Articles
Vol. 1 (2025)
Sustainable Foundations: Integration of Recycled Materials and Geosynthetics in Intelligent Design
Faculty of Engineering and Digital Technologies, University of Bradford, Bradford DB7 1DP, UK
Faculty of Engineering and Digital Technologies, University of Bradford, Bradford DB7 1DP, UK
-
Submitted
-
August 4, 2025
-
Published
-
2025-08-22
Abstract
The demand for innovative, sustainable foundation engineering solutions has increased due to the rising pressure to lessen the environmental impact of major developments. The integration of geosynthetics and recycled materials into intelligent foundation design is critically examined in this work as a means of achieving robust, low-carbon, and resource-efficient infrastructure systems. This paper's thematic analysis and structured literature review demonstrate how waste-derived materials, including fly ash, recycled concrete aggregates, waste plastics, and industrial by-products, can successfully replace conventional building materials in ground improvement and foundation applications. Furthermore, geosynthetics—such as geotextiles and geogrids—provide lightweight, long-lasting, and eco-friendly reinforcement substitutes that improve soil performance while using less material. The study also looks at how real-time monitoring, sensor technologies, and artificial intelligence (AI) might improve structural performance, maximise material selection, and prolong the life of foundation systems. The results of life cycle assessment (LCA) and life cycle cost analysis (LCCA) show significant economic and environmental advantages, such as lower energy use, greenhouse gas emissions, and overall project costs. However, the main obstacles to broad adoption are found to be issues like material heterogeneity, a lack of standardisation, and a limited degree of digital integration. To promote sustainable foundation practices through material innovation, digital transformation, and the concepts of the circular economy, the study ends by offering practical suggestions for researchers, industry practitioners, and legislators. The results provide insightful information on how smart, sustainable foundation design may support the global shift to more resilient and environmentally friendly built environments.
References
- Abbasnejad, B., Soltani, S., Karamoozian, A., & Gu, N. (2024). A systematic literature review on the integration of Industry 4.0 technologies in sustainability improvement of transportation construction projects: state-of-the-art and future directions. Smart and Sustainable Built Environment. https://doi.org/10.1108/SASBE-11-2023-0335
- Abedi, M., Fangueiro, R., Correia, A. G., & Shayanfar, J. (2023). Smart geosynthetics and prospects for civil infrastructure monitoring: a comprehensive and critical review. Sustainability, 15(12), 9258. https://doi.org/10.3390/su15129258
- Abera, Y. A. (2024). Sustainable building materials: A comprehensive study on eco-friendly alternatives for construction. Composites and Advanced Materials, 33, 26349833241255957. https://doi.org/10.1177/26349833241255957
- Abhishek, A., Guharay, A., Raghuram, A. S. S., & Hata, T. (2024). A state-of-the-art review on suitability of rice husk ash as a sustainable additive for geotechnical applications. Indian Geotechnical Journal, 54(3), 910-944. https://doi.org/10.1007/s40098-024-00905-w
- Abou Chaz, N. (2024). Experimental and Numerical studies of granular platforms reinforced by geosynthetics laid over soft subgrade soil (Doctoral dissertation, Université Grenoble Alpes [2020-....]). https://doi.org/10.1051/e3sconf/202336802036
- [1] Acharya, A., & Kogure, T. (2024). Journal of Rock Mechanics and Geotechnical Engineering.
- Achouch, M., Dimitrova, M., Ziane, K., Sattarpanah Karganroudi, S., Dhouib, R., Ibrahim, H., & Adda, M. (2022). On predictive maintenance in industry 4.0: Overview, models, and challenges. Applied sciences, 12(16), 8081.https://doi.org/10.3390/app12168081
- Adewale, B. A., Ene, V. O., Ogunbayo, B. F., & Aigbavboa, C. O. (2024). A Systematic Review of the Applications of AI in a Sustainable Building’s Lifecycle. Buildings, 14(7), 2137. https://doi.org/10.3390/buildings14072137
- Afzal, M., Li, R. Y. M., Ayyub, M. F., Shoaib, M., & Bilal, M. (2023). Towards BIM-based sustainable structural design optimization: a systematic review and industry perspective. Sustainability, 15(20), 15117. https://doi.org/10.3390/su152015117
- Ahmed, Z. J., Al-Kremy, A. R. A., & Jafer, H. (2024, October). A review on sustainable stabilizing for subgrade soil by GGBS and CKD. In AIP Conference Proceedings (Vol. 3249, No. 1, p. 060016). AIP Publishing LLC. https://doi.org/10.1063/5.0237126
- [2] Ajirotutu, R. O., Adeyemi, A. B., Ifechukwu, G. O., Iwuanyanwu, O., Ohakawa, T. C., & Garba, B. M. P. (2024). Future cities and sustainable development: Integrating renewable energy, advanced materials, and civil engineering for urban resilience. International Journal of Sustainable Urban Development, 3.
- Al-Sharif, M., Geldermans, B., & Rinke, M. (2024). From waste to wealth: a study of concrete recycling in Jordan. Frontiers in Sustainability, 5, 1398918. https://doi.org/10.3389/frsus.2024.1398918
- Algarni, S., Tirth, V., Alqahtani, T., Alshehery, S., & Kshirsagar, P. (2023). Contribution of renewable energy sources to the environmental impacts and economic benefits for sustainable development. Sustainable energy technologies and assessments, 56, 103098. https://doi.org/10.1016/j.seta.2023.103098
- Ali, L. H., & Atemimi, Y. K. (2024, August). Effective Use of Pozzolanic Materials for Stabilizing Expansive Soils: A Review. In IOP Conference Series: Earth and Environmental Science (Vol. 1374, No. 1, p. 012014). IOP Publishing. https://doi.org/10.1088/1755-1315/1374/1/012014
- Ali, H. F. H., & Mohammed, A. S. (2025). Innovative analysis and advanced modeling of UCS and CBR in fly ash-treated soils: evaluating the impact of hydraulic index, chemical alteration, lime modulus, and geochemical indices. Modeling Earth Systems and Environment, 11(1), 1-32.https://doi.org/10.1007/s40808-024-02230-w
- Alj, I., Quiertant, M., Khadour, A., Grando, Q., & Benzarti, K. (2021). Environmental Durability of an Optical Fiber Cable Intended for Distributed Strain Measurements in Concrete Structures. Sensors, 22(1), 141.https://doi.org/10.3390/s22010141
- Al-Khafaji, R., Dulaimi, A., Jafer, H., Mashaan, N. S., Qaidi, S., Obaid, Z. S., & Jwaida, Z. (2023). Stabilization of soft soil by a sustainable binder comprises ground granulated blast slag (GGBS) and cement kiln dust (CKD). Recycling, 8(1), 10.https://doi.org/10.3390/recycling8010010
- Almusaed, A., Yitmen, I., Myhren, J. A., & Almssad, A. (2024). Assessing the impact of recycled building materials on environmental sustainability and energy efficiency: a comprehensive framework for reducing greenhouse gas emissions. Buildings, 14(6), 1566.https://doi.org/10.3390/buildings14061566
- Amir, S., Salehi, N., Roci, M., Sweet, S., & Rashid, A. (2023). Towards circular economy: A guiding framework for circular supply chain implementation. Business Strategy and the Environment, 32(6), 2684-2701. https://doi.org/10.1002/bse.3264
- Anjana, K., Herath, M., & Epaarachchi, J. (2024, August). Design of a Distributed Optical Fibre Sensor System for Geohazards Early Warning: Realtime Multiparameter Monitoring. In International Engineering Research Symposium (pp. 105-115). Singapore: Springer Nature Singapore.https://doi.org/10.1007/978-981-96-1399-1_9
- Armistead, S. J., & Babaahmadi, A. (2025). Navigating regulatory challenges, technical performance and circular economy integration of mineral-based waste materials for sustainable construction: A mini review in the European context. Waste Management & Research, 43(5), 674-683. https://doi.org/10.1177/0734242X241270973
- [3] ASTM F3079-14(2020) - Standard Practice for Use of Distributed Optical Fiber Sensing Systems for Monitoring the Impact of Ground Movements During Tunnel and Utility Construction on Existing Underground Utilities.
