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International Journal of Pavement Engineering Volume 9, 2008 - Issue 6
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Original Articles

Subgrade resilient modulus prediction models for coarse and fine-grained soils based on long-term pavement performance data

Ramesh B. Malla Department of Civil and Environmental Engineering, University of Connecticut, Storrs, CT, USACorrespondence[email protected]
&
Shraddha Joshi GM2 Associates, Inc., Glastonbury, CT, USAView further author information
Pages 431-444 | Received 12 Feb 2007, Accepted 30 Apr 2008, Published online: 29 Oct 2008

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Rodrigo Polo-Mendoza, Jose Duque, David Mašín, Emilio Turbay & Carlos Acosta. (2023) Implementation of deep neural networks and statistical methods to predict the resilient modulus of soils. International Journal of Pavement Engineering 24:1.
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Aneke Frank Ikechukwu, M. Mostafa Hassan & A. Moubarak. (2021) Resilient modulus and microstructure of unsaturated expansive subgrade stabilized with activated fly ash. International Journal of Geotechnical Engineering 15:8, pages 915-938.
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Noolu Venkatesh, Mudavath Heeralal & Rakesh J. Pillai. (2020) Resilient and permanent deformation behaviour of clayey subgrade soil subjected to repeated load triaxial tests. European Journal of Environmental and Civil Engineering 24:9, pages 1414-1429.
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Ehsan Sadrossadat, Behnam Ghorbani, Behzad Zohourian, Mahdi Kaboutari & Parisa Rahimzadeh Oskooei. (2020) Predictive modelling of the MR of subgrade cohesive soils incorporating CPT-related parameters through a soft-computing approach. Road Materials and Pavement Design 21:3, pages 701-719.
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Varghese George & Anil Kumar. (2020) Effect of soil parameters on modulus of resilience based on portable falling weight deflectometer tests on lateritic sub-grade soils. International Journal of Geotechnical Engineering 14:1, pages 55-61.
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Haitao Zhang & Tengjiang Yu. (2018) Prediction of subgrade elastic moduli in different seasons based on BP neural network technology. Road Materials and Pavement Design 19:2, pages 271-288.
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Ehsan Sadrossadat, Ali Heidaripanah & Behnam Ghorbani. (2018) Towards application of linear genetic programming for indirect estimation of the resilient modulus of pavements subgrade soils. Road Materials and Pavement Design 19:1, pages 139-153.
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Halil Ibrahim Fedakar. (2021) Developing New Empirical Formulae for the Resilient Modulus of Fine-Grained Subgrade Soils Using a Large Long-Term Pavement Performance Dataset and Artificial Neural Network Approach. Transportation Research Record: Journal of the Transportation Research Board 2676:4, pages 58-75.
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Steve Pahno, Jidong J. Yang & S. Sonny Kim. (2021) Use of Machine Learning Algorithms to Predict Subgrade Resilient Modulus. Infrastructures 6:6, pages 78.
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Nurmunira Muhammad & Sumi Siddiqua. (2021) Moisture-dependent resilient modulus of chemically treated subgrade soil. Engineering Geology 285, pages 106028.
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Mohamed Elshaer, Christopher DeCarlo, Wade Lein, Harshdutta Pandya, Ayman Ali & Yusuf Mehta. (2020) Use of Long Term Pavement Performance-Seasonal Monitoring Program Data to Develop and Validate a Generalized Regression Model to Predict the In-Situ Resilient Modulus of Subgrade Soils for Pavement Design and Evaluation. Transportation Research Record: Journal of the Transportation Research Board 2674:5, pages 673-684.
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Shao-Heng He, Qiong-Fang Zhang, Zhi Ding, Tang-Dai Xia & Xiao-Lu Gan. (2020) Experimental and Estimation Studies of Resilient Modulus of Marine Coral Sand under Cyclic Loading. Journal of Marine Science and Engineering 8:4, pages 287.
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Md. Mehedi Hasan, Md. Amanul Hasan & Rafiqul A. Tarefder. (2019) Development of Resilient Modulus Prediction Model for Granular and Noncohesive Soils of New Mexico. Advances in Civil Engineering Materials 8:1, pages 20180143.
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Anil Kumar & Varghese George. (2018) Effect of Soil Parameters on Resilient Modulus Using Cyclic Tri-Axial Tests on Lateritic Subgrade Soils from Dakshina Kannada, India. Geotechnical and Geological Engineering 36:6, pages 3987-4000.
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Alireza Rezagholilou, Behnoud Ganjavi & Hamid Nikraz. (2018) Low cement/fly ash blends for modification of Crushed Rock Base material. International Journal of Pavement Research and Technology.
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Chong-lei Zhang, Guan-lu Jiang, Li-jun Su & Wei-ming Liu. (2018) Dynamic behaviour of weathered red mudstone in Sichuan (China) under triaxial cyclic loading. Journal of Mountain Science 15:8, pages 1789-1806.
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Zhong HanSai K. VanapalliWei-lie Zou. (2017) Integrated approaches for predicting soil-water characteristic curve and resilient modulus of compacted fine-grained subgrade soils. Canadian Geotechnical Journal 54:5, pages 646-663.
