Multi-factorial predictive model linking acoustic characteristics with geotechnical parameters in deep-water shallow formations
Abstract
Offshore infrastructure stability is controlled by deep-water shallow sediments, and the geotechnical-acoustic correlation between the two enables geological property prediction from acoustic waves. However, existing models often rely on limited sediment types or regional data, constraining their generalizability across a range of marine environments. This study presents a novel predictive model that uses a theoretical framework extending Biot’s theory to integrate key geotechnical properties-clay content, density, water content, and shear strength-with acoustic parameters. By establishing the theoretical relationship between sediment parameters and acoustic responses, P-wave velocity and attenuation coefficients are computed under a range of conditions. Single-factor predictive models for each geotechnical property are derived through numerical fitting and rigorously validated against experimental data. These individual models are subsequently integrated into a comprehensive multi-factor model using multiple linear regression. Analysis of variance and Spearman’s correlation analysis statistically confirm that these four parameters exert a significant and substantial influence on acoustic wave behavior. The capability of the model to simultaneously invert for multiple geotechnical properties from acoustic datasets makes it a practical tool for pre-drilling sediment characterization, enabling a more reliable, non-invasive method for site investigation that can reduce planning risks and costs. By improving the accuracy of sediment property assessment, the model contributes directly to enhanced geohazard identification and mitigation strategies, thereby promoting greater safety in the development of deep-water marine resources.
Document Type: Original article
Cited as: Li, L., Wang, H., Sun, Y., Yang, J., Zhang, D., Hao, M. Multi-factorial predictive model linking acoustic characteristics with geotechnical parameters in deep-water shallow formations. Advances in Geo-Energy Research, 2025, 18(3): 257-271. https://doi.org/10.46690/ager.2025.12.05
DOI:
https://doi.org/10.46690/ager.2025.12.05Keywords:
Acoustic characteristics, engineering parameters, shallow sediments, relationship equations, deep-waterReferences
Aird, P. Deepwater Drilling: Well Planning, Design, Engineering, Operations, and Technology Application. Gulf Professional Publishing, Houston, USA, 2018.
Ali, M., Changxingyue, H., Wei, N., et al. Optimizing seismicbased reservoir property prediction: A synthetic data-driven approach using convolutional neural networks and transfer learning with real data integration. Artificial Intelligence Review, 2024, 58(1): 31.
Alshameri, B. Prediction the shear strength and shear modulus of sand-clay mixture using bender element. Journal of Applied Engineering Science, 2022, 20(1): 168-176.
Anderson, R. S. Statistical correlation of physical properties and sound velocity in sediments, in Physics of Sound in Marine Sediments, edited by L. Hampton, Springer, Boston, MA, pp. 157-243, 1974.
Baeten, N. J., Laberg, J. S., Vanneste, M., et al. Origin of shallow submarine mass movements and their glide planes-sedimentological and geotechnical analyses from the continental slope off northern norway. Journal of Geophysical Research: Earth Surface, 2014, 119(11): 2335-2360.
Bruschke, M., Advani, S. Flow of generalized newtonian fluids across a periodic array of cylinders. Journal of Rheology, 1993, 37(3): 479-498.
Buchan, S., McCann, D. M., Smith, D. T. Relations between the acoustic and geotechnical properties of marine sediments. Quarterly Journal of Engineering Geology Hydrogeology, 1972, 5(3): 265-284.
Chen, J., Hu, G., Bu, Q., et al. Elastic wave velocity of marine sediments with free gas: Insights from ct-acoustic observation and theoretical analysis. Marine and Petroleum Geology, 2023, 150: 106169.
Chen, W., Wang, Z., Zhao, K., et al. Reflection of acoustic wave from the elastic seabed with an overlying gassy poroelastic layer. Geophysical Journal International, 2015, 203(1): 213-227.
Clarke, J. H. Toward remote seafloor classification using the angular response of acoustic backscattering: A case study from multiple overlapping GLORIA data. IEEE Journal of Oceanic Engineering, 1994, 19(1): 112-127.
Endler, M., Endler, R., Bobertz, B., et al. Linkage between acoustic parameters and seabed sediment properties in the south-western Baltic sea. Geo-Marine Letters, 2015, 35(2): 145-160.