- Asmara, Y. P. (2025). Green Engineering Materials: Innovations and Applications for Sustainable Construction. CRC Press.https://doi.org/10.1201/9781003617594
- Atienza, E. M., De Jesus, R. M., & Ongpeng, J. M. C. (2023). Development of foam fly ash geopolymer with recycled high-density polyethylene (HDPE) plastics. Polymers, 15(11), 2413.https://doi.org/10.3390/polym15112413
- Awewomom, J., Dzeble, F., Takyi, Y. D., Ashie, W. B., Ettey, E. N. Y. O., Afua, P. E., ... & Akoto, O. (2024). Addressing global environmental pollution using environmental control techniques: a focus on environmental policy and preventive environmental management. Discover Environment, 2(1), 8.https://doi.org/10.1007/s44274-024-00033-5
- Azam, A., Gabr, A., Ezzat, H., Arab, M. Alshammari, T.O., Alotaib, E., Zeiada, W., (2024) Life cycle assessment and pavement performance of recycled aggregates in road construction, Case Studies in Construction Materials, 20, 2024, e03062, ISSN 2214-5095.https://doi.org/10.1016/j.cscm.2024.e03062
- Azmi, F. R., Roni, M., & Sa’at, M. (2024). Circular supply chain management in developing countries: challenges, opportunities and pathways to sustainability. Information Management and Business Review, 16(1), 105-115.https://doi.org/10.22610/imbr.v16i1(I).3666
- Badiger, M., Mamatha, K. H., & Dinesh, S. V. (2025). Mechanical Evaluation of Granular Sub-base Reinforced with Recycled Tyres: A Way Towards Sustainability. Geotechnical and Geological Engineering, 43(5), 189.https://doi.org/10.1007/s10706-025-03139-6
- Barker, T., Parnell, G. S., Pohl, E., Specking, E., Goerger, S. R., & Buchanan, R. K. (2022). Impact of reliability in conceptual design—An illustrative trade-off analysis. Systems, 10(6), 227.https://doi.org/10.3390/systems10060227
- Bhagatkar, P. M., & Lamba, A. (2024). An Empirical Review of Innovative Soil Improvement Techniques in Geotechnical Engineering. Mesopotamian Journal of Civil Engineering, 2024, 42-53.https://doi.org/10.58496/MJCE/2024/007
- Brandão, R., & Verissimo, L. (2024). Circular economy adoption in construction: A pathway to sustainable development and UN SDG 11 achievement. In An agenda for sustainable development research (pp. 213-230). Cham: Springer Nature Switzerland.https://doi.org/10.1007/978-3-031-65909-6_13
- Bremer, K., Alwis, L. S. M., Zheng, Y., Weigand, F., Kuhne, M., Helbig, R., & Roth, B. (2019). Durability of Functionalized Carbon Structures with Optical Fiber Sensors in a Highly Alkaline Concrete Environment. Applied Sciences, 9(12), 2476. https://doi.org/10.3390/app9122476
- Butle, V. V., Srinivasan, V., Reddy, D. S., & Gouda, J. (2025). Comparative assessment of limestone-calcined clay blend and fly ash as binders in roller-compacted concrete pavement: evaluation of fresh and hardened properties. Road Materials and Pavement Design, 1-36.https://doi.org/10.1080/14680629.2025.2486526
- Chatrabhuj, & Meshram, K. (2024). Use of geosynthetic materials as soil reinforcement: an alternative eco-friendly construction material. Discover Civil Engineering, 1(1), 41.https://doi.org/10.1007/s44290-024-00050-6
- Chen, X., Wang, H., Horton, R., DeFlorio, J. (2021). Life-cycle assessment of climate change impact on time-dependent carbon-footprint of asphalt pavement, Transportation Research Part D: Transport and Environment, 91, 102697.https://doi.org/10.1016/j.trd.2021.102697
- Chen, D., Wang, S., Wang, C., Zhang, X., & Chen, N. (2025). Enhanced sensor web services by incorporating IoT interface protocols and spatio-temporal data streams for edge computing-based sensing. Geo-spatial Information Science, 1-18.https://doi.org/10.1080/10095020.2025.2450510
- Cheng, Z., Xie, Z., Wei, M., Peng, Y., Du, C., Tian, Y., & Song, X. (2024). Review of sensor-based subgrade distress identifications. Sensors, 24(9), 2825.https://doi.org/10.3390/s24092825
- Chitkeshwar, A. (2024). Revolutionizing structural engineering: applications of machine learning for enhanced performance and safety. Archives of Computational Methods in Engineering, 31(8), 4617-4632.https://doi.org/10.1007/s11831-024-10117-3
- Chu, X., Dawson, A., Thom, N., Chen, H., & Qin, L. (2024). Permanent deformation characteristics of unsaturated subgrade soils under cyclic loading. Case Studies in Construction Materials, 20, e03099.https://doi.org/10.1016/j.cscm.2024.e03099
- Correia, J.F.O, Haselibozchaloee, D., Zhu, S. (2025). A review on fatigue design of offshore structures. International Journal of Ocean Systems Management (IJOSM), Vol. 2, No. 1, 2025.https://doi.org/10.1504/IJOSM.2025.10071741
- [4] Culberson, M. G. (2025). Software Developer, Analyst, and Consultant Communication Strategies in Enterprise Resource Planning Projects (Doctoral dissertation, Walden University).
- Cui, Y., Bai, J., Chang, I. S., & Wu, J. (2024). A systematic review of phosphogypsum recycling industry based on the survey data in China–applications, drivers, obstacles, and solutions. Environmental Impact Assessment Review, 105, 107405.https://doi.org/10.1016/j.eiar.2023.107405
- Dąbrowska, J., Kiersnowska, A., Zięba, Z., & Trach, Y. (2023). Sustainability of geosynthetics-based solutions. Environments, 10(4), 64.https://doi.org/10.3390/environments10040064
- Datta, S. D., Islam, M., Sobuz, M. H. R., Ahmed, S., & Kar, M. (2024). Artificial intelligence and machine learning applications in the project lifecycle of the construction industry: A comprehensive review. Heliyon, 10(5).https://doi.org/10.1016/j.heliyon.2024.e26888
- De Feo, G., & Ferrara, C. (2024). Advancing communication in solid waste management: leveraging life cycle thinking for environmental sustainability. Environmental Technology Reviews, 13(1), 441-460.https://doi.org/10.1080/21622515.2024.2362448
- [5] de Haes, S., & Lucas, P. (2024). Environmental impacts of extraction and processing of raw materials for the energy transition. PBL Netherlands Environmental Assessment Agency: The Hague, The Netherlands.
