Technical Papers
May 9, 2023

Rough Set Theory–Based Multiagent Optimization for Enhanced Treatment of Expansive Soils

Publication: International Journal of Geomechanics
Volume 23, Issue 7

Abstract

Expansive soils are extremely susceptible to swelling and shrinkage associated with seasonal changes in their moisture content. This can cause serious damage to structures constructed on expansive soils. Stabilization using additives is widely used to mitigate the concerns of expansive soils by controlling the changes in volume, thereby increasing the strength and durability of the soils. Multistabilizers, including a low percentage of conventional additives with nonconventional additives, can reduce the costs of stabilization. The performance of the stabilized soil can be enhanced by admixture optimization to ascertain that the agent’s ratios are quite adequate to meet the optimal levels of modification. Unfortunately, despite the development of advanced techniques for investigating the stabilization of expansive soil, limited studies are devoted to the optimization of admixture to soils. Hence, in this research, an approach based on rough set theory, a mathematical data mining approach, is presented for multiagent optimization for efficient treatment of expansive soils. The multiadditives used in this study are almond shell ash (ASA), volcanic rock dust (VRD), and portland cement (PC). The differential free swell test, the California bearing ratio test, and the unconfined compressive strength test were applied for assessing the characteristics of the stabilized soil specimens. The obtained results and the confirmatory tests demonstrated that a combination of 20% ASA and 20% VRD with 8% PC provides the optimum results in the properties of expansive soil. The microstructural analysis denoted an enhanced modification of the soil engineering properties. The outcomes of this research confirm that the rough set optimization procedure is highly suitable for application in multiagent optimization for the efficient treatment of expansive soils.

Get full access to this article

View all available purchase options and get full access to this article.

Data Availability Statement

All data, models, and codes generated or used during the study appear in the published article.

