ANOVA–RSM Analysis for Predicting and Optimizing the Mechanical Response of Concrete Incorporating Waste Brick Aggregates After Elevated Temperatures
Abstract
1. Introduction
Aim of the Study
2. Material and Methods
2.1. Microstructural Analysis of Brick Aggregate
2.1.1. FE-SEM Analysis
2.1.2. EDX Analysis
2.1.3. XRD Analysis
2.1.4. Statistical Analysis (ANOVA and RSM)
3. Results
3.1. Comprehensive Examination of the Impact of CS
3.2. Comprehensive Examination of the Impact of STS
3.3. Comprehensive Examination of the Impact of FS
3.4. ANOVA and RSM Results
4. Microstructural Analysis of WBA Base Concrete
4.1. Field Emission Scanning Electron Microscopy (FE-SEM) Analysis
4.2. Energy Dispersive X-Ray Spectroscopy (EDX) Analysis
4.3. Thermogravimetric Analysis (TGA)
4.4. Fourier Transform Infrared Spectroscopy (FT-IR) Spectrum
5. Discussion and Limitations
6. Conclusions
- As the WBA content increases from 0 to 50%, the compressive, flexural, and tensile strengths exhibit a consistent improvement at all temperatures investigated.
- A rise in temperature results in the progressive degradation in mechanical properties because of microstructural damage; however, the strength loss is lower at a higher WBA content, indicating an improvement in thermal stability.
- ANOVA results indicate that the WBA content and temperature are statistically significant factors, and the WBA is the most important source of variation in strength.
- RSM is successfully employed to describe the interaction between the WBA content and temperature, and reliable predictive models are obtained for the mechanical properties.
- On the basis of the experimental and analytical results, it is concluded that WBA can be efficiently used as a sustainable ingredient to improve the mechanical properties of concrete at both ambient and post-fire conditions within the ranges of the parameters investigated.
7. Future Study
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Ortega, J.M.; Letelier, V.; Solas, C.; Moriconi, G.; Climent, M.Á.; Sánchez, I. Long-term effects of waste brick powder addition in the microstructure and service properties of mortars. Constr. Build. Mater. 2018, 182, 691–702. [Google Scholar] [CrossRef]
- Navrátilová, E.; Rovnaníková, P. Pozzolanic properties of brick powders and their effect on the properties of modified lime mortars. Constr. Build. Mater. 2016, 120, 530–539. [Google Scholar] [CrossRef]
- Schackow, A.; Stringari, D.; Senff, L.; Correia, S.; Segadães, A. Influence of fired clay brick waste additions on the durability of mortars. Cem. Concr. Compos. 2015, 62, 82–89. [Google Scholar] [CrossRef]
- Böke, H.; Akkurt, S.; İpekoğlu, B.; Uğurlu, E. Characteristics of brick used as aggregate in historic brick-lime mortars and plasters. Cem. Concr. Res. 2006, 36, 1115–1122. [Google Scholar] [CrossRef]
- Naceri, A.; Hamina, M.C. Use of waste brick as a partial replacement of cement in mortar. Waste Manag. 2009, 29, 2378–2384. [Google Scholar] [CrossRef] [PubMed]
- Vieira, T.; Alves, A.; De Brito, J.; Correia, J.; Silva, R. Durability-related performance of concrete containing fine recycled aggregates from crushed bricks and sanitary ware. Mater. Des. 2016, 90, 767–776. [Google Scholar] [CrossRef]
- Zhao, Y.; Gao, J.; Xu, Z.; Li, S.; Luo, X.; Chen, G. Long-term hydration and microstructure evolution of blended cement containing ground granulated blast furnace slag and waste clay brick. Cem. Concr. Compos. 2021, 118, 103982. [Google Scholar] [CrossRef]