- de Melo, D. L., Kendall, A., & DeJong, J. T. (2024). Evaluation of life cycle assessment (LCA) use in geotechnical engineering. Environmental Research: Infrastructure and Sustainability, 4(1), 012001.https://doi.org/10.1088/2634-4505/ad2154
- Deger, T. T., & Guler, E. (2024). A Case Study of a 42-m High GRS Retaining Structure and CO2 Footprint Reduction due to the use of Marginal Backfill Available on site. International Journal of Geosynthetics and Ground Engineering, 10(3), 37.https://doi.org/10.1007/s40891-024-00553-3
- Dwivedi, S., & Suman, S. K. (2023). A comprehensive review on non-destructive testing using LWD and Geogauge for quick QC/QA of pavement layers. Innovative Infrastructure Solutions, 8(3), 101.https://doi.org/10.1007/s41062-023-01061-5
- Eke, C. I., & Shuib, L. (2025). The role of explainability and transparency in fostering trust in AI healthcare systems: a systematic literature review, open issues and potential solutions. Neural Computing and Applications, 37(4), 1999-2034.https://doi.org/10.1007/s00521-024-10868-x
- Elahi, M., Afolaranmi, S. O., Martinez Lastra, J. L., & Perez Garcia, J. A. (2023). A comprehensive literature review of the applications of AI techniques through the lifecycle of industrial equipment. Discover Artificial Intelligence, 3(1), 43.https://doi.org/10.1007/s44163-023-00089-x
- El Hajj, C. I., & Martínez Montes, G. (2025). Examining green building practices: the influence on building information modeling function diffusion. Sustainability, 17(9), 3843.https://doi.org/10.3390/su17093843
- Esen, A. F., Woodward, P. K., Laghrouche, O., & Connolly, D. P. (2023). Long-term performance assessment of a geosynthetic-reinforced railway substructure. Sustainability, 15(12), 9364.https://doi.org/10.3390/su15129364
- Fagone, C., Santamicone, M., & Villa, V. (2023). Architecture engineering and construction industrial framework for circular economy: Development of a circular construction site methodology. Sustainability, 15(3), 1813.https://doi.org/10.3390/su15031813
- Farghali, M., Osman, A. I., Mohamed, I. M., Chen, Z., Chen, L., Ihara, I., ... & Rooney, D. W. (2023). Strategies to save energy in the context of the energy crisis: a review. Environmental Chemistry Letters, 21(4), 2003-2039. https://doi.org/10.1007/s10311-023-01591-5
- [6] FHWA-HIF-18-055 (2018). Foundation Reuse for Highway Bridges. U.S. Department of Transportation Federal Highway Administration. Turner-Fairbank Highway Research Center 6300 Georgetown Pike. https://www.fhwa.dot.gov/publications/research/infrastructure/structures/18055/hif18055.pdf?utm_source=chatgpt.com (Accessed 14-08-2025).
- [7] FHWA-HIF-24-085 (2024). Long-Term Monitoring of Post-Tensioning Tendon Force Using Optical Fiber Technology. Tech Brief (FHWA-HIF-24-085). July 2024. https://www.fhwa.dot.gov/bridge/concrete/hif24085.pdf?utm_source=chatgpt.com (Accessed 14-08-2025)
- Firoozi, A. A., Firoozi, A. A., Aati, K., Khan, A. H., & Vambol, V. (2025a). Integrating the Fourth Industrial Revolution into Geotechnical Engineering: Transformations, Challenges, and Future Directions. Ecological Questions, 36(1), 1-41.https://doi.org/10.12775/EQ.2025.012
- Firoozi, A. A., Firoozi, A. A., Maghami, M.R. (2025b). Sustainable practices in geotechnical engineering: Forging pathways for resilient infrastructure. Results in Engineering, 26(2025), 105577.https://doi.org/10.1016/j.rineng.2025.105577
- Flemming, H. C., van Hullebusch, E. D., Little, B. J., Neu, T. R., Nielsen, P. H., Seviour, T., ... & Wuertz, S. (2025). Microbial extracellular polymeric substances in the environment, technology and medicine. Nature Reviews Microbiology, 23(2), 87-105. https://doi.org/10.1038/s41579-024-01098-y
- Fnais, A., Rezgui, Y., Petri, I., Beach, T., Yeung, J., Ghoroghi, A., & Kubicki, S. (2022). The application of life cycle assessment in buildings: challenges, and directions for future research. The International Journal of Life Cycle Assessment, 27(5), 627-654.https://doi.org/10.1007/s11367-022-02058-5
- Freddi F, Mingazzi L, Pozzi E, Aresi N. (2023) Laboratory Assessment of an In-Place Inclinometer Chain for Structural and Geotechnical Monitoring. Sensors (Basel). 2023 Oct 10; 23(20): 8379.https://doi.org/10.3390/s23208379
- [8] Förster, A. (2022). Science Day 22: built and lived environment-towards a sustainable, livable, urban, and regional futurePop-Up Campus in Aachen on 30 June 2022urban health solutions, carbon sink solutions & materials, built-as-resource solutions, climate change adaptation, agile infrastructure solutionsbook of abstracts.
- Fuentes-Peñailillo, F., Gutter, K., Vega, R., & Silva, G. C. (2024). Transformative technologies in digital agriculture: Leveraging Internet of Things, remote sensing, and artificial intelligence for smart crop management. Journal of Sensor and Actuator Networks, 13(4), 39.https://doi.org/10.3390/jsan13040039
- Gaur, M. K., Shrivastava, A., & Pandit, R. K. (2024). Performance analysis and sustainability assessment of a building integrated solar PV system. International Journal of Ambient Energy, 45(1), 2283762.https://doi.org/10.1080/01430750.2023.2283762
- Ghoroghi, A., Rezgui, Y., Petri, I., & Beach, T. (2022). Advances in application of machine learning to life cycle assessment: a literature review. The International Journal of Life Cycle Assessment, 27(3), 433-456.https://doi.org/10.1007/s11367-022-02030-3
- Govers, M., & Van Amelsvoort, P. (2023). A theoretical essay on socio-technical systems design thinking in the era of digital transformation. Gruppe. Interaktion. Organisation. Zeitschrift für Angewandte Organisationspsychologie (GIO), 54(1), 27-40.https://doi.org/10.1007/s11612-023-00675-8
- Gruber, M. R., & Hofko, B. (2023). Life Cycle Assessment of Greenhouse Gas Emissions from Recycled Asphalt Pavement Production. Sustainability, 15(5), 4629. https://doi.org/10.3390/su15054629
- Gupta, S., & Kumar, S. (2023). A state-of-the-art review of the deep soil mixing technique for ground improvement. Innovative Infrastructure Solutions, 8(4), 129. https://doi.org/10.1007/s41062-023-01098-6
- Gursel, A. P., Shehabi, A., & Horvath, A. (2023). Embodied energy and greenhouse gas emission trends from major construction materials of US office buildings constructed after the mid-1940s. Building and Environment, 234, 110196.https://doi.org/10.1016/j.buildenv.2023.110196
- Harle, S. M. (2024, February). Durability and long-term performance of fiber reinforced polymer (FRP) composites: A review. In Structures (Vol. 60, p. 105881). Elsevier.https://doi.org/10.1016/j.istruc.2024.105881
- Hassan, W., Farooq, K., Mujtaba, H., Alshameri, B., Shahzad, A., Nawaz, M. N., & Azab, M. (2023). Experimental investigation of mechanical behavior of geosynthetics in different soil plasticity indexes. Transportation Geotechnics, 39, 100935.https://doi.org/10.1016/j.trgeo.2023.100935
- [9] Hong, C. Y., Yuan, S., Chen, W. B., Zhang, J., Xie, X. F., & Wang, D. C. (2024). Design, fabrication, and application of graphene sensor for geogrid strain measurement. Geosynthetics International, 1-13.
