Authors :
Asma’u Kankia Hamdana; Abdulfatai Adinoyi Murana; Jibrin Mohammed Kaura; Joshua Ochepo
Volume/Issue :
Volume 11 - 2026, Issue 1 - January
Google Scholar :
https://tinyurl.com/mr3pscce
Scribd :
https://tinyurl.com/3adr94c3
DOI :
https://doi.org/10.38124/ijisrt/26jan986
Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.
Abstract :
Soil settlement at bridge approach slab causes ride discomfort, cracks, and uneven surface that can cause
accidents, and reduces the functionality of a bridge. Therefore, the mathematical modeling and optimization of soil
settlement at bridge approach slabs was conducted in Kaduna State, Nigeria. Soil samples were collected from five (5) study
locations, three of which were from a bridge settlement site in Kaduna Metropolis, and two (2) from Zaria, Kaduna state.
The soil samples were tested and Plasticity Index (PI), soaked California Bearing Ratio (CBR), Unconfined Compressive
Strength (UCS), cohesion, internal friction angle, and total settlement of the soil samples were obtained. Design Expert v13
(2021) software was used for the mathematical modeling and optimization. Results from the findings showed that the fifth
order model significantly predicts soil settlement with R2
-values, actual-predicted R2
-values all greater than 0.9(90%
accuracy). Also, the incorporation of CKD significant improves the geotechnical properties of the soil, and the optimization
result showed that CKD content of 9-10% is the optimum dosage required for soil improvement. Validation of the optimized
result has Absolute Percentage Error (APE) between the experimental and optimized results ranging from 0.3-3.8%. Hence,
the error is minimal, and the validated result is adequate.
Keywords :
Approach Slab; Bridge; Modelling; Optimization; Settlement; Soil.
References :
- B. Prakash, A. K. Tiwari, and S. R. Dash, "Bridge Approach Settlement and its Mitigation Schemes: A Review," Transportation Research Record, vol. 2678, pp. 660 - 689, 2024.
- S. Azad and B. Shafei, "Performance Evaluation of Semi-Integral Abutment Bridge Ends Based on Approach Slab Details," Journal of Bridge Engineering, vol. 30, no. 3, p. 04024117, 2025.
- C. Duffy, "Investigating serviceability issues related to thermal movement accommodation in bridges," Iowa State University, 2020.
- A. Purwantoro, P. Pratikso, and R. Mudiyono, "Prototype Development of Bridge Approach Model with Precast Concrete-cell Box Structure to Overcome Differential Settlement," Civil Engineering and Architecture, vol. 12, no. 3A, 2024.
- G. Liu, "Structural behavior of integral abutment bridge approach slabs," University of Illinois at Urbana-Champaign, 2023.
- C. Jiao, J. Peng, Y. Diao, G. Zheng, and J. Han, "Centrifuge tests study on settlement and damage modes of bridge approaches using deep-seated slab," Transportation Geotechnics, vol. 49, p. 101381, 2024.
- A. Bahumdain, H. Tabatabai, and H. Titi, "Analysis of soil settlement behind bridge abutments," Transportation Geotechnics, vol. 36, p. 100812, 2022.
- M. W. Falah and H. Muteb, "Applying different soil stabilization mechanisms: a review," Archives of Civil Engineering, pp. 339-358-339-358, 2023.
- C. Yoo, "Geosynthetics in Sustainable Transportation Infrastructure Construction," in E3S Web of Conferences, 2023, vol. 368: EDP Sciences, p. 01004.
- I. P. Ukwoma, O. Igwe, and J. C. Egbueri, "Multidimensional characterization of problematic soils linked to foundation and building failures in parts of Southeast Nigeria," Modeling Earth Systems and Environment, vol. 10, no. 3, pp. 4101-4127, 2024.
- M. O. Isinkaye and Y. Ajiboye, "Natural radioactivity in surface soil of urban settlements in Ekiti State, Nigeria: baseline mapping and the estimation of radiological risks," Arabian Journal of Geosciences, vol. 15, no. 6, p. 557, 2022.
- K. Akinloye, F. Akinloye, O. Orimoogunje, and B. Adeleke, "Indigenous system of soil fertility management in a typical farm settlement in Osun State, Southwestern Nigeria," Journal of Geography, Environment and Earth Science International, vol. 24, no. 4, pp. 51-60, 2020.
- K. H. Asma’u, A. M. Abdulfatai, and M. K. Jibrin, "Geotechnical Investigation of Soils at Settlement of Bridge Approach Slab in Kaduna State, Nigeria," Saudi J Civ Eng, vol. 9, no. 3, pp. 65-74, 2025.
- K. R. Usman, I. Shuaibuc, G. Zubairud, A. Yusuf, and A. S. A. Ghafara, "Sub-Soil Geotechnical Investigation in Soft Soils for Foundation Type Selection," International Journal of Information, Engineering & Technology, p. 74, 2022.
- B. Prakash, A. K. Tiwari, S. R. Dash, and S. Patra, "Structural evaluation and performance based optimization of approach slab design for mitigating bridge approach settlement through an Indian case study," in Structures, 2024, vol. 60: Elsevier, p. 105864.
- H. Fattahi, H. Ghaedi, and D. Armaghani, "Improving shallow foundation settlement prediction through intelligent optimization techniques," Computer Modeling in Engineering & Sciences, vol. 143, no. 1, p. 747, 2025.