References

Abbas, Z., and A. Burney. 2016. “A survey of software packages used for rough set analysis.” J. Comput. Commun. 4: 10–18. https://doi.org/10.4236/jcc.2016.49002.
Abbey, S. J., E. U. Eyo, and S. Ng’ambi. 2020. “Swell and microstructural characteristics of high-plasticity clay blended with cement.” Bull. Eng. Geol. Environ. 79: 2119–2130. https://doi.org/10.1007/s10064-019-01621-z.
Adoko, A. C., and Y. Y. Jiao. 2014. “Predicting tunnel convergence in weak rocks: Multivariate adaptive regression spline and rough set theory approaches.” In Proc., 8th Asian Rock Mechanics Symp. Sapporo, Japan: The Japanese Committee for Rock Mechanics (JCRM) - Japan National Group for International Society of Rock Mechanics.
Anupam, A. K., P. Kumar, and G. D. Ransingchung. 2014. “Performance evaluation of structural properties for soil stabilized using rice husk ash.” Road Mater. Pavement Des. 15 (3): 539–553. https://doi.org/10.1080/14680629.2014.891533.
Arabani, M., A. K. Haghi, and B. Amani. 2009. “Making a decision between the rehabilitation and reconstruction of asphalt pavements using the rough-set theory.” Sci. Iran. 16 (2): 116–125. http://scientiairanica.sharif.edu/article_3185.html.
Arabani, M., and H. Haghsheno. 2020. “The effect of polymeric fibers on the mechanical properties of cement-stabilized clay soils in northern Iran.” Int. J. Geotech. Eng. 14 (5): 557–568. https://doi.org/10.1080/19386362.2019.1658057.
Arabani, M., and M. A. Lashteh Neshaei. 2006. “Application of rough set theory as a new approach to simplify dams location.” Sci. Iran. 13 (2): 152–158. http://scientiairanica.sharif.edu/article_2572_80c3865d83837e5b2bff88000fb4a374.pdf.
Arabani, M., and M. Pirouz. 2016. “Water treatment plant site location using rough set theory.” Environ. Monit. Assess. 188 (10): 552. https://doi.org/10.1007/s10661-016-5539-1.
Arabani, M., and M. Pirouz. 2019. “Liquefaction prediction using rough set theory.” Sci. Iran. 26 (2): 779–788. https://doi.org/10.24200/sci.2017.4507.
Arabani, M., S. Sasanian, Y. Farmand, and M. Pirouz. 2017. “Rough-set theory in solving road pavement management problems (case study: Ahwaz-Shush Highway).” Comput. Res. Prog. Appl. Sci. Eng. 3 (2): 62–70. https://www.crpase.com/viewmore.php?pid=56.
ASTM. 2007. Standard test method for particle-size analysis of soils. ASTM D422-63(2007)e2. West Conshohocken, PA: ASTM.
ASTM. 2012. Standard test methods for laboratory compaction characteristics of soil using standard effort. ASTM D698-12. West Conshohocken, PA: ASTM.
ASTM. 2014. Standard test methods for specific gravity of soil solids by water pycnometer. ASTM D854-14. West Conshohocken, PA: ASTM.
ASTM. 2016. Standard test method for CBR (California bearing ratio) of laboratory-compacted soils. ASTM D1883. West Conshohocken, PA: ASTM.
ASTM. 2017. Standard test method for unconfined compressive strength of cohesive soil. ASTM D2166. West Conshohocken, PA: ASTM.
ASTM. 2018. Standard test methods for liquid limit, plastic limit, and plasticity index of soils. ASTM D4318-17. West Conshohocken, PA: ASTM.
ASTM. 2020. Standard practice for classification of soils for engineering purposes (unified soil classification system). ASTM D2487-17e2. West Conshohocken, PA: ASTM.
Bai, C., and J. Sarkis. 2010. “Green supplier development: Analytical evaluation using rough set theory.” J. Cleaner Prod. 18 (12): 1200–1210. https://doi.org/10.1016/j.jclepro.2010.01.016.
Chang, S.-H., and S. Wan. 2015. “Discrete rough set analysis of two different soil-behavior-induced landslides in National Shei-Pa Park, Taiwan.” Geosci. Front. 6: 807–816. https://doi.org/10.1016/j.gsf.2013.12.010.