- Hoxha, E., & Birgisdottir, H. (2025). Recycling and reusing a robust solution, or a utopia for lowering the greenhouse gas emissions of buildings? The case of Denmark. The International Journal of Life Cycle Assessment, 1-13.https://doi.org/10.1007/s11367-025-02507-x
- Huang, J., and Ai, Q. (2025) Key vulnerability parameters for steel pipe pile-supported wharves considering the uncertainties in structural design. International Journal of Ocean Systems Management (IJOSM), Vol. 2, No. 1, 2025.https://doi.org/10.1504/IJOSM.2025.146803
- Huang, W., Hu, J., & Luo, S. (2024a). The technological innovation pathway for green, low-carbon, and durable pavement construction and maintenance. Science China Technological Sciences, 67(12), 3959-3961.https://doi.org/10.1007/s11431-024-2733-6
- Huang, X., Wang, S., Yang, D., Hu, T., Chen, M., Zhang, M., ... & Hohl, A. (2024b). Crowdsourcing geospatial data for earth and human observations: A review. Journal of Remote Sensing, 4, 0105.https://doi.org/10.34133/remotesensing.0105
- Husainy, A. S., Mangave, S. S., Ingale, A. S., Patil, Y. R., & Koganole, M. (2024). Innovation ecosystems and green building techniques for a sustainable future: Leveraging advanced technologies. The Asian Review of Civil Engineering, 13(2), 1-10.https://doi.org/10.70112/tarce-2024.13.2.4233
- Hussein, M. Y. A., Musa, A., Altaharwah, Y., & Al-Kfouf, S. (2024). Integrating machine learning in architectural engineering sustainable design: a sub-hourly approach to energy and indoor climate management in buildings. Asian Journal of Civil Engineering, 25(5), 4107-4119.https://doi.org/10.1007/s42107-024-01034-8
- Ieva, S., Loconte, D., Loseto, G., Ruta, M., Scioscia, F., Marche, D., & Notarnicola, M. (2024). A retrieval-augmented generation approach for data-driven energy infrastructure digital twins. Smart Cities, 7(6), 3095-3120.https://doi.org/10.3390/smartcities7060121
- Ige, O. E., Von Kallon, D. V., & Desai, D. (2024). Carbon emissions mitigation methods for cement industry using a systems dynamics model. Clean Technologies and Environmental Policy, 26(3), 579-597. https://doi.org/10.1007/s10098-023-02683-0
- Islam, M., Jamil, H. M. M., Pranto, S. A., Das, R. K., Amin, A., & Khan, A. (2024). Future industrial applications: Exploring lpwan-driven iot protocols. Sensors, 24(8), 2509.https://doi.org/10.3390/s24082509
- Jiang, C. S., Chen, X., Jiang, B. Y., & Liang, G. Q. (2024). Hybrid genetic algorithm and support vector regression for predicting the shear capacity of recycled aggregate concrete beam. Soft Computing, 28(2), 1023-1039. https://doi.org/10.1007/s00500-023-09380-6
- John, C. K., Ajibade, F. O., Ajibade, T. F., Kumar, P., Fadugba, O. G., & Adelodun, B. (2025a). The impact of international agreements and government policies on collaborative management of environmental pollution and carbon emissions in the transportation sector. Environmental Impact Assessment Review, 114, 107930.https://doi.org/10.1016/j.eiar.2025.107930
- John, C.K., Ajibade, F.O., Ajibade, T.F., Kumar, P., Adelodun, B., Adewumi, J.R. (2025b). Navigating Circular Horizons: Introduction to the Concept of Circular Economy and Environmental Resilience. In: Singh, P., Daga, S., Yadav, K., Mishra, V. (eds) Circular Economy and Environmental Resilience. Springer, Cham. https://doi.org/10.1007/978-3-031-93091-1_2
- John, C. K., & Pu, J. H. (2023). Household reusable rainwater technology for developing and under-developed countries. Routledge.https://doi.org/10.1201/9781003392576
- John, C. K., Pu, J. H., Guo, Y., Keating, M., Al-Qadami, E. H. H., Razi, M. A. M., & Hanmaiahgari, P. R. (2024). 3D numerical modelling and laboratory study of flow field induced by a group of submerged vegetations. Ocean Engineering, 312, 119038.https://doi.org/10.1016/j.oceaneng.2024.119038
- John, C. K., Pu, J. H., Guo, Y., Hanmaiahgari, P. R., & Pandey, M. (2023). Flow turbulence presented by different vegetation spacing sizes within a submerged vegetation patch. Journal of Hydrodynamics, 35(6), 1131-1145.https://doi.org/10.1007/s42241-024-0083-x
- Joseph, A. M., Snellings, R., Van den Heede, P., Matthys, S., & De Belie, N. (2018). The use of municipal solid waste incineration ash in various building materials: a Belgian point of view. Materials, 11(1), 141.https://doi.org/10.3390/ma11010141
- Ju, M., Dou, Z., Li, J. W., Qiu, X., Shen, B., Zhang, D., ... & Wang, K. (2023). Piezoelectric materials and sensors for structural health monitoring: fundamental aspects, current status, and future perspectives. Sensors, 23(1), 543.https://doi.org/10.3390/s23010543
- Kalali, E. N., Lotfian, S., Shabestari, M. E., Khayatzadeh, S., Zhao, C., & Nezhad, H. Y. (2023). A critical review of the current progress of plastic waste recycling technology in structural materials. Current Opinion in Green and Sustainable Chemistry, 40, 100763.https://doi.org/10.1016/j.cogsc.2023.100763
- Kandpal, V., Jaswal, A., Santibanez Gonzalez, E. D., & Agarwal, N. (2024). Circular economy principles: shifting towards sustainable prosperity. In Sustainable energy transition: Circular economy and sustainable financing for environmental, social and governance (ESG) practices (pp. 125-165). Cham: Springer Nature Switzerland.https://doi.org/10.1007/978-3-031-52943-6_4
- Kantaros, A., Zacharia, P., Drosos, C., Papoutsidakis, M., Pallis, E., & Ganetsos, T. (2025). Smart Infrastructure and Additive Manufacturing: Synergies, Advantages, and Limitations. Applied Sciences, 15(7), 3719.https://doi.org/10.3390/app15073719
- Karadumpa, C. S., & Pancharathi, R. K. (2024). Study on energy use and carbon emission from manufacturing of OPC and blended cements in India. Environmental Science and Pollution Research, 31(4), 5364-5383.https://doi.org/10.1007/s11356-023-31593-3
- Kazemi, M., Parikhah Zarmehr, S., Yazdani, H., & Fini, E. (2023). Review and perspectives of end-of-life tires applications for fuel and products. Energy & Fuels, 37(15), 10758-10774.https://doi.org/10.1021/acs.energyfuels.3c00459
- KC, A. K., Ghimire, A., Adhikari, B., Aryal, A., & Baral, B. (2025). Embodied energy and associated carbon emission of key building materials in Nepal. Discover Environment, 3(1), 15.https://doi.org/10.1007/s44274-025-00194-x
- Keskin, T., Yilmaz, E., Kasap, T., Sari, M., & Cao, S. (2024). Toward viable industrial solid residual waste recycling: a review of its innovative applications and future perspectives. Minerals, 14(9), 943.https://doi.org/10.3390/min14090943
- Kilani, A. J., Ikotun, B. D., & Abdulwahab, R. (2024). Effect of crumb rubber on concrete’s and mortar’s structural properties: a review. Iranian Journal of Science and Technology, Transactions of Civil Engineering, 1-31.https://doi.org/10.1007/s40996-024-01647-8
- Kumar, D., Maurya, K. K., Mandal, S. K., Mir, B. A., Nurdiawati, A., & Al-Ghamdi, S. G. (2025). Life Cycle Assessment in the Early Design Phase of Buildings: Strategies, Tools, and Future Directions. Buildings, 15(10), 1612.https://doi.org/10.3390/buildings15101612
- Lekshmi, G. S., Prasad, K., Alexander, K., & Kumaravel, V. (2025). Innovative and sustainable approaches to NIR-active coatings for next-generation medical devices. Chemical Communications, 61(54), 9736-9752.https://doi.org/10.1039/D5CC02164B
- Liang, H., Wang, J., Zhang, L., Liu, J., & Wang, S. (2022). Review of Optical Fiber Sensors for Temperature, Salinity, and Pressure Sensing and Measurement in Seawater. Sensors, 22(14), 5363. https://doi.org/10.3390/s22145363
- Lillian, N., Ahmed, S. B., Krishnan, D., & Eze, V. H. U. (2025). Comprehensive evaluation of sub-base materials for road pavements, integrating California bearing ratio and triaxial compression tests for enhanced stability and durability: A systematic review. Discover Civil Engineering, 2(1), 116.https://doi.org/10.1007/s44290-025-00278-w
- Lin, S., Liang, Z., Guo, H., Hu, Q., Cao, X., & Zheng, H. (2025). Application of machine learning in early warning system of geotechnical disaster: a systematic and comprehensive review. Artificial Intelligence Review, 58(6), 168.https://doi.org/10.1007/s10462-025-11175-0