Foti, S., Lai, C. G., Lancellotta, R. Porosity of fluid-saturated porous media from measured seismic wave velocities. Géotechnique, 2002, 52(5): 359-373.
Francisca, F., Yun, T. S., Ruppel, C., et al. Geophysical and geotechnical properties of near-seafloor sediments in the northern Gulf of Mexico gas hydrate province. Earth and Planetary Science Letters, 2005, 237(3-4): 924-939.
Hamilton, E. L. Sound velocity and related properties of marine sediments, North Pacific. Journal of Geophysical Research, 1970, 75(23): 4423-4446.
Hansuld, E. M., Briens, L., Sayani, A., et al. An investigation of the relationship between acoustic emissions and particle size. Powder Technology, 2012, 219: 111-117.
Hara, A., Ohta, T., Niwa, M., et al. Shear modulus and shear strength of cohesive soils. Soils and Foundations, 1974, 14(3): 1-12.
Horne, J. K. Acoustic approaches to remote species identification: A review. Fisheries Oceanography, 2000, 9(4): 356-371.
Hou, Z., Guo, C., Wang, J., et al. Seafloor sediment study from South China Sea: Acoustic & physical property relationship. Remote Sensing, 2015, 7(9): 11570-11585.
Izotova, V., Petrov, D., Pankratova, K., et al. Research of acoustic characteristics and physical and mechanical properties of quaternary soils. Paper 202051130 Presented at Engineering and Mining Geophysics, Perm, Russia, 14-18 May, 2020.
Jaber, R. Investigation of the relationships between geotechnical sediment properties and sediment dynamics using geotechnical and geophysical field measurements. Vir ginia, Virginia Polytechnic Institute and State University, 2022.
Jin, Y., Shujie, L., Jianliang, Z., et al. Research of conductor setting depth using jetting in the surface of deepwater. Paper SPE 130523 Presented at SPE International Oil and Gas Conference and Exhibition in China, Beijing, China, 8-10 June, 2010.
Khadge, N. Geotechnical properties of surface sediments in the index area. Marine Georesources & Geotechnology, 2000, 18(3): 251-258.
Khajevand, R. Estimating geotechnical properties of sedimentary rocks based on physical parameters and ultrasonic Pwave velocity using statistical methods and soft computing approaches. Iranian Journal of Science Technology, Transactions of Civil Engineering, 2023, 47(6): 3785-3809.
Kumar, V., Vardhan, H., Murthy, C. S. Multiple regression model for prediction of rock properties using acoustic frequency during core drilling operations. Geomechanics and Geoengineering, 2020, 15(4): 297-312.
Liao, B., Wang, J., Sun, J., et al. Microscopic insights into synergism effect of different hydrate inhibitors on methane hydrate formation: Experiments and molecular dynamics simulations. Fuel, 2023, 340: 127488.
Liu, B., Han, T., Kan, G., et al. Correlations between the in situ acoustic properties and geotechnical parameters of sediments in the Yellow Sea, China. Journal of Asian Earth Sciences, 2013, 77: 83-90.
Lu, T., Bryant, W. R., Slowey, N. C. Regression analysis of physical and geotechnical properties of surface marine sediments. Marine Georesources & Geotechnology, 1998, 16(3): 201-220.
Meng, Q., Liu, S., Jia, Y., et al. Analysis on acoustic velocity characteristics of sediments in the northern slope of the South China Sea. Bulletin of Engineering Geology and the Environment, 2018, 77(3): 923-930.
Montgomery, D. C., Peck, E. A., Vining, G. G. Introduction to linear regression analysis. John Wiley & Sons, Hoboken, USA, 2021.
Moon, S.-W., Ku, T. Empirical estimation of soil unit weight and undrained shear strength from shear wave velocity measurements. Paper Presented at 5th International Con ference on Geotechnical and Geophysical Site Character isation, Gold Coast, Australia, 5-9 September, 2016.
Palix, E., Wu, H., Chan, N., et al. Liwan 3-1: How deepwater sediments from South China Sea compare with gulf of guinea sediments. Paper OTC 24010 Presented at Offshore Technology Conference, Houston, Texas, 6-9 May, 2013.
Richardson, M. D., Lavoie, D. L., Briggs, K. B. Geoacoustic and physical properties of carbonate sediments of the lower florida keys. Geo-Marine Letters, 1997, 17(4): 316-324.