- Rahhal, V.F.; Trezza, M.A.; Tironi, A.; Castellano, C.C.; Pavlíková, M.; Pokorný, J.; Irassar, E.F.; Jankovský, O.; Pavlík, Z. Complex characterization and behavior of waste fired brick powder-portland cement system. Materials 2019, 12, 1650. [Google Scholar] [CrossRef]
- Bektas, F.; Wang, K.; Ceylan, H. Effects of crushed clay brick aggregate on mortar durability. Constr. Build. Mater. 2009, 23, 1909–1914. [Google Scholar] [CrossRef]
- Lin, K.-L.; Wu, H.-H.; Shie, J.-L.; Hwang, C.-L.; Cheng, A. Recycling waste brick from construction and demolition of buildings as pozzolanic materials. Waste Manag. Res. 2010, 28, 653–659. [Google Scholar] [CrossRef] [PubMed]
- Zou, Z.; Provoost, S.; Gruyaert, E. Utilization of waste brick powder as a partial replacement of portland cement in mortars. Sustainability 2024, 16, 624. [Google Scholar] [CrossRef]
- Özkılıç, Y.O.; Karalar, M.; Çelik, A.İ.; Zeybek, Ö.; Jagadesh, P.; Althaqafi, E. Experimental and computational analyses of eco-friendly concrete using recycled crushed brick. Rev. Adv. Mater. Sci. 2025, 64, 20250157. [Google Scholar] [CrossRef]
- Chen, G.; Gao, J.; Liu, C.; Li, S.; Zhao, Y.; Wu, H.; Guo, Z.; Luo, X.; Liu, Q.; Chen, X. Effect of waste clay brick powder and slag on mechanical properties and durability of concrete. Powder Technol. 2025, 453, 120623. [Google Scholar] [CrossRef]
- Xue, C.; Qiao, H.; Cao, H.; Feng, Q.; Li, Q. Analysis on the strength of cement mortar mixed with construction waste brick powder. Adv. Civ. Eng. 2021, 2021, 8871280. [Google Scholar] [CrossRef]
- Abbas, Z.K.; Abbood, A.A. The influence of incorporating recycled brick on concrete properties. In IOP Conference Series: Materials Science and Engineering; IOP Publishing: Bristol, UK, 2021; p. 012010. [Google Scholar]
- Özkılıç, Y.O.; Karalar, M.; Çelik, A.İ.; Althaqafi, E. Performance enhancement and post-fire behavior of concrete incorporating waste fire clay as sustainable solution. Struct. Eng. Mech. 2025, 94, 479–494. [Google Scholar]
- Özkılıç, Y.O.; Karalar, M.; Çelik, A.İ.; Alasiri, M.R.; Mohamud, M.A. Microstructural, mechanical and statistical evaluation of concrete incorporating waste glass wool exposed to elevated temperatures. Sci. Rep. 2025, 16, 434. [Google Scholar] [CrossRef]
- Tang, J.; Ma, W.; Gu, Z.; Zhang, Y.; Fang, D.; Zhao, L. Study on mechanical properties and microstructure of aluminate cement-based materials incorporating recycled brick powder after exposure to elevated temperatures. J. Build. Eng. 2023, 70, 106472. [Google Scholar] [CrossRef]
- Hachemi, S.; Khattab, M.; Benzetta, H. Enhancing the performance of concrete after exposure to high temperature by coarse and fine waste fire brick: An experimental study. Constr. Build. Mater. 2023, 368, 130356. [Google Scholar] [CrossRef]
- Bereche, J.; García, J. Replacement of fine aggregate with refractory brick residue in concrete exposed to elevated temperatures. Rev. Politec. 2024, 53, 79–88. [Google Scholar] [CrossRef]
- Luo, X.; Li, S.; Guo, Z.; Liu, C.; Gao, J. Effect of curing temperature on the hydration property and microstructure of Portland cement blended with recycled brick powder. J. Build. Eng. 2022, 61, 105327. [Google Scholar] [CrossRef]
- Brînduş-Simuţ, J.; Vyšvařil, M.; Bayer, P.; Keppert, M.; Rovnaníková, P. Effect of particle size of waste brick powder on the properties of alkaline activated materials. In IOP Conference Series: Materials Science and Engineering; IOP Publishing: Bristol, UK, 2018; p. 012019. [Google Scholar]
- Bidoung, J.; Pliya, P.; Meukam, P.; Noumowé, A.; Beda, T. Behaviour of clay bricks from small-scale production units after high temperature exposure. Mater. Struct. 2016, 49, 4991–5006. [Google Scholar] [CrossRef]