Cheng, Y., S. Wang, J. Li, X. Huang, C. Li, and J. Wu. 2018. “Engineering and mineralogical properties of stabilised expansive soil compositing lime and natural pozzolans.” Constr. Build. Mater. 187: 1031–1038. https://doi.org/10.1016/j.conbuildmat.2018.08.061.
Darikandeh, F., B. V. S. Viswanadham, and M. Arabani. 2022. “Small-scale laboratory test on expansive soil stabilized by CCR-Fly ash columns.” Proc. Inst. Civ. Eng. Ground Improv. 175 (1): 64–72. https://doi.org/10.1680/jgrim.18.00002.
Dwiputranto, T. H., N. A. Setiawan, and T. B. Adji. 2022. “Rough-set-theory-based classification with optimized k-means discretization.” Technologies 10 (2): 51. https://doi.org/10.3390/technologies10020051.
Estabragh, A. R., H. Rafatjo, and A. A. Javadi. 2014. “Treatment of an expansive soil by mechanical and chemical techniques.” Geosynth. Int. 21 (3): 233–243. https://doi.org/10.1680/gein.14.00011.
Gobinath, R., G. P. Ganapathy, I. I. Akinwumi, S. Kovendiran, S. Hema, and M. Thangaraj. 2016. “Plasticity, strength, permeability and compressibility characteristics of black cotton soil stabilized with precipitated silica.” J. Cent. South Univ. 23: 2688–2694. https://doi.org/10.1007/s11771-016-3330-7.
Goodarzi, A. R., H. R. Akbari, and M. Salimi. 2016. “Enhanced stabilization of highly expansive clays by mixing cement and silica fume.” Appl. Clay Sci. 132–133: 675–684. https://doi.org/10.1016/j.clay.2016.08.023.
Gullu, H., and H. I. Fedakar. 2017. “Response surface methodology for optimization of stabilizer dosage rates of marginal sand stabilized with sludge ash and fiber based on UCS performance.” KSCE J. Civ. Eng. 21: 1717–1727. https://doi.org/10.1007/s12205-016-0724-x.
Hamza, M., Z. Nie, M. Aziz, N. Ijaz, M. F. Ameer, and Z. Ijaz. 2022. “Geotechnical properties of problematic expansive subgrade stabilized with xanthan gum biopolymer.” Road Mater. Pavement Des. https://doi.org/10.1080/14680629.2022.2092027.
Hewlett, P. 2004. Lea’s chemistry of cement and concrete. 4th ed. Amsterdam, Netherlands: Elsevier.
Hung, C. T., J. R. Chang, J. D. Lin, and G. H. Tzeng. 2009. Rough set theory in pavement maintenance decision. Berlin: Springer.
Ijaz, N., D. Fuchu, M. L. Chao, Z. Rehman, and Z. H. Qui. 2020. “Integrating lignosulphonate and hydrated lime for the amelioration of expansive soil: A sustainable waste solution.” J Cleaner Prod. 254 (1): 119985. https://doi.org/10.1016/j.jclepro.2020.119985.
Ikeagwuani, C. C., J. C. Agunwamba, C. M. Nwankwo, and M. Eneh. 2020. “Additives optimization for expansive soil subgrade modification based on Taguchi grey relational analysis.” Int. J. Pavement Res. Technol. 14: 138–152. https://doi.org/10.1007/s42947-020-1119-4.
Ikeagwuani, C. C., I. N. Obeta, and J. C. Agunwamba. 2019. “Stabilisation of black cotton soil subgrade using sawdust ash and lime.” Soils Found. 59 (1): 162–175. https://doi.org/10.1016/j.sandf.2018.10.004.
Imani, M., H. Fakour, W. H. Lan, H. C. Kao, C. M. Lee, Y. S. Hsiao, and C. Y. Kuo. 2021. “Application of rough and fuzzy set theory for prediction of stochastic wind speed data using long short-term memory.” Atmosphere 12: 924. https://doi.org/10.3390/atmos12070924.
IS (Indian Standards). 1977. Indian standards method of test for soils, 1–10. IS 2720 Part 40. New Delhi, India: IS.
Jennings, H. M. 2008. “Refinements to colloid models of C–S–H in cement: CM-II.” Cem. Concr. Res. 38 (3): 275–289. https://doi.org/10.1016/j.cemconres.2007.10.006.