- Liu, C. H., & Hung, C. (2023). Reutilization of solid wastes to improve the hydromechanical and mechanical behaviors of soils—a state-of-the-art review. Sustainable Environment Research, 33(1), 17.https://doi.org/10.1186/s42834-023-00179-6
- Liu, H., Li, M., Cheng, J. C., Anumba, C. J., & Xia, L. (2025a). Actual construction cost prediction using hypergraph deep learning techniques. Advanced Engineering Informatics, 65, 103187.https://doi.org/10.1016/j.aei.2025.103187
- Liu, T., Fu, Y., Li, K., Zhou, A., Qin, R., Zou, D. (2025b). Experimental investigation and theoretical analysis of long-term performance for optical fiber Bragg grating-fiber reinforced composite in alkaline concrete environment, Case Studies in Construction Materials, 22, e04130, ISSN 2214-5095.https://doi.org/10.1016/j.cscm.2024.e04130
- Liu, X., Wu, H., Yu, D., Chen, Y., & Wu, H. (2025c). A Construction and Representation Learning Method for a Traffic Accident Knowledge Graph Based on the Enhanced TransD Model. Applied Sciences, 15(11), 6031.https://doi.org/10.3390/app15116031
- Lu, L. (2024). Optimal replacement ratio of recycled concrete aggregate balancing mechanical performance with sustainability: A review. Buildings, 14(7), 2204.https://doi.org/10.3390/buildings14072204
- Mackay‐Roberts, N., Bock, C., Lannig, G., Lucassen, M., Paul, N., Schaum, E., ... & Gerdts, G. (2024). A benthic mesocosm system for long‐term multi‐factorial experiments applying predicted warming and realistic microplastic pollution scenarios. Limnology and Oceanography: Methods, 22(12), 910-929.https://doi.org/10.1002/lom3.10653
- Madanchian, M., & Taherdoost, H. (2024). AI-Powered Innovations in High-Tech Research and Development: From Theory to Practice. Computers, Materials & Continua, 81(2).https://doi.org/10.32604/cmc.2024.057094
- Malekmohammadi, K., & Damians, I. P. (2024). A bibliometric review of reinforced soil wall research topics. International Journal of Geosynthetics and Ground Engineering, 10(3), 42.https://doi.org/10.1007/s40891-024-00537-3
- Mannucci, S. (2025). Beyond Sustainability: Paradigms for Complexity and Resilience in the Built Environment. Urban Science, 9(6), 212.https://doi.org/10.3390/urbansci9060212
- Marchiori, L., Albuquerque, A., Andrade Pais, L., Boscov, M. E. G., & Cavaleiro, V. (2025). Geoenvironmental Engineered Structures for Water Protection: Challenges and Perspectives for Sustainable Liners. Sustainability (2071-1050), 17(5).https://doi.org/10.3390/su17051850
- Mariyappan, R., Palammal, J. S., & Balu, S. (2023). Sustainable use of reclaimed asphalt pavement (RAP) in pavement applications—a review. Environmental Science and Pollution Research, 30(16), 45587-45606.https://doi.org/10.1007/s11356-023-25847-3
- Markiewicz, A., Koda, E., & Kawalec, J. (2022). Geosynthetics for filtration and stabilisation: a review. Polymers, 14(24), 5492.https://doi.org/10.3390/polym14245492
- Markiewicz, A., Koda, E., Kiraga, M., Wrzesiński, G., Kozanka, K., Naliwajko, M., & Vaverková, M. D. (2024). Polymeric products in erosion control applications: a review. Polymers, 16(17), 2490.https://doi.org/10.3390/polym16172490
- Martínez-Martínez, S., Pérez-Villarejo, L., Eliche-Quesada, D., & Sánchez-Soto, P. J. (2023). New types and dosages for the manufacture of low-energy cements from raw materials and industrial waste under the principles of the circular economy and low-carbon economy. Materials, 16(2), 802.https://doi.org/10.3390/ma16020802
- Mazurowski, P., Zamara, K., Gewanlal, C., & Kawalec, J. (2022). Experiences with the use of stabilisation geogrids in demonstrating an improvement in bearing capacity of recycled materials. In Proceedings of the Eleventh International Conference on the Bearing Capacity of Roads, Railways and Airfields. CRC Press-Taylor & Francis Group.https://doi.org/10.1201/9781003222880-18
- Mehta, V. (2024). Sustainable approaches in concrete production: an in-depth review of waste foundry sand utilization and environmental considerations. Environmental Science and Pollution Research, 31(16), 23435-23461.https://doi.org/10.1007/s11356-024-32785-1
- Melhem, M. M., & Caprani, C. C. (2022). Promoting probability-based bridge assessment in engineering practice: an Australian case study. Structure and Infrastructure Engineering, 18(10-11), 1472-1486.https://doi.org/10.1080/15732479.2022.2061017
- Meng, D., & Zhu, S.P. (2024). Multidisciplinary Design Optimization of Complex Structures Under Uncertainty (1st ed.). CRC Press.https://doi.org/10.1201/9781003464792-1
- Meng, D., Yang, S.,, Yang, H., De Jesus, A.M.P., Correia, J., and Zhu, S. (2024). Intelligent-inspired framework for fatigue reliability evaluation of offshore wind turbine support structures under hybrid uncertainty, Ocean Engineering, 307, 118213. https://doi.org/10.1016/j.oceaneng.2024.118213
- Mishra, U. C., Sarsaiya, S., & Gupta, A. (2022). A systematic review on the impact of cement industries on the natural environment. Environmental Science and Pollution Research, 29(13), 18440-18451. https://doi.org/10.1007/s11356-022-18672-7
- Miller, W. G., Myers, G., Cobbaert, C. M., Young, I. S., Theodorsson, E., Wielgosz, R. I., ... & Gillery, P. (2023). Overcoming challenges regarding reference materials and regulations that influence global standardization of medical laboratory testing results. Clinical Chemistry and Laboratory Medicine (CCLM), 61(1), 48-54.https://doi.org/10.1515/cclm-2022-0943
- Mohammed, M., Mohammed, A., Ihmedee, F., Adam, T., Betar, B., & Gopinath, S. (2025). Emerging artificial intelligence methods in civil engineering: A Comprehensive Review. Al-Rafidain Journal of Engineering Sciences, 280-293.https://doi.org/10.61268/939e6941
- Molęda, M., Małysiak-Mrozek, B., Ding, W., Sunderam, V., & Mrozek, D. (2023). From corrective to predictive maintenance—A review of maintenance approaches for the power industry. Sensors, 23(13), 5970.https://doi.org/10.3390/s23135970
- Nafees, A., Khan, S., Javed, M. F., Alrowais, R., Mohamed, A. M., Mohamed, A., & Vatin, N. I. (2022). Forecasting the mechanical properties of plastic concrete employing experimental data using machine learning algorithms: DT, MLPNN, SVM, and RF. Polymers, 14(8), 1583.https://doi.org/10.3390/polym14081583
- Nagaraju, T. V., & Ravindran, G. (2025). Ground Improvement Techniques for Sustainable Engineering. Bentham Science Publishers.https://doi.org/10.2174/97898153056301250101
- Najjar, S., & El-Chiti, I. (2023). Reliability-Based Design with Numerical Models. In Uncertainty, Modeling, and Decision Making in Geotechnics (pp. 319-350). CRC Press.https://doi.org/10.1201/9781003333586-11
- Naskar, J., Kumar Jha, A., Singh, T. N., & Aeron, S. (2025). Climate change and soil resilience: a critical appraisal on innovative techniques for sustainable ground improvement and ecosystem protection. Journal of Hazardous, Toxic, and Radioactive Waste, 29(4), 03125002.https://doi.org/10.1061/JHTRBP.HZENG-1465
- Nanehkaran, Y. A., Chen, B., Cemiloglu, A., Chen, J., Anwar, S., Azarafza, M., & Derakhshani, R. (2023). Riverside landslide susceptibility overview: leveraging artificial neural networks and machine learning in accordance with the United Nations (UN) sustainable development goals. Water, 15(15), 2707.https://doi.org/10.3390/w15152707
- Neupane, R. P., Imjai, T., Makul, N., Garcia, R., Kim, B., & Chaudhary, S. (2023). Use of recycled aggregate concrete in structural members: A review focused on Southeast Asia. Journal of Asian Architecture and Building Engineering, 1-24.https://doi.org/10.1080/13467581.2023.2270029
- Nyame, M., & Adesanmi, B. M. (2024). Innovative Geotechnical Solutions for Sustainable Infrastructure Development. Journal of Scientific Research and Reports, 30(9), 719-727.https://doi.org/10.9734/jsrr/2024/v30i92399
- [10] Obar, F. Y. T. (2023). Investigation of the Sustainable Production and Utilization of Biochar and Activated Carbon From Waste (Master's thesis, Hamad Bin Khalifa University (Qatar)).