- Szeląg, M. The application of NDT techniques to examination of thermally-induced cracking patterns of brick powder-Portland cement matrix. Dev. Built Environ. 2022, 12, 100104. [Google Scholar] [CrossRef]
- Hussein, Y.M.; Abd Elrahman, M.; Elsakhawy, Y.; Tayeh, B.A.; Tahwia, A.M. Development and performance of sustainable structural lightweight concrete containing waste clay bricks. J. Mater. Res. Technol. 2022, 21, 4344–4359. [Google Scholar] [CrossRef]
- Miah, M.J.; Babafemi, A.J.; Li, Y.; Kong, S.Y.; Paul, S.C.; Jang, J.G. Impact of overburnt distorted brick aggregate on the performance of concrete at ambient temperature and after exposure to elevated temperatures. Constr. Build. Mater. 2022, 349, 128792. [Google Scholar] [CrossRef]
- Mounira, C.; Mellas, M.; Hamlaoui, A.; Rais, S. Effects of high temperatures on the behavior of reactive powder concrete based on recycled brick powder. Stud. Eng. EXACT Sci. 2024, 5, e6907. [Google Scholar] [CrossRef]
- Wu, C.-H.; Peng, H.-S.; Liao, C.-C. Effects of elevated temperature exposure on the mechanical properties of recycled fine aggregate concrete. J. Chin. Inst. Eng. 2024, 47, 359–368. [Google Scholar] [CrossRef]
- Sallı Bideci, Ö.; Bideci, A.; Ashour, A. Utilization of recycled brick powder as supplementary cementitious materials—A comprehensive review. Materials 2024, 17, 637. [Google Scholar] [CrossRef]
- Xiao, J. Recycled aggregate concrete. In Recycled Aggregate Concrete Structures; Springer: Berlin/Heidelberg, Germany, 2017; pp. 65–98. [Google Scholar]
- Zheng, C.; Lou, C.; Du, G.; Li, X.; Liu, Z.; Li, L. Mechanical properties of recycled concrete with demolished waste concrete aggregate and clay brick aggregate. Results Phys. 2018, 9, 1317–1322. [Google Scholar] [CrossRef]
- Cachim, P.B. Mechanical properties of brick aggregate concrete. Constr. Build. Mater. 2009, 23, 1292–1297. [Google Scholar] [CrossRef]
- Khitab, A.; Riaz, M.S.; Jalil, A.; Khan, R.B.N.; Anwar, W.; Khan, R.A.; Arshad, M.T.; Kirgiz, M.S.; Tariq, Z.; Tayyab, S. Manufacturing of clayey bricks by synergistic use of waste brick and ceramic powders as partial replacement of clay. Sustainability 2021, 13, 10214. [Google Scholar] [CrossRef]
- Wu, H.; Liang, C.; Wang, C.; Ma, Z. Properties of green mortar blended with waste concrete-brick powder at various components, replacement ratios and particle sizes. Constr. Build. Mater. 2022, 342, 128050. [Google Scholar] [CrossRef]
- Yang, D.; Liu, M.; Ma, Z. Properties of the foam concrete containing waste brick powder derived from construction and demolition waste. J. Build. Eng. 2020, 32, 101509. [Google Scholar] [CrossRef]
- Maciel, M.H.; Soares, G.S.; Romano, R.C.d.O.; Cincotto, M.A. Monitoring of Portland cement chemical reaction and quantification of the hydrated products by XRD and TG in function of the stoppage hydration technique. J. Therm. Anal. Calorim. 2019, 136, 1269–1284. [Google Scholar] [CrossRef]
- Li, Z.; Zhang, Y.; Zhao, H.; Chen, H.; He, R. Structure characteristics and composition of hydration products of coal gasification slag mixed cement and lime. Constr. Build. Mater. 2019, 213, 265–274. [Google Scholar] [CrossRef]
- Ge, Z.; Gao, Z.; Sun, R.; Zheng, L. Mix design of concrete with recycled clay-brick-powder using the orthogonal design method. Constr. Build. Mater. 2012, 31, 289–293. [Google Scholar] [CrossRef]
- ASTM C39/C39M-14; Standard Test Method for Compressive Strength of Cylindrical Concrete Specimens. ASTM International: West Conshohocken, PA, USA, 2014.
