Development of the Optimal Linear Model for Estimation of Jet Grouting Pile Diameter under a Bayesian Framework
Publication: Geo-Risk 2023
ABSTRACT
The estimation of column diameter related to the jet grouting systems is a challenging task in jet grouting design. A bunch of influencing factors has a close relationship with a jet grouting column, such as the resistance of surrounding soil, the jet grouting pressure, the number of nozzles, the lifting speed of the rod, etc. Due to the complicated mechanism associated with the jet grouting method, the existing methods cannot predict the column diameter very well. In the present study, a new empirical correlation equation was proposed to estimate the column diameter of jet grouting under the Bayesian framework based on a series of in situ test data from real practice. The selected best model using the Bayesian model selection can capture the characteristics of jet grouting diameter, and the estimated column diameters using the best model have better agreement with the measured data than the semi-theoretical methodology.
Get full access to this article
View all available purchase options and get full access to this chapter.
REFERENCES
Atangana Njock, P. G., Shen, S. L., Zhou, A., and Modoni, G. (2021). “Artificial neural network optimized by differential evolution for predicting diameters of jet grouted columns.” J. Rock Mech. Geotech. Eng, 13(6), 1500–1512.
Brinck, M., Stigenius, K., and Beijer Lundberg, A. (2021). “Prediction of jet grouting diameter in Swedish soil conditions.” IOP Conf. Ser.: Earth Environ. Sci. 710(1).
Cheng, W. C., Ni, J. C., Arulrajah, A., and Huang, H. W. (2018). “A simple approach for characterising tunnel bore conditions based upon pipe-jacking data.” Tunn Undergr Sp Tech, 71, 494–504.
Crose, P., and Flora, A. (2000). “Analysis of single-fluid jet grouting.” Geotechnique, 50(6), 739–748.
Díaz, E., and Tomás, R. (2021). “Upgrading the prediction of jet grouting column diameter using deep learning with an emphasis on high energies.” Acta Geotech, 16(5), 1627–1633.
Flora, A., Modoni, G., Lirer, S., and Croce, P. (2013). “The diameter of single, double and triple fluid jet grouting columns: Prediction method and field trial results.” Geotechnique, 63(11), 934–945.
Goh, A. T. C. (2017). “Deterministic and reliability assessment of basal heave stability for braced excavations with jet grout base slab.” Eng Geol, 218, 63–69.
Kimpritis, T., Standing, J. R., and Thurner, R. (2018). “Estimating column diameters in jet-grouting processes.” Proc. Inst. Civ. Eng. Gr. Improv., 171, 148–158.
Liu, Y., Pan, Y., Sun, M., Hu, J., and Yao, K. (2018). “Lateral compression response of overlapping jet-grout columns with geometric imperfections in radius and position.” Can Geotech J, 55(9), 1282–1294.
Modoni, G., Croce, P., and Mongiov, L. (2006). “Theoretical modelling of jet grouting” (Vol. 56, Issue 5).
Njock, P. G. A., Chen, J., Modoni, G., Arulrajah, A., and Kim, Y. H. (2018). “A review of jet grouting practice and development.” Arab J Geosci (Vol. 11, Issue 16). Springer Verlag.
Ochmański, M., Modoni, G., and Bzówka, J. (2015). “Prediction of the diameter of jet grouting columns with artificial neural networks.” Soils Found, 55(2), 425–436.
Pan, Y., Liu, Y., and Chen, E. J. (2019). “Probabilistic investigation on defective jet-grouted cut-off wall with random geometric imperfections.” Geotechnique, 69(5), 420–433.
Pan, Y., Yi, J., Goh, S. H., Hu, J., Wang, W., and Liu, Y. (2019). “A three-dimensional algorithm for estimating water-tightness of cement-treated ground with geometric imperfections.” Comput Geotech, 115.
Shen, S.-L., Wang, Z.-F., Yang, J., and Ho, C.-E. (2013). “Generalized Approach for Prediction of Jet Grout Column Diameter.” J. Geotech. Geoenviron. Eng 139(12):2060–2069.
Shi, Y., Yang, J., and Wang, S. (2014). “Sub-horizontal reinforcement of weathered granite before tunneling beneath a spillway.” Int. J. Rock Mech. Min. Sci. 72, 283–293.
Spagnoli, G., Modoni, G., Arciero, M., and Salvatore, E. (2022). “Improving the Hydrodynamic Performance of Jet Grouting with Chemical Additives.” Int. J. Geosynth. Groun. Eng., 8(1).
Tan, F., Zhou, W. H., and Yuen, K. V. (2016). “Modeling the soil water retention properties of same-textured soils with different initial void ratios.” J. Hydrol., 542, 731–743. https://doi.org/10.1016/j.jhydrol.2016.09.045.
Tinoco, J., Gomes Correia, A., and Cortez, P. (2018). “Jet grouting column diameter prediction based on a data-driven approach.” Eur. J. Environ. Civ. Eng., 22(3), 338–358.
Tornaghi, R., and Pettinaroli, A. (2004). “Design and control criteria of jet grouting treatments.” Proceedings of ASEP–GI international symposium sur l’ame´lioration des sols en place, vol. 1, pp. 1–24. Paris, France: Ecole Nationale des Ponts et Chausse´es.
Shen, S. L., Luo, C. Y., Xiao, X. C., and Wang, J. L. (2009). Improvement Efficacy of RJP method in Shanghai Soft Deposit.
Ribeiro, D., and Cardoso, R. (2017). “A review on models for the prediction of the diameter of jet grouting columns.” In Eur. J. Environ. Civ. Eng., (Vol. 21, Issue 6, pp. 641–669). Taylor and Francis Ltd.
Wang, Z. F., and Cheng, W. C. (2021). “Predicting jet-grout column diameter to mitigate the environmental impact using an artificial intelligence algorithm.” Undergr. Sp., 6:267–280.
Yuen, K. V., and Mu, H. Q. (2011). “Peak Ground Acceleration Estimation by Linear and Nonlinear Models with Reduced Order Monte Carlo Simulation.” Comput. Civ. Infrastruct. Eng., 26, 30–47.
Zhao, T., Song, C., Lu, S., and Xu, L. (2022). “Prediction of Uniaxial Compressive Strength Using Fully Bayesian Gaussian Process Regression (fB ‑ GPR) with Model Class Selection.” Rock Mech. Rock Eng., 55, 6301–6319.
Information & Authors
Information
Published In
Geo-Risk 2023
Pages: 228 - 237
History
Published online: Jul 20, 2023
ASCE Technical Topics:
- Analysis (by type)
- Bayesian analysis
- Construction engineering
- Construction methods
- Design (by type)
- Engineering fundamentals
- Field tests
- Foundations
- Geomechanics
- Geotechnical engineering
- Grouting
- Jet grouting
- Load and resistance factor design
- Load factors
- Pile foundations
- Piles
- Rods
- Soil dynamics
- Soil grouting
- Soil mechanics
- Soil pressure
- Statistical analysis (by type)
- Structural design
- Structural engineering
- Structural members
- Structural systems
- Tests (by type)
Authors
Metrics & Citations
Metrics
Citations
Download citation
If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.