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Optimization of Internal Patterns in 3D-Printed Walls to Control Heat Transfer and Embodied Impact

Yıl 2026, Cilt: 9 Sayı: 1, 65 - 77, 15.01.2026
https://doi.org/10.34248/bsengineering.1792446
https://izlik.org/JA34EU45HJ

Öz

This study presents the development and evaluation of a 3D-printable alkali-activated mortar formulated with brick masonry waste, utilized as both binder and aggregate to mitigate the environmental burden of Portland cement and reduce reliance on scarce industrial by-products. Mixtures with 50–80% recycled brick content were tested for fresh rheology, mechanical strength, thermal conductivity, and 3D-printability. Using the measured properties, finite-element thermal analyses were performed on five wall geometries with varying void configurations. The results indicate that increased void ratios substantially lower thermal transmittance, while the geometry and distribution of contact points critically influence heat transfer. The best-performing design achieved a U-value of ~4.1 W/m²K, corresponding to a 75% reduction compared to a solid wall of equal thickness. Complementary cradle-to-gate life-cycle assessment (LCA), confirmed reductions of 70–80% in embodied environmental impacts following geometric optimization. Collectively, these findings highlight the potential of integrating waste-derived geopolymer binders with optimized 3D-printed wall patterns to produce thermally efficient building envelopes. The outcomes support sustainable construction pathways and underscore the relevance of extending future research to explore multi-functional optimization (e.g., acoustic and structural performance), and the integration of passive insulation strategies to further enhance these 3D-printed systems.

Etik Beyan

Ethics committee approval was not required for this study because of there was no study on animals or humans.

Kaynakça

  • Akduman, Ş., Kocaer, O., Aldemir, A., Şahmaran, M., Yıldırım, G., Almahmood, H., & Ashour, A. (2021). Experimental investigations on the structural behaviour of reinforced geopolymer beams produced from recycled construction materials. Journal of Building Engineering, 41, 102776. https://doi.org/10.1016/j.jobe.2021.102776
  • Aldemir, A., Akduman, S., Kocaer, O., Aktepe, R., Sahmaran, M., Yildirim, G., Almahmood, H., Ashour, A. (2022). Shear behaviour of reinforced construction and demolition waste-based geopolymer concrete beams. Journal of Building Engineering, 47, 103861. https://doi.org/10.1016/j.jobe.2021.103861
  • Alghamdi, H., & Neithalath, N. (2019). Synthesis and characterization of 3D-printable geopolymeric foams for thermally efficient building envelope materials. Cement and Concrete Composites, 104, 103377. https://doi.org/10.1016/j.cemconcomp.2019.103377
  • Alkhalidi, A., & Hatuqay, D. (2020). Energy-efficient 3D-printed buildings: Material and techniques selection worldwide study. Journal of Building Engineering, 30, 101286. https://doi.org/10.1016/j.jobe.2020.101286
  • Al-Noaimat, Y., Ghaffar, S., Chougan, M., & Al-Kheetan, M. (2023). A review of 3D printing low-carbon concrete with one-part geopolymer: Engineering, environmental and economic feasibility. Case Studies in Construction Materials, e01818. https://doi.org/10.1016/j.cscm.2022.e01818
  • Al-Yasiri, Q., & Szabó, M. (2021). Incorporation of phase change materials into building envelope for thermal comfort and energy saving: A comprehensive analysis. Journal of Building Engineering, 34, 102122. https://doi.org/10.1016/j.jobe.2020.102122
  • Assaad, J. J. (2017). Influence of recycled aggregates on dynamic/static stability of self-consolidating concrete. Journal of Sustainable Cement-Based Materials, 6, 345–365. https://doi.org/10.1080/21650373.2017.1280427
  • ASTM International. (2020). ASTM C1437-20: Standard test method for flow of hydraulic cement mortar. https://www.astm.org/c1437-15.html
  • Bai, C., Franchin, G., Elsayed, H., Zaggia, A., Conte, L., Li, H., & Colombo, P. (2017). High-porosity geopolymer foams with tailored porosity for thermal insulation and wastewater treatment. Journal of Materials Research, 32, 3251–3259. https://doi.org/10.1557/jmr.2017.127
  • Bayiha, B. N., Billong, N., Yamb, E., Kaze, R. C., & Nzengwa, R. (2019). Effect of limestone dosage on some properties of geopolymer from thermally activated halloysite. Construction and Building Materials, 217, 28–35. https://doi.org/10.1016/j.conbuildmat.2019.05.047
  • Braulio-Gonzalo, M., & Bovea, M. D. (2017). Environmental and cost performance of building envelope insulation materials to reduce energy demand: Thickness optimisation. Energy and Buildings, 150, 527–545. https://doi.org/10.1016/j.enbuild.2017.06.005
  • Carcassi, O., Maierdan, Y., Akemah, T., Kawashima, S., & Ben-Alon, L. (2024). Maximizing fiber content in 3D-printed earth materials: Printability, mechanical, thermal and environmental assessments. Construction and Building Materials. https://doi.org/10.1016/j.conbuildmat.2024.135891.
  • Chung, S. Y., Stephan, D., Abd Elrahman, M., & Han, T. S. (2016). Effects of anisotropic voids on thermal properties of insulating media investigated using 3D-printed samples. Construction and Building Materials, 111, 529–542.
  • Cuevas, K., Chougan, M., Martin, F., Ghaffar, S. H., Stephan, D., & Sikora, P. (2021). 3D-printable lightweight cementitious composites with incorporated waste-glass aggregates and expanded microspheres: Rheological, thermal and mechanical properties. Journal of Building Engineering, 44, 102718.
  • Das, A., Marchon, D., Shahsavari, R., Bos, F. P., di Luzio, G., & Scrivener, K. (2022). Effect of processing on the air void system of 3D printed concrete. Cement and Concrete Research, 156, 106789. https://doi.org/10.1016/j.cemconres.2022.106789
  • Déspeisse, M., Baumers, M., Brown, P., Charnley, F., Ford, S., Garmulewicz, A., … Rowley, J. (2017). Unlocking value for a circular economy through 3D printing: A research agenda. Technological Forecasting and Social Change, 115, 75–84. https://doi.org/10.1016/j.techfore.2016.09.021
  • Du Plessis, A., Broeckhoven, C., Yadroitsava, I., Yadroitsev, I., Hands, C. H., Kunju, R., & Bhate, D. (2019). Beautiful and functional: A review of biomimetic design in additive manufacturing. Additive