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Ali HeidaripanahMojtaba Nazemi & Fazlollah Soltani. (2017) Prediction of Resilient Modulus of Lime-Treated Subgrade Soil Using Different Kernels of Support Vector Machine. International Journal of Geomechanics 17:2.
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Ehsan Sadrossadat, Ali Heidaripanah & Saeedeh Osouli. (2016) Prediction of the resilient modulus of flexible pavement subgrade soils using adaptive neuro-fuzzy inference systems. Construction and Building Materials 123, pages 235-247.
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Zhong Han & Sai K. Vanapalli. (2016) Relationship between resilient modulus and suction for compacted subgrade soils. Engineering Geology 211, pages 85-97.
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Zhong Han & Sai K. Vanapalli. (2015) Model for predicting resilient modulus of unsaturated subgrade soil using soil-water characteristic curve. Canadian Geotechnical Journal, pages 1-15.
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Changjun ZhouBaoshan HuangEric DrummXiang ShuQiao DongSampson Udeh. (2015) Soil Resilient Modulus Regressed from Physical Properties and Influence of Seasonal Variation on Asphalt Pavement Performance. Journal of Transportation Engineering 141:1.
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Ke-zhen YanHong-bin XuGuang-hui Shen. (2014) Novel Approach to Resilient Modulus Using Routine Subgrade Soil Properties. International Journal of Geomechanics 14:6.
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Yuan Yuan Ren & Jing Wang. (2014) Analysis of Settling Character and Prediction Result of the Red Sandstone Dynamic Compaction Embankment. Applied Mechanics and Materials 587-589, pages 1084-1090.
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Xiao Zhang. (2014) Characterization of Stress-Dependent Resilient Modulus of Subgrade Sandy Soils by Two-Dimensional Discrete Element Method. Characterization of Stress-Dependent Resilient Modulus of Subgrade Sandy Soils by Two-Dimensional Discrete Element Method.
Xiao Zhang. (2014) Calibration of the MEPDG Resilient Modulus Prediction Model for Subgrade Soils in Shanxi, China. Calibration of the MEPDG Resilient Modulus Prediction Model for Subgrade Soils in Shanxi, China.
Zhong Han & Sai K. Vanapalli. (2014) Predicting the Variation of Resilient Modulus with Respect to Suction Using the Soil-Water Characteristic Curve as a Tool. Predicting the Variation of Resilient Modulus with Respect to Suction Using the Soil-Water Characteristic Curve as a Tool.
Imad Abdallah, Eric Navarro, Jose Garibay & Soheil Nazarian. (2014) Estimation of Nonlinear Model Parameters for Resilient Modulus of Base Materials Using Index Properties. Estimation of Nonlinear Model Parameters for Resilient Modulus of Base Materials Using Index Properties.
Xiao Zhang. (2013) Discrete Element Modeling of the Resilient Behavior of Subgrade Sandy Soils. Procedia - Social and Behavioral Sciences 96, pages 490-495.
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Xiao Zhang. (2013) Radial Basis Function Neural Network Predicting of Resilient Modulus for Shanxi Subgrade Soils. Radial Basis Function Neural Network Predicting of Resilient Modulus for Shanxi Subgrade Soils.
Yu-jun Cui, Trong Vinh Duong, Anh Minh Tang, Jean-Claude Dupla, Nicolas Calon & Alain Robinet. (2013) Investigation of the hydro-mechanical behaviour of fouled ballast. Journal of Zhejiang University SCIENCE A 14:4, pages 244-255.
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Chi Li, Jing Jing Zhang & Li Ping Gao. (2012) Numerical Simulation on Stress Transmission under Vehicle Load for Western Expressway. Advanced Materials Research 594-597, pages 1435-1444.
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Viet Nam Trinh, Anh Minh Tang, Yu-Jun Cui, Jean-Claude Dupla, Jean Canou, Nicolas Calon, Lucie Lambert, Alain Robinet & Olivier Schoen. (2012) Mechanical characterisation of the fouled ballast in ancient railway track substructure by large-scale triaxial tests. Soils and Foundations 52:3, pages 511-523.
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Z. Hossain, M. Zaman, C. Doiron & P. Solanki. (2011) Characterization of Subgrade Resilient Modulus for Pavement Design. Characterization of Subgrade Resilient Modulus for Pavement Design.
Lin LiJuanyu LiuXiong ZhangStephan Saboundjian. (2018) Resilient Modulus Characterization of Alaska Granular Base Materials. Transportation Research Record: Journal of the Transportation Research Board 2232:1, pages 44-54.
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M. R. Mitchell, R. E. Link, Zahid Hossain, Musharraf Zaman, Curtis Doiron & Pranshoo Solanki. (2011) Evaluation of Mechanistic-Empirical Design Guide Input Parameters for Resilient Modulus of Subgrade Soils in Oklahoma. Journal of Testing and Evaluation 39:5, pages 103603.
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Musharraf ZamanPranshoo SolankiAli EbrahimiLuther White. (2010) Neural Network Modeling of Resilient Modulus Using Routine Subgrade Soil Properties. International Journal of Geomechanics 10:1, pages 1-12.
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Pranshoo Solanki, Musharraf Zaman & Ali Ebrahimi. 2009. Intelligent and Soft Computing in Infrastructure Systems Engineering. Intelligent and Soft Computing in Infrastructure Systems Engineering 269 304 .

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