- Z. Song, S. Liu, M. Jiang, and S. Yao, "Research on the Settlement Prediction Model of Foundation Pit Based on the Improved PSO‐SVM Model," Scientific Programming, vol. 2022, no. 1, p. 1921378, 2022.
- W. S. Loh, R. J. Chin, L. Ling, S. H. Lai, and E. Z. X. Soo, "Application of machine learning model for the prediction of settling velocity of fine sediments," Mathematics, vol. 9, no. 23, p. 3141, 2021.
- H. Wu et al., "Optimization of silty soil solidification agent ratio and mechanism of strength change based on design-expert," Journal of the Chinese Institute of Engineers, vol. 47, no. 6, pp. 674-687, 2024.
- Y. Berrah, S. Brahmi, N. Charef, and A. Boumezbeur, "Swelling Clay Parameters Investigation Using Design of Experiments (A Case Study)," in Engineering Geology: IntechOpen, 2021.
- K. S. Salih and V. Sreedharan, "Response Surface Method for Parameter Optimization of Soils Stabilized with an Alternative Binder," Journal of Materials in Civil Engineering, vol. 37, no. 11, p. 04025400, 2025.
- G. U. Alaneme et al., "Mechanical properties optimization and Simulation of soil–saw dust ash blend using extreme vertex design (EVD) method," International Journal of Pavement Research and Technology, vol. 17, no. 4, pp. 827-853, 2024.
- A. Khodaii, H. Haghshenas, H. K. Tehrani, and M. Khedmati, "Application of response surface methodology to evaluate stone matrix asphalt stripping potential," KSCE Journal of Civil Engineering, vol. 17, no. 1, pp. 117-121, 2013.
- A. I. Nassar, N. Thom, and T. Parry, "Optimizing the mix design of cold bitumen emulsion mixtures using response surface methodology," Construction and Building Materials, vol. 104, pp. 216-229, 2016.
- A. Gilbert, "Investigating the Effectiveness of Cement Kiln Dust as an Expansive Soil Stabilizer in Road Construction," International Journal of Research and Innovation in Social Science, vol. 9, no. 1, pp. 1401-1412, 2025.
- A. Akinbuluma, "Stabilization of Lateritic Soil Sample from Ijoko with Cement Kiln Dust and Lime," Indonesian Journal Of Civil Engineering Education, vol. 9, no. 1, pp. 1-13, 2023.
- M. Eisa, M. Basiouny, A. Mohamady, and M. Mira, "Improving weak subgrade soil using different additives," Materials, vol. 15, no. 13, p. 4462, 2022.
- Y. T. Zewide et al., "Application of response surface methodology (RSM) for experimental optimization in biogenic silica extraction from rice husk and straw ash," Scientific Reports, vol. 15, no. 1, p. 132, 2025.
- A. Almajed, D. Srirama, and A. A. B. Moghal, "Response surface method analysis of chemically stabilized fiber-reinforced soil," Materials, vol. 14, no. 6, p. 1535, 2021.
- R. L. Parsons and J. P. Milburn, "Engineering behavior of stabilized soils," Transportation Research Record, vol. 1837, no. 1, pp. 20-29, 2003.
- N. Bandara, H. Hettiarachchi, E. Jensen, T. H. Binoy, and R. Perera, "Using Kiln Dust to Improve Weak Subgrades for Pavement Construction: A Field Verification in Michigan, USA," Geotechnics, vol. 3, no. 2, pp. 179-192, 2023.
- J. J. M. Moreno, A. P. Pol, A. S. Abad, and B. C. Blasco, "Using the R-MAPE index as a resistant measure of forecast accuracy," Psicothema, vol. 25, no. 4, pp. 500-506, 2013.
- R. Amber. "Mean Absolute Percentage Error (MAPE): What You Need To Know." Available at: https://arize.com/blog-course/mean-absolute-percentage-error-mape-what-you-need-to-know/ (accessed 6th August, 2024).
Soil settlement at bridge approach slab causes ride discomfort, cracks, and uneven surface that can cause
accidents, and reduces the functionality of a bridge. Therefore, the mathematical modeling and optimization of soil
settlement at bridge approach slabs was conducted in Kaduna State, Nigeria. Soil samples were collected from five (5) study
locations, three of which were from a bridge settlement site in Kaduna Metropolis, and two (2) from Zaria, Kaduna state.
The soil samples were tested and Plasticity Index (PI), soaked California Bearing Ratio (CBR), Unconfined Compressive
Strength (UCS), cohesion, internal friction angle, and total settlement of the soil samples were obtained. Design Expert v13
(2021) software was used for the mathematical modeling and optimization. Results from the findings showed that the fifth
order model significantly predicts soil settlement with R2
-values, actual-predicted R2
-values all greater than 0.9(90%
accuracy). Also, the incorporation of CKD significant improves the geotechnical properties of the soil, and the optimization
result showed that CKD content of 9-10% is the optimum dosage required for soil improvement. Validation of the optimized
result has Absolute Percentage Error (APE) between the experimental and optimized results ranging from 0.3-3.8%. Hence,
the error is minimal, and the validated result is adequate.
Keywords :
Approach Slab; Bridge; Modelling; Optimization; Settlement; Soil.