- Poon, C.S.; Chan, D. Paving blocks made with recycled concrete aggregate and crushed clay brick. Constr. Build. Mater. 2006, 20, 569–577. [Google Scholar] [CrossRef]
- Lin, K.-L.; Chen, B.-Y.; Chiou, C.-S.; Cheng, A. Waste brick’s potential for use as a pozzolan in blended Portland cement. Waste Manag. Res. 2010, 28, 647–652. [Google Scholar] [CrossRef]
- Zhu, L.; Zhu, Z. Reuse of clay brick waste in mortar and concrete. Adv. Mater. Sci. Eng. 2020, 2020, 6326178. [Google Scholar] [CrossRef]
- Semugaza, G.; Mielke, T.; Castillo, M.E.; Gierth, A.Z.; Tam, J.X.; Nawrath, S.; Lupascu, D.C. Reactivation of hydrated cement powder by thermal treatment for partial replacement of ordinary portland cement. Mater. Struct. 2023, 56, 48. [Google Scholar] [CrossRef]
- Liang, J.-F.; Yang, Z.-P.; Yi, P.-H.; Wang, J.-B. Compressive Behavior of Recycled Mortar After Exposure to High Temperatures. Open Civ. Eng. J. 2016, 10, 807–812. [Google Scholar] [CrossRef]
- Algourdin, N.; Bideux, C.; Mesticou, Z.; Si Larbi, A. High temperature performance of recycled fine concrete. Low-Carbon Mater. Green Constr. 2024, 2, 19. [Google Scholar] [CrossRef]
- Abbas, S.N.; Qureshi, M.I. Variation in mechanical properties of concrete having recycled brick aggregates, recycled concrete aggregates and recycled plastic aggregates: A review. Next Res. 2025, 2, 100324. [Google Scholar] [CrossRef]
- Yuan, S.; Li, K.; Luo, J.; Zhu, Z.; Zeng, Y.; Dong, J.; Liang, W.; Zhang, F. Effects of brick-concrete aggregates on the mechanical properties of basalt fiber reinforced recycled waste concrete. J. Build. Eng. 2023, 80, 108023. [Google Scholar] [CrossRef]
- ASTM C496/C496M-11; Standard Test Method for Splitting Tensile Strength of Cylindrical Concrete Specimens. ASTM International: West Conshohocken, PA, USA, 2011.
- ASTM C78/C78M-10; Standard Test Method for Flexural Strength of Concrete (Using Simple Beam with Third-Point Loading). American Society for Testing and Materials: West Conshohocken, PA, USA, 2010.