Kang, X., B. Bate, R. Chen, W. Yang, and F. Wang. 2019a. “Physicochemical and mechanical properties of polymer-amended kaolinite and fly ash–kaolinite mixtures.” J. Mater. Civ. Eng. 31 (1): 04019064. https://doi.org/10.1061/(ASCE)MT.1943-5533.0002705.
Kang, X., L. Ge, G. C. Kang, and C. Mathews. 2015a. “Laboratory investigation on the strength, stiffness, and thermal conductivity of fly ash and lime kiln dust stabilized clay subgrade materials.” Road Mater. Pavement Des. 16 (4): 928–945. https://doi.org/10.1080/14680629.2015.1028970.
Kang, X., L. Ge, and W. C. Liao. 2016. “Cement hydration–based micromechanics modeling of the time-dependent small-strain stiffness of fly ash–stabilized soils.” Int. J. Geomech. 16 (3): 04015071. https://doi.org/10.1061/(ASCE)GM.1943-5622.0000552.
Kapeluszna, E., Ł. Kotwica, A. Różycka, and Ł. Gołek. 2017. “Incorporation of Al in C–A–S–H gels with various Ca/Si and Al/Si ratio: Microstructural and structural characteristics with DTA/TG, XRD, FTIR and TEM analysis.” Constr. Build. Mater. 155: 643–653. https://doi.org/10.1016/j.conbuildmat.2017.08.091.
Lashteh Neshaei, M. A., and M. Pirouz. 2010. “Rough sets theory in site selection decision making for water reservoirs.” Comput. Methods Civ. Eng. 1 (1): 85–94.
Lei, L., W. Chen, B. Wu, C. Chen, and W. Liu. 2021. “A building energy consumption prediction model based on rough set theory and deep learning algorithms.” Energy Build. 240: 110886. https://doi.org/10.1016/j.enbuild.2021.110886.
Liu, L., A. Zhou, Y. Deng, Y. Cui, Z. Yu, and C. Yu. 2019a. “Strength performance of cement/slag-based stabilized soft clays.” Constr. Build. Mater. 211: 909–918. https://doi.org/10.1016/j.conbuildmat.2019.03.256.
Liu, Y., C. Chang, A. Namdar, and Y. She. 2019b. “Stabilisation of expansive soil using cementing material from rice husk ash and calcium carbide residue.” Constr. Build. Mater. 221: 1–11. https://doi.org/10.1016/j.conbuildmat.2019.05.157.
Miao, S., Z. Shen, X. Wang, F. Luo, X. Huang, and C. Wei. 2017. “Stabilization of highly expansive black cotton soils by means of geopolymerization.” J. Mater. Civ. Eng. 29: 04017170. https://doi.org/10.1061/(ASCE)MT.1943-5533.0002023.
Miraki, H., N. Shariatmadari, P. Ghadir, S. Jahandari, Z. Tao, and R. Siddique. 2022. “Clayey soil stabilization using alkali-activated volcanic ash and slag.” J. Rock Mech. Geotech. Eng. 14 (2): 576–591. https://doi.org/10.1016/j.jrmge.2021.08.012.
MOT (Ministry of Transport). 2005. Chinese test methods of aggregate for highway engineering. JTG E42-2005. Beijing: MOT.
Mutaz, E., and M. A. Dafalla. 2014. “Chemical analysis and X-ray diffraction assessment of stabilized expansive soils.” Bull. Eng. Geol. Environ. 73: 1063–1072. https://doi.org/10.1007/s10064-014-0587-7.
Nakayenga, J., A. A. Cikmit, T. Tsuchida, and T. Hata. 2021. “Influence of stone powder content and particle size on the strength of cement-treated clay.” Constr. Build. Mater. 305: 124710. https://doi.org/10.1016/j.conbuildmat.2021.124710.
Olgun, M. 2013. “The effects and optimization of additives for expansive clays under freeze–thaw conditions.” Cold Reg. Sci. Technol. 93: 36–46. https://doi.org/10.1016/j.coldregions.2013.06.001.
Pawlak, Z. 1984. “Rough classification.” Int. J. Man Mach. Stud. 20 (5): 469–483. https://doi.org/10.1016/S0020-7373(84)80022-X.
Pawlak, Z. 1991. Rough sets: Theoretical aspects of reasoning about data. Dordrecht, Netherlands: Kluwer Academic Publishers.
Pawlak, Z. 2002. “Rough sets and intelligent data analysis.” Inf. Sci. 147 (1–4): 1–12. https://doi.org/10.1016/S0020-0255(02)00197-4.
Petry, T. M., and B. Das. 2001. “Evaluation of chemical modifiers and stabilizers for chemically active soils–clays.” Transp. Res. Rec. 1757 (1): 43–49. https://doi.org/10.3141%2F1757-05.