- Omrany, H., Al-Obaidi, K. M., Husain, A., & Ghaffarianhoseini, A. (2023). Digital twins in the construction industry: a comprehensive review of current implementations, enabling technologies, and future directions. Sustainability, 15(14), 10908.https://doi.org/10.3390/su151410908
- Oshilalu, A. Z. (2024). Sustainability meets scalability: transforming energy infrastructure projects into economic catalysts through supply chain innovation. International Journal of Research Publication and Reviews, 5(12), 762-779.https://doi.org/10.55248/gengpi.5.1224.3417
- Ouaissa, M., Ouaissa, M., Boulouard, Z., El Himer, S., & Khan, I. U. (2024). Low-power wide area network for large-scale IoT: Fundamentals, technologies, and challenges. In Low-Power Wide Area Network for Large Scale Internet of Things (pp. 1-14). CRC Press.https://doi.org/10.1201/9781003426974-1
- Panagiotidou, E., Chountalas, P. T., Magoutas, A. Ι., & Kitsios, F. C. (2025). The multifaceted impact of ISO/IEC 17025 accreditation: a sector-specific analysis in civil engineering testing and calibration laboratories. The TQM Journal, 37(4), 998-1035.https://doi.org/10.1108/TQM-10-2023-0347
- Peng, Y., Cai, S., Huang, Y., & Chen, X. F. (2025). Recycled Aggregates for Sustainable Construction: Strengthening Strategies and Emerging Frontiers. Materials, 18(13), 3013.https://doi.org/10.3390/ma18133013
- Perera, M. A. G. P., & Ranjith, P. G. (2025). Greener horizons: Revolutionizing construction materials with waste-based innovations-An experimental study. Journal of Building Engineering, 103, 112211.https://doi.org/10.1016/j.jobe.2025.112211
- Pettinaroli, A., Susani, S., Castellanza, R., Collina, E., Pierani, M., Paoli, R., & Romagnoli, F. (2023). A sustainability-based approach for geotechnical infrastructure. Environmental and Climate Technologies, 27(1), 738-752.https://doi.org/10.2478/rtuect-2023-0054
- Plati, C., & Tsakoumaki, M. (2023). Life Cycle Assessment (LCA) of Alternative Pavement Rehabilitation Solutions: A Case Study. Sustainability, 15(3), 2129. https://doi.org/10.3390/su15032129
- Portan, D. V., Koliadima, A., Kapolos, J., & Azamfirei, L. (2025). Biomimetic Design and Assessment via Microenvironmental Testing: From Food Packaging Biomaterials to Implantable Medical Devices. Biomimetics, 10(6), 370.https://doi.org/10.3390/biomimetics10060370
- Porter, E. T., & Cornwell, J. C. (2024). Mesocosm approaches to the examination of benthic–pelagic coupling, with emphasis on turbulence. Limnology and Oceanography, 69, S67-S87.https://doi.org/10.1002/lno.12425
- Prakash K, K., Rathod, D., & Muthukkumaran, K. (2025). Role of Geogrid reinforcement and its diverse applications in the geotechnical engineering and allied fields: a-state-of-the-art review. Australian Journal of Civil Engineering, 23(1), 32-50.https://doi.org/10.1080/14488353.2023.2205674
- Primo, G. S., Silva, R., Evangelista Jr, F., & Oliveira, M. H. (2025). Statistical Reliability Analysis for Assessing Bridge Structural Integrity: A Review Paper. Infrastructures, 10(7), 156.https://doi.org/10.3390/infrastructures10070156
- Rajczakowska, M., Kothari, A., Buasiri, T., & Cwirzen, A. (2025). Recycled and mechanically activated concrete fines as a complete substitute for Portland cement-feasibility and life cycle assessment. Case Studies in Construction Materials, e04798.https://doi.org/10.1016/j.cscm.2025.e04798
- Rane, N. (2023). Integrating leading-edge artificial intelligence (AI), internet of things (IOT), and big data technologies for smart and sustainable architecture, engineering and construction (AEC) industry: Challenges and future directions. Engineering and Construction (AEC) Industry: Challenges and Future Directions (September 24, 2023).https://doi.org/10.2139/ssrn.4616049
- Rane, N., Choudhary, S., & Rane, J. (2023). Leading-edge Artificial Intelligence (AI) and Internet of Things (IoT) technologies for enhanced geotechnical site characterization. Available at SSRN 4640926.https://doi.org/10.2139/ssrn.4640926
- Rane, N., Choudhary, S., & Rane, J. (2024). Artificial intelligence for enhancing resilience. Journal of Applied Artificial Intelligence, 5(2), 1-33.https://doi.org/10.48185/jaai.v5i2.1053
- [11] Reddy, K. R., Janga, J. K., & Kumar, G. (2024). Sustainability and resilience: A new paradigm in geotechnical and geoenvironmental engineering. Indian Geotechnical Journal, 1-22.
- Rianna, G., Reder, A., Sousa, M. L., & Dimova, S. (2023). Harmonised procedure to update thermal loads in the Eurocodes. Case study for Italy. Climate Services, 30, 100391.https://doi.org/10.1016/j.cliser.2023.100391
- [12] Rohde, E. (2023). Life Cycle Assessment of a Steel-Timber Composite Structure Comparison to an Established Structural System (Master's thesis, Auburn University).
- [13] Roswag-Klinge, E., Lützkendorf, T., Passer, A., Habert, G., & Wellner, K. (2022). sbe22 berlin–Built environment within planetary boundaries (p. 343). Universitätsverlag der Technischen Universität Berlin.