- Aziz, P.L.; Abdulkadir, M.R. Mechanical Properties and Flexural Strength of Reinforced Concrete Beams Containing Waste Material as Partial Replacement for Coarse Aggregates. Int. J. Concr. Struct. Mater. 2022, 16, 56. [Google Scholar] [CrossRef]
- Yıldızel, S.A.; Çalış, G. Design and optimization of basalt fiber added lightweight pumice concrete using taguchi method. Rev. Romana De Mater. 2019, 49, 544–553. [Google Scholar]
- Hilal, N.; Saleh, R.D.; Yakoob, N.B.; Banyhussan, Q.S. Utilization of ceramic waste powder in cement mortar exposed to elevated temperature. Innov. Infrastruct. Solut. 2021, 6, 35. [Google Scholar] [CrossRef]
- Rocha, J.H.A.; Ruiz, B.M.M.; Toledo Filho, R.D. Evaluating the use of recycled brick powder as a partial replacement for Portland cement in concrete. Ing. E Investig. 2024, 44, 5. [Google Scholar] [CrossRef]
- Małek, M.; Smarzewski, P.; Kunikowski, M.; Kluczyński, J. Utilization of brick powder as a sustainable additive in concrete: Optimization of mechanical and thermal performance. Constr. Build. Mater. 2025, 492, 143092. [Google Scholar] [CrossRef]
- Wu, J.-D.; Guo, L.-P.; Qin, Y.-Y. Preparation and characterization of ultra-high-strength and ultra-high-ductility cementitious composites incorporating waste clay brick powder. J. Clean. Prod. 2021, 312, 127813. [Google Scholar] [CrossRef]
- Alcharchafche, M.A.S.; Al-Mashhadani, M.M.; Aygörmez, Y. Investigation of mechanical and durability properties of brick powder-added White Cement composites with three different fibers. Constr. Build. Mater. 2022, 347, 128548. [Google Scholar] [CrossRef]
- Safaeian Hamzehkolaei, N.; Afshoon, I. Experimental investigation of mechanical properties and durability of SFR-SCC incorporating ceramic waste powder and coarse aggregates. Multiscale Multidiscip. Model. Exp. Des. 2025, 8, 266. [Google Scholar] [CrossRef]
- Chetbani, Y.; Boumaaza, M.; Zaitri, R.; Belaadi, A.; Mahammed, A.B.; Laouissi, A.; Alshaikh, I.M.H.; Ghernaout, D. Study of the effect of hemp fibers and brick waste powder on the mechanical characteristics of mortar: Experimental and statistical analysis. J. Nat. Fibers 2025, 22, 2438900. [Google Scholar] [CrossRef]
- Najm, H.M.; Nanayakkara, O.; Ahmad, M.; Sabri Sabri, M.M. Mechanical properties, crack width, and propagation of waste ceramic concrete subjected to elevated temperatures: A comprehensive study. Materials 2022, 15, 2371. [Google Scholar] [CrossRef]
- Sinkhonde, D.; Onchiri, R.O.; Oyawa, W.O.; Mwero, J.N. Response surface methodology-based optimisation of cost and compressive strength of rubberised concrete incorporating burnt clay brick powder. Heliyon 2021, 7, e08565. [Google Scholar] [CrossRef]
- Miah, M.J.; Paul, S.C.; Babafemi, A.J.; Panda, B. Strength properties of sustainable mortar containing waste steel slag and waste clay brick: Effect of temperature. Materials 2021, 14, 2113. [Google Scholar] [CrossRef] [PubMed]