Ruda, T., Farrar, J. Environmental drilling for soil sampling, rock coring, borehole logging, and monitoring well in-stallation, in Practical Handbook of Environmental Site Characterization and Ground-Water Monitoring, edited by D. M. Nielsen, CRC Press, Boca Raton, Florida, USA, pp. 298-343, 2005.
Rujikiatkamjorn, C., Heitor, A., Indraratna, B. The effect of dry unit weight, suction, and imparted energy on the modulus of a compacted mixture of sand and kaolin. Advances in Transportation Geotechnics 2, 2012, 1: 18.
Schnaid, F. Geo-characterisation and properties of natural soils by in situ tests. Paper Presented at Proceedings of the 16th International Conference on Soil Mechanics and Geotechnical engineering, Osaka, Japan, 12-16 September, 2005.
Skinner, L., McCave, I. Analysis and modelling of gravity-and piston coring based on soil mechanics. Marine Geology, 2003, 199(1-2): 181-204.
Stokes, T. L., Dunn, D. A. Acoustic and physical property correlation of marine sediments from the texas-louisiana continental shelf. Paper MTS 0-933957-28-9 Presented at MTS/IEEE Oceans 2001, Honolulu, HI, USA, 5-8 November, 2001.
Stow, D., Piper, D. Deep-water fine-grained sediments: Facies models. Geological Society, London, Special Publications, 1984, 15(1): 611-646.
Uyanık, O., Sabba˘g, N., Uyanık, N. A., et al. Prediction of mechanical and physical properties of some sedimentary rocks from ultrasonic velocities. Bulletin of Engineering Geology and the Environment, 2019, 78(8): 6003-6016.
Vieira, F. V., Bastos, A. C., Quaresma, V. S., et al. Along-shelf changes in mixed carbonate-siliciclastic sedimentation patterns. Continental Shelf Research, 2019, 187: 103964.
Wang, H., Yang, J., Zhang, D., et al. Experimental study of drilling riser and wellhead force by small scale testing. Ocean Engineering, 2022, 256: 111489.
Wang, J., Kan, G., Li, G., et al. Physical properties and in situ geoacoustic properties of seafloor surface sediments in the East China Sea. Frontiers in Marine Science, 2023a, 10: 1195651.
Wang, Y., Zhang, S., Ren, Y., et al. Characterization of engineering properties of deep-water soils in the South China Sea. Engineering Geology, 2023b, 320: 107138.
Wheeler, S. J., Sharma, R. S., Buisson, M. S. R. Coupling of hydraulic hysteresis and stress-strain behaviour in unsaturated soils. Géotechnique, 2003, 53(1): 41-54.
Williams, K. L., Jackson, D. R., Thorsos, E. I., et al. Comparison of sound speed and attenuation measured in a sandy sediment to predictions based on the biot theory of porous media. IEEE Journal of Oceanic Engineering, 2002, 27(3): 413-428.
Xia, K., Chen, C., Wang, T., et al. Estimating the geological strength index and disturbance factor in the hoek-brown criterion using the acoustic wave velocity in the rock mass. Engineering Geology, 2022, 306: 106745.
Xie, H., Gao, M., Zhang, R., et al. Application prospects of deep in-situ condition-preserved coring and testing systems. Advances in Geo-Energy Research, 2024, 14(1): 12-24.
Xu, S., Liu, Y., Zou, Z., et al. Boreholefull-waveform in version of monopolelogging in slow formations: In sights forshear-wave velocity profiling. Advances in Geo Energy Research, 2025, 17(1): 82-90.
Yoon, H.-K., Lee, J.-S. Field velocity resistivity probe for estimating stiffness and void ratio. Soil Dynamics and Earthquake Engineering, 2010, 30(12): 1540-1549.
Yun, T. S., Narsilio, G. A., Santamarina, J. C. Physical characterization of core samples recovered from Gulf of Mexico. Marine and Petroleum Geology, 2006, 23(9-10): 893-900.
Zhang, M., Zhu, X., Yu, G., et al. Permeability of muddy clay and settlement simulation. Ocean Engineering, 2015, 104: 521-529.
Zhu, Y., Yang, X., Huang, X., et al. Acoustic characterization of hydrate formation and decomposition in clay-bearing sediments. Petroleum Science, 2024, 21(4): 2830-2838.
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