- Roychand, R., Li, J., Kilmartin-Lynch, S., Saberian, M., Zhu, J., Youssf, O., & Ngo, T. (2023). Carbon sequestration from waste and carbon dioxide mineralisation in concrete–A stronger, sustainable and eco-friendly solution to support circular economy. Construction and Building Materials, 379, 131221.https://doi.org/10.1016/j.conbuildmat.2023.131221
- Passoni, C., Caruso, M., Marini, A., Pinho, R., & Landolfo, R. (2022). The role of life cycle structural engineering in the transition towards a sustainable building renovation: Available tools and research needs. Buildings, 12(8), 1107.https://doi.org/10.3390/buildings12081107
- [14] Saad, A. G., Sakr, M. A., Khalifa, T. M., & Darwish, E. A. (2024). Structural performance of concrete reinforced with crumb rubber: a review of current research. Iranian Journal of Science and Technology, Transactions of Civil Engineering, 1-44.
- Saad, A. H., Nahazanan, H., Yusuf, B., Toha, S. F., Alnuaim, A., El-Mouchi, A., ... & Mohammed, A. A. (2023). A systematic review of machine learning techniques and applications in soil improvement using green materials. Sustainability, 15(12), 9738.https://doi.org/10.3390/su15129738
- Sadeghi, M., Elliott, J. W., & Mehany, M. H. (2023). Information-augmented exchange objects to inform facilities management BIM guidelines: introducing the level of semantics schema. Journal of Facilities Management, 21(2), 260-281.https://doi.org/10.1108/JFM-04-2021-0044
- Sahani, K., Kunwar, A., Dhakal, P., Kunwar, A., Sahani, S. K., Pandey, B. K., & Pandey, D. (2025). Evaluating Properties and Applications of Innovative Recycled Aggregate Concrete. Engineering Reports, 7(6), e70251.https://doi.org/10.1002/eng2.70251
- Saini, H., & Ledwani, L. (2024). A review on application of green materials in different construction systems, their processing, surface modification, testing and certification. MRS Energy & Sustainability, 11(2), 267-303.https://doi.org/10.1557/s43581-024-00088-0
- Sakib, M. N., Kabir, G., & Ali, S. M. (2024). A life cycle analysis approach to evaluate sustainable strategies in the furniture manufacturing industry. Science of the Total Environment, 907, 167611.https://doi.org/10.1016/j.scitotenv.2023.167611
- Salati, M., Costa, A. A., & Silvestre, J. D. (2025). A Comprehensive Review of Dynamic Life Cycle Assessment for Buildings: Exploring Key Processes and Methodologies. Sustainability, 17(1), 159.https://doi.org/10.3390/su17010159
- Sandanayake, M., Law, D., & Sargent, P. (2022). A new framework for assessing the environmental impacts of circular economy friendly soil waste-based geopolymer cements. Building and environment, 210, 108702.https://doi.org/10.1016/j.buildenv.2021.108702
- [15] Sapkota, R., Raza, S., & Karkee, M. (2025). Comprehensive analysis of transparency and accessibility of chatgpt, deepseek, and other sota large language models. arXiv preprint arXiv:2502.18505.
- https://doi.org/10.20944/preprints202502.1608.v1
- Sartori, T., Drogemuller, R., Omrani, S., & Lamari, F. (2022). An integrative Whole Building Life Cycle Assessment (WBLCA) framework: A survey of software developers’ perspective. Building and Environment, 223, 109475.https://doi.org/10.1016/j.buildenv.2022.109475
- Schneider, J., Meske, C., & Kuss, P. (2024). Foundation models: A new paradigm for artificial intelligence. Business & Information Systems Engineering, 66(2), 221-231.https://doi.org/10.1007/s12599-024-00851-0
- Scrucca, F., Ingrao, C., Barberio, G., Matarazzo, A., & Lagioia, G. (2023). On the role of sustainable buildings in achieving the 2030 UN sustainable development goals. Environmental Impact Assessment Review, 100, 107069.https://doi.org/10.1016/j.eiar.2023.107069
- Shen, M., Khoshnevisan, S., Tan, X., Zhang, Y., & Juang, C. H. (2019). Assessing characteristic value selection methods for design with load and resistance factor design (LRFD)—design robustness perspective. Canadian Geotechnical Journal, 56(10), 1475-1485.https://doi.org/10.1139/cgj-2018-0038
- Singh, N. B., & Chaudhary, R. G. (2023). Industrial solid waste: An overview. Advanced Materials from Recycled Waste, 1-25.https://doi.org/10.1016/B978-0-323-85604-1.00018-4
- Singh, R. P., Vanapalli, K. R., Cheela, V. R. S., Peddireddy, S. R., Sharma, H. B., & Mohanty, B. (2023). Fly ash, GGBS, and silica fume based geopolymer concrete with recycled aggregates: Properties and environmental impacts. Construction and Building Materials, 378, 131168.https://doi.org/10.1016/j.conbuildmat.2023.131168
- Shah, P. M. (2024). Study on use of recycled waste materials on the performance of asphalt binder and mixes: A comprehensive review. Progress in Rubber, Plastics and Recycling Technology, 14777606241290857. https://doi.org/10.1177/14777606241290857
- Shamim, M. M. R. (2025). Maintenance optimization in smart manufacturing facilities: A systematic review of lean, TPM, and digitally-driven reliability models in industrial engineering. American Journal of Interdisciplinary Studies, 6(1), 144-173.https://doi.org/10.63125/xwvaq502
- Sharma, A., Shrivastava, N., & Lohar, J. (2023). Construction & demolition waste in geotechnical applications: a review. Materials Today: Proceedings.https://doi.org/10.1016/j.matpr.2023.05.102
- Shen, S. C., Khare, E., Lee, N. A., Saad, M. K., Kaplan, D. L., & Buehler, M. J. (2023). Computational design and manufacturing of sustainable materials through first-principles and materiomics. Chemical Reviews, 123(5), 2242-2275.https://doi.org/10.1021/acs.chemrev.2c00479
- Sheng, J., Wu, Y., Ding, H., Feng, K., Shen, Y., Zhang, Y., & Gu, N. (2024). Multienzyme‐like nanozymes: regulation, rational design, and application. Advanced Materials, 36(10), 2211210.https://doi.org/10.1002/adma.202211210
- Singh, A., Malshe, V., Raje, R., & Choudhari, R. (2024). Life cycle assessment (LCA) of biodegradable linear low-density polyethylene (LLDPE) manufactured in India. Journal of Environmental Management, 372, 123120.https://doi.org/10.1016/j.jenvman.2024.123120
- Sivasuriyan, A., Vijayan, D. S., Devarajan, P., Stefańska, A., Dixit, S., Podlasek, A., ... & Koda, E. (2024). Emerging trends in the integration of smart sensor technologies in structural health monitoring: a contemporary perspective. Sensors, 24(24), 8161.https://doi.org/10.3390/s24248161
- [16] Soomro, A. A., Noreen, A., Naz, S., Arshad, J.A., Majeed, M. K., Rafique, N., ... & Ahmad, B. (2025). Data-driven predictive maintenance of diesel engines using advanced machine learning and ai-based regression algorithms for accurate fault detection and real-time condition monitoring. Spectrum of engineering sciences, 3(7), 408-429.
- Song, X., Carlsson, C., & Nguyen, D. (2025). Life cycle assessment of geotechnical works for high-rise building construction on soft clay in Sweden. Building Research & Information, 1-17. https://doi.org/10.1080/09613218.2025.2487829
- [17] Song, X., Carlsson, C., Kiilsgaard, R., Bendz, D., & Kennedy, H. (2020). Life Cycle Assessment of Geotechnical Works in Building Construction: A Review and Recommendations. Sustainability, 12(20), 8442.
