, F. (2023). Quality assessment and quality control of deep soil mixing columns based on a cement-content controlled method. Scientific Reports, 13(1), 4813.
-Chen, J. J., Zhang, L., Zhang, J. F., Zhu, Y. F., & Wang, J. H. (2013). Field tests, modification, and application of deep soil mixing method in soft clay. Journal of Geotechnical and Geoenvironmental Engineering, 139(1), 24-34.
-Tatarniuk, C. (2014). Deep soil mixing as a slope stabilization technique in Northland Allochthon residual clay soil.
-Alipour, R., Khazaei, J., Pakbaz, M. S., & Ghalandarzadeh, A. (2017). Settlement control by deep and mass soil mixing in clayey soil. Proceedings of the Institution of Civil Engineers-Geotechnical Engineering, 170(1), 27-37.
-Al-Qaisi, M. S., & Al-Waily, M. J. M. (2022). Experimental Study of Soft Clay Soil Improvement by Deep Mixing Method. Mathematical Modelling of Engineering Problems, 9(1).
-Hadi, D. A. L., & Zaika, Y. (2022). Relationship of Area Ratio to Displacement on Subgrade Stabilized by Deep Soil Mixing. Rekayasa Sipil, 16(2), 110-118.
-Szymkiewicz, F., Barrett, A. G., Marino, J. P., Le Kouby, A., & Reiffsteck, P. (2015, June). Assessment of strength and other mechanical properties of the deep mixing material. In DFI Deep Mixing Conference 2015, 10-11.
-Helson, O., Beaucour, A. L., Eslami, J., Noumowe, A., & Gotteland, P. (2017). Physical and mechanical properties of soilcrete mixtures: Soil clay content and formulation parameters. Construction and Building Materials, 131, 775-783.
-Pourebrahim, F., & Zolfegharifar, S. Y. (2022). Stabilizers Effects Comprehensive Assessment on the Physical and Chemical Properties of Soft Clays. Shock and Vibration.
-Esmaeili, M., Astaraki, F., Yaghouti, H., & Rad, M. M. (2021). Laboratory Investigation on the Effect of Microsilica Additive on the mechanical behavior of deep soil mixing columns in saline dry sand. Periodica Polytechnica Civil Engineering, 65(4), 1080-1091.
-Sangeetha, J., Dalshica, J., & Nasvi, M. C. M. (2022). Development of Design Guideline for Deep Soil Mixing (DSM) to Stabilize Expansive Soils using Fly Ash as the Stabilizer. ENGINEER, 55(01), 123-132.
-Liu, L., Wang, C., Liang, Q., Chen, F., & Zhou, X. (2023). A state-of-the-art review of rubber modified cement-based materials: Cement stabilized base. Journal of Cleaner Production, 392, 136270.
-Almadani, E., & Dehghanian, K. (2022). Numerical Analysis of Soft Soils Reinforced with Deep Mixing Column. Orclever Proceedings of Research and Development, 1(1), 240-256.
-Moayedi, H., Mosallanezhad, M., Rashid, A. S. A., Jusoh, W. A. W., & Muazu, M. A. (2020). A systematic review and meta-analysis of artificial neural network application in geotechnical engineering: theory and applications. Neural Computing and Applications, 32, 495-518.
- (2018, November). The application of artificial neural network in geotechnical engineering. In IOP conference series: Earth and environmental science IOP Publishing, Vol. 189, 022054.
-Sasmal, S. K., & Behera, R. N. (2018). Prediction of combined static and cyclic load-induced settlement of shallow strip footing on granular soil using artificial neural network. International Journal of Geotechnical Engineering.
-Hosseini, S. A. A., Mojtahedi, S. F. F., & Sadeghi, H. (2020). Optimisation of deep mixing technique by artificial neural network based on laboratory and field experiments. Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards, 14(2), 142-157.
-Agrachev, A., & Sarychev, A. (2022). Control on the manifolds of mappings with a view to the deep learning. Journal of Dynamical and Control Systems, 28(4), 989-1008.
-Nugroho, S. A., Fernando, H., & Suryanita, R. (2022). Estimation of standard penetration test value on cohesive soil using artificial neural network without data normalization. Int. J. Artif. Intell. ISSN, 2252, 8938.
-Das, B. M. (Ed.). (2011). Geotechnical engineering handbook. J. Ross publishing.
-Güllü, H., Canakci, H., & Al Zangana, I. F. (2017). Use of cement based grout with glass powder for deep mixing. Construction and Building Materials, 137, 12-20.
- Moayedi, H., Kazemian, S., & Huat, B. B. (2013). Shear strength parameters of improved peat by chemical stabilizer. Geotechnical and Geological Engineering, 31, 1089-1106.
-Farooq, W., Suh, W. I., Park, M. S., & Yang, J. W. (2015). Water use and its recycling in microalgae cultivation for biofuel application. Bioresource Technology, 184, 73-81.
-Güllü, H. (2017). A novel approach to prediction of rheological characteristics of jet grout cement mixtures via genetic expression programming. Neural Computing and Applications, 28, 407-420.
-Terashi, M. (1999). Deep mixing method-brief state of the art. In Fourteenth International Conference on Soil Mechanics and Foundation Engineering. ProceedingsInternational Society for Soil Mechanics and Foundation Engineering,Vol. 4.
-Tang, C., Shi, B., Gao, W., Chen, F., & Cai, Y. (2007). Strength and mechanical behavior of short polypropylene fiber reinforced and cement stabilized clayey soil. Geotextiles and Geomembranes, 25(3), 194-202.
-Kitazume, M., & Terashi, M. (2013). The deep mixing method (Vol. 21). London, CRC Press.
-Warren, A. L. (2011). Investigation of dam incidents and failures. Proceedings of the Institution of Civil Engineers-Forensic Engineering, 164(1), 33-41.
-Lin, K. Q., & Wong, I. H. (1999). Use of deep cement mixing to reduce settlements at bridge approaches. Journal of Geotechnical and Geoenvironmental Engineering, 125(4), 309-320.
-Jamsawang, P., Voottipruex, P., Boathong, P., Mairaing, W., & Horpibulsuk, S. (2015). Three-dimensional numerical investigation on lateral movement and factor of safety of slopes stabilized with deep cement mixing column rows. Engineering Geology, 188, 159-167.
-Wang, S. C. (2003). Interdisciplinary computing in Java programming, Vol. 743. Springer Science & Business Media.
-Demuth, H.B. and Beale M.H. (2000). Neural network toolbox; for use with MATLAB; computation, visualization, programming; user's guide, version 4. 2000: Math works.
-Nedjah, N., & de Macedo Mourelle, L. (2005). Fuzzy systems engineering: theory and practice,
Vol. 181. Springer Science & Business Media.
-Specht, D.F. (1991). A general regression neural network. IEEE Transactions on Neural Networks, 1991. 2(6), 568-576.