- Shao, J.; Gao, J.; Zhao, Y.; Chen, X. Study on the pozzolanic reaction of clay brick powder in blended cement pastes. Constr. Build. Mater. 2019, 213, 209–215. [Google Scholar] [CrossRef]
- Letelier, V.; Ortega, J.; Muñoz, P.; Tarela, E.; Moriconi, G. Influence of Waste Brick Powder in the Mechanical Properties of Recycled Aggregate Concrete. Sustainability 2018, 10, 1037. [Google Scholar] [CrossRef]
- Moncea, M.-A.; Deák, G.; Dumitru, F.-D.; Amat, R.C.; Ibrahim, N.M. A Comprehensive Evaluation of Pozzolanic Activity of Ancient Brick Powders Wastes—BPW in Cement Based Materials. In Proceedings of the 3rd International Conference on Green Environmental Engineering and Technology; Mohamed Noor, N., Sam, S.T., Abdul Kadir, A., Eds.; Lecture Notes in Civil Engineering; Springer Nature: Singapore, 2022; Volume 214, pp. 229–234. [Google Scholar]
- Filali, S.; Nasser, A.; Kerkour-El Miad, A. Sustainable Concrete: Investigating the Use of Brick Waste as an Aggregate Substitute. ARPN J. Eng. Appl. Sci. 2025, 20, 221–230. [Google Scholar]
- Abdul Risham, A.Z.; Tee, T.K.; Abdul Kadir, L.; Ichwanto, M.A.; Azman, M.N.A. Study on Concrete Production Using Waste Brick and Tiles as a Replacement for Coarse Aggregates. Semarak Int. J. Civ. Struct. Eng. 2025, 5, 11–23. [Google Scholar] [CrossRef]
























| Mixture | Cement | Water | Fine Aggregate | Coarse Aggregate | Waste Brick Aggregate |
|---|---|---|---|---|---|
| 0% | 750 | 375 | 750 | 750 | 0 |
| 10% | 750 | 375 | 675 | 750 | 75 |
| 20% | 750 | 375 | 600 | 750 | 150 |
| 30% | 750 | 375 | 525 | 750 | 225 |
| 40% | 750 | 375 | 450 | 750 | 300 |
| 50% | 750 | 375 | 375 | 750 | 375 |
| Chemical Compositions | |
|---|---|
| Compenent | Value (%) |
| Al2O3 | 15.499 |
| BaO | 0.221 |
| CaO | 7.133 |
| Cr2O3 | 0.048 |
| Fe2O3 | 12.382 |
| K2O | 0.873 |
| MgO | 4.888 |
| Mn3O4 | 0.169 |
| Na2O | 1.309 |
| NiO | 0.026 |
| P2O5 | 0.220 |
| SiO2 | 54.707 |
| SO3 | 0.065 |
| TiO2 | 2.304 |
| V2O5 | 0.033 |
| ZrO2 | 0.021 |
| SrO | 0.068 |
| Physical properties | |
| Apparent specific gravity | 2.2 |
| Water absorption (%) | 14% |
| Dry bulk density (kg/m3) | 1450 |
| Fineness modulus | 2.8 |
| Source | DF | Seq SS | Contribution | Adj SS | F-Value | p-Value |
|---|---|---|---|---|---|---|
| T | 4 | 24.536 | 16.44% | 24.536 | 111.39 | <0.001 |
| WBA | 5 | 123.564 | 82.82% | 123.564 | 448.76 | <0.001 |
| Error | 20 | 1.101 | 0.74% | 1.101 | ||
| Total | 29 | 149.202 | 100% |
| Comparison Group I WBA (%)/T (°C) | Comparison Group II WBA (%)/T (°C) | Mean Difference | Adjusted p-Value |
|---|---|---|---|
| 0/400 | 50/400 | −5.84 | <0.001 |
| 0/600 | 50/600 | −5.68 | <0.001 |
| 0/800 | 50/800 | −5.30 | <0.001 |
| 10/400 | 50/400 | −4.83 | <0.001 |
| 10/600 | 50/600 | −4.74 | <0.001 |
| 10/800 | 50/800 | −5.41 | <0.001 |
| 20/400 | 50/400 | −4.01 | <0.001 |
| 20/600 | 50/600 | −4.00 | <0.001 |
| 20/800 | 50/800 | −4.36 | <0.001 |
| 30/400 | 50/400 | −2.44 | <0.001 |
| 30/600 | 50/600 | −2.44 | <0.001 |
| 30/800 | 50/800 | −2.39 | <0.001 |
| 40/400 | 50/400 | −1.06 | 0.001 |