- https://doi.org/10.3390/su12208442
- Su S, Ju J, Ding Y, Yuan J, Cui P. A (2022) Comprehensive Dynamic Life Cycle Assessment Model: Considering Temporally and Spatially Dependent Variations. Int J Environ Res Public Health. 2022 Oct 27; 19(21): 14000. PMCID: PMC9657249.https://doi.org/10.3390/ijerph192114000
- Tajadod, O. E., Ravanshadnia, M., & Ghanbari, M. (2025). Integrating circular economy and life cycle assessment strategies in climate-resilient buildings: An artificial intelligence approach to enhance thermal comfort and minimize CO2 emissions in Iran. Energy, 320, 135064.https://doi.org/10.1016/j.energy.2025.135064
- Tang, Y., Xiao, J., Liu, Q., Xia, B., Singh, A., Lv, Z., & Song, W. (2022). Natural gravel-recycled aggregate concrete applied in rural highway pavement: Material properties and life cycle assessment. Journal of Cleaner Production, 334, 130219. https://doi.org/10.1016/j.jclepro.2021.130219
- Titilope O. Adebola, Neil Hoult, Ian D. Moore (2020) Distributed Strain Sensing to Study a Composite Liner for Cast Iron Water Pipe Rehabilitation. J. Test. Eval. 1 November 2020; 48 (6): 4283-4303. https://doi.org/10.1520/JTE20170497
- [18] Toochukwu, A. C. (2025). Sustainable construction practices: Balancing cost efficiency, environmental impact, and stakeholder collaboration. International Research Journal of Modernization in Engineering Technology and Science, 7(1), 4118-4140.
- Ukoba, K., Olatunji, K. O., Adeoye, E., Jen, T. C., & Madyira, D. M. (2024). Optimizing renewable energy systems through artificial intelligence: Review and future prospects. Energy & Environment, 35(7), 3833-3879.https://doi.org/10.1177/0958305X241256293
- [19] Verbickas, R. (2024). Efficient Convolutional Neural Networks for Low-power Automotive Processors (Doctoral dissertation, Université d'Ottawa| University of Ottawa).
- Wang, J., & Azam, W. (2024). Natural resource scarcity, fossil fuel energy consumption, and total greenhouse gas emissions in top emitting countries. Geoscience frontiers, 15(2), 101757.https://doi.org/10.1016/j.gsf.2023.101757
- Wang, X., Ren, L., Long, T., Geng, C., & Tian, X. (2023). Migration and remediation of organic liquid pollutants in porous soils and sedimentary rocks: A review. Environmental Chemistry Letters, 21(1), 479-496.https://doi.org/10.1007/s10311-022-01506-w
- Wang, Z. J., Chen, Z. S., Su, Q., Chin, K. S., Pedrycz, W., & Skibniewski, M. J. (2024). Enhancing the sustainability and robustness of critical material supply in electrical vehicle market: an AI-powered supplier selection approach. Annals of Operations Research, 342(1), 921-958.https://doi.org/10.1007/s10479-023-05698-4
- Wang, Y., Cui, X., Liu, K., & Jiang, P. (2022). Manufacture, development, and application of sensor-enabled geosynthetics: state-of-the-art review. Intelligent Transportation Infrastructure, 1, liac012.https://doi.org/10.1093/iti/liac012
- West, J., Siddhpura, M., Evangelista, A., & Haddad, A. (2024). Improving equipment maintenance—switching from corrective to preventative maintenance strategies. Buildings, 14(11), 3581.https://doi.org/10.3390/buildings14113581
- [20] Wolmarans, N. J. (2021). Ecological risk assessment of amphibians in the Phongolo River floodplain (Doctoral dissertation, University of Antwerp).
- Wu, J., Ye, X., & Cui, H. (2025). Recycled Materials in Construction: Trends, Status, and Future of Research. Sustainability, 17(6), 2636.https://doi.org/10.3390/su17062636
- Xiao, J., Shuai, J., Deng, W., Liu, L., Wang, P., & Li, L. (2025). Low-Carbon and Green Materials in Construction: Latest Advances and Prospects. Buildings, 15(9), 1508.https://doi.org/10.3390/buildings15091508
- Yadav, N., Kanwar, P., & Mandpe, A. (2025). Beyond landfills: transforming waste plastic into advanced building materials. In Environmental Hazards of Plastic Wastes (pp. 249-260). Elsevier.https://doi.org/10.1016/B978-0-443-23599-3.00023-X
- Yang, M., Chen, L., Wang, J., Msigwa, G., Osman, A. I., Fawzy, S., ... & Yap, P. S. (2023). Circular economy strategies for combating climate change and other environmental issues. Environmental chemistry letters, 21(1), 55-80.https://doi.org/10.1007/s10311-022-01499-6
- Yang, S., Meng, D., Yang, H., Luo, C., & Su, X. (2025c, January). Enhanced soft Monte Carlo simulation coupled with support vector regression for structural reliability analysis. In Proceedings of the Institution of Civil Engineers-Transport (pp. 1-16). Emerald Publishing Limited.https://doi.org/10.1680/jtran.24.00128
- Yang, S., Meng, D., Yang, H., Luo, C., Su, X., (2025a). Enhanced soft Monte Carlo simulation coupled with support vector regression for structural reliability analysis. Proceedings of the Institution of Civil Engineers - Transport 2025.https://doi.org/10.1680/jtran.24.00128
- Yang, S., Meng, D., Díaz, A., Yang, H., Su, X., Jesus, A.M.P (2025b). Probabilistic modeling of uncertainties in reliability analysis of mid- and high-strength steel pipelines under hydrogen-induced damage. International Journal of Structural Integrity 13 February 2025; 16 (1): 39-59.https://doi.org/10.1108/IJSI-10-2024-0177
- Yang, Z., Sun, J., Zhang, Y., Liu, J., Oh, E., & Ma, Z. (2025d). A systematic evaluation of the empirical relationships between the resilient modulus and permanent deformation of pavement materials. Buildings, 15(5), 663.https://doi.org/10.3390/buildings15050663
- Yaro, N. S. A., Sutanto, M. H., Baloo, L., Habib, N. Z., Usman, A., Yousafzai, A. K., ... & Noor, A. (2023). A comprehensive overview of the utilization of recycled waste materials and technologies in asphalt pavements: towards environmental and sustainable low-carbon roads. Processes, 11(7), 2095.https://doi.org/10.3390/pr11072095
- Yavan, F., Maalek, R., & Toğan, V. (2024). Structural Optimization of Trusses in Building Information Modeling (BIM) Projects Using Visual Programming, Evolutionary Algorithms, and Life Cycle Assessment (LCA) Tools. Buildings, 14(6), 1532.https://doi.org/10.3390/buildings14061532
- Zabielska-Adamska, K. (2025). Industrial By-Products and Waste Materials in Geotechnical Engineering Applications. In Emerging Trends in Sustainable Geotechnics: Keynote Volume of EGRWSE 2024 (pp. 47-76). Singapore: Springer Nature Singapore.https://doi.org/10.1007/978-981-96-2714-1_3
- Zafar, T., Ansari, M. A., & Husain, A. (2023). Soil stabilization by reinforcing natural and synthetic fibers–A state of the art review. Materials Today: Proceedings.https://doi.org/10.1016/j.matpr.2023.03.503
- Zhao, W., and Yang, Q. (2024). Life-cycle assessment of sustainable pavement based on the coordinated application of recycled asphalt pavement and solid waste: Environment and economy. Journal of Cleaner Production, 434, 140203.https://doi.org/10.1016/j.jclepro.2023.140203
- Zornberg, J. G., Subramanian, S., Roodi, G. H., Yalcin, Y., & Kumar, V. V. (2024). Sustainability benefits of adopting geosynthetics in roadway design. International Journal of Geosynthetics and Ground Engineering, 10(3), 47.https://doi.org/10.1007/s40891-024-00551-5
- Zong, Z., & Guan, Y. (2024). AI-driven intelligent data analytics and predictive analysis in Industry 4.0: Transforming knowledge, innovation, and efficiency. Journal of the Knowledge Economy, 1-40.https://doi.org/10.1007/s13132-024-02001-z