Predki, B., R. Słowiński, J. Stefanowski, R. Susmaga, and S. Wilk. 1998. “ROSE-software implementation of the rough set theory.” In Vol. 1424 of Proc., Int. Conf. on Rough Sets and Current Trends in Computing, edited by L. Polkowski, and A. Skowron, 605–608. Berlin, Heidelberg: Springer.
Qu, J., X. Bai, J. Gu, F. Taghizadeh-Hesary, and J. Lin. 2020. “Assessment of rough set theory in relation to risks regarding hydraulic engineering investment decisions.” Mathematics 8 (8): 1308. https://doi.org/10.3390/math8081308.
Reddy, N. G., J. Tahasildar, and B. H. Rao. 2015. “Evaluating the influence of additives on swelling characteristics of expansive soils.” Int. J. Geosynth. Ground Eng. 1: 7. https://doi.org/10.1007/s40891-015-0010-x.
Shahbazi, M., M. Rowshanzamir, S. M. Abtahi, and S. M. Hejazi. 2017. “Optimization of carpet waste fibres and steel slag particles to reinforce expansive soil using response surface methodology.” Appl. Clay Sci. 142: 185–192. https://doi.org/10.1016/j.clay.2016.11.027.
Skowron, A., and S. Dutta. 2018. “Rough sets: Past, present, and future.” Nat. Comput. 17: 855–876. https://doi.org/10.1007/s11047-018-9700-3.
Soriano, L., A. Font, M. M. Tashima, J. Monzó, M. V. Borrachero, T. Bonifácio, and J. Payá. 2021. “Almond-shell biomass ash (ABA): A greener alternative to the use of commercial alkaline reagents in alkali-activated cement.” Constr. Build. Mater. 290: 123251. https://doi.org/10.1016/j.conbuildmat.2021.123251.
Tiwari, N., and N. Satyam. 2020. “An experimental study on the behaviour of lime and silica fume treated coir geotextile reinforced expansive soil subgrade.” Eng. Sci. Technol. 23: 1214–1222. https://doi.org/10.1016/j.jestch.2019.12.006.
Ural, N. 2021. “The significance of scanning electron microscopy (SEM) analysis on the microstructure of improved clay: An overview.” Open Geosci. 13 (1): 197–218. https://doi.org/10.1515/geo-2020-0145.
Velde, B., and A. Meunier. 2008. The origin of clay minerals in soils and weathered rocks. Berlin: Springer.
Xue, Y. G., X. L. Zhang, S. C. Li, D. H. Qiu, M. X. Su, Z. H. Xu, B. H. Zhou, and T. Xia. 2019. “Sensitivity analysis of loess stability to physical and mechanical properties: Assessment model.” Int. J. Geomech. 19 (7): 06019012. https://doi.org/10.1061/(ASCE)GM.1943-5622.0001400.
Zhang, H., A. C. Adoko, Z. Meng, H. Wang, and Y. Jiao. 2017. “Mechanism of the mudstone tunnel failures induced by expansive clay minerals.” Geotech. Geol. Eng. 35: 263–275. https://doi.org/10.1007/s10706-016-0102-y.
Zhang, Q., Q. Xie, and G. Wang. 2016. “A survey on rough set theory and its applications.” CAAI Trans. Intell. Technol. 1 (4): 323–333. https://doi.org/10.1016/j.trit.2016.11.001.

Information & Authors

Information

Published In

Go to International Journal of Geomechanics
International Journal of Geomechanics
Volume 23Issue 7July 2023

History

Received: Jul 10, 2022
Accepted: Feb 19, 2023
Published online: May 9, 2023
Published in print: Jul 1, 2023
Discussion open until: Oct 9, 2023

Permissions

Request permissions for this article.

Authors

Affiliations

Mojgan Pirouz [email protected]
Ph.D. Candidate, Dept. of Civil Engineering, Faculty of Engineering, Univ. of Guilan, Rasht 4199613776, I.R. Iran. Email: [email protected]
Mahyar Arabani [email protected]
Professor, Dept. of Civil Engineering, Faculty of Engineering, Univ. of Guilan, Rasht 4199613776, I.R. Iran (corresponding author). Email: [email protected]

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.

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share