| Source | DF | Seq SS | Contribution | Adj SS | F-Value | p-Value |
|---|---|---|---|---|---|---|
| T | 4 | 8.5338 | 20.70% | 2.13346 | 120.06 | 0.0000 |
| WBA | 5 | 32.3450 | 78.44% | 6.469 | 364.03 | 0.0000 |
| Error | 20 | 0.3534 | 0.86% | 0.01777 | ||
| Total | 29 | 41.2342 | 100% |
| Comparison Group I WBA (%)/T (°C) | Comparison Group II WBA (%)/T (°C) | Mean Difference | Adjusted p-Value |
|---|---|---|---|
| 0/24 | 50/24 | 3.3 | 0.000 |
| 0/200 | 50/200 | 3.02 | 0.000 |
| 0/400 | 50/400 | 3.01 | 0.000 |
| 0/600 | 50/600 | 2.09 | 0.000 |
| 0/800 | 50/800 | 2.71 | 0.000 |
| 10/24 | 50/24 | 2.41 | 0.000 |
| 10/400 | 50/400 | 2.11 | 0.000 |
| 10/600 | 50/600 | 2.25 | 0.000 |
| 20/24 | 50/24 | 1.67 | 0.000 |
| 20/800 | 50/800 | 1.79 | 0.000 |
| 40/400 | 50/400 | 0.33 | 0.000 |
| 40/600 | 50/600 | 0.22 | 0.000 |
| 40/800 | 50/800 | 0.18 | 0.008 |
| Source | DF | Seq SS | Contribution | Adj SS | F-Value | p-Value |
|---|---|---|---|---|---|---|
| T | 4 | 0.36790 | 24.53% | 0.091975 | 65.56 | 0.000 |
| WBA | 5 | 1.10359 | 73.56% | 0.220718 | 157.32 | 0.000 |
| Error | 20 | 0.02806 | 1.87% | 0.001403 | ||
| Total | 29 | 1.49955 | 100% |
| Comparison Group I WBA (%)/T (°C) | Comparison Group II WBA (%)/T (°C) | Mean Difference | Adjusted p-Value |
|---|---|---|---|
| 0/24 | 50/24 | 0.47 | 0.000 |
| 0/200 | 50/200 | 0.54 | 0.000 |
| 0/400 | 50/400 | 0.54 | 0.000 |
| 0/800 | 50/800 | 0.59 | 0.000 |
| 10/24 | 50/24 | 0.44 | 0.000 |
| 10/200 | 50/200 | 0.42 | 0.000 |
| 10/400 | 50/400 | 0.41 | 0.000 |
| 20/400 | 50/400 | 0.43 | 0.000 |
| 20/600 | 50/600 | 0.47 | 0.000 |
| 20/800 | 50/800 | 0.54 | 0.000 |
| 30/200 | 50/400 | 0.24 | 0.000 |
| 30/800 | 50/800 | 0.27 | 0.000 |
| 40/600 | 50/600 | 0.18 | 0.000 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Özkılıç, Y.O.; Çelik, A.İ.; Karalar, M.; Alasiri, M.R.; Yildizel, S.A. ANOVA–RSM Analysis for Predicting and Optimizing the Mechanical Response of Concrete Incorporating Waste Brick Aggregates After Elevated Temperatures. Materials 2026, 19, 1977. https://doi.org/10.3390/ma19101977
Özkılıç YO, Çelik Aİ, Karalar M, Alasiri MR, Yildizel SA. ANOVA–RSM Analysis for Predicting and Optimizing the Mechanical Response of Concrete Incorporating Waste Brick Aggregates After Elevated Temperatures. Materials. 2026; 19(10):1977. https://doi.org/10.3390/ma19101977
Chicago/Turabian StyleÖzkılıç, Yasin Onuralp, Ali İhsan Çelik, Memduh Karalar, Muhannad Riyadh Alasiri, and Sadik Alper Yildizel. 2026. "ANOVA–RSM Analysis for Predicting and Optimizing the Mechanical Response of Concrete Incorporating Waste Brick Aggregates After Elevated Temperatures" Materials 19, no. 10: 1977. https://doi.org/10.3390/ma19101977
APA StyleÖzkılıç, Y. O., Çelik, A. İ., Karalar, M., Alasiri, M. R., & Yildizel, S. A. (2026). ANOVA–RSM Analysis for Predicting and Optimizing the Mechanical Response of Concrete Incorporating Waste Brick Aggregates After Elevated Temperatures. Materials, 19(10), 1977. https://doi.org/10.3390/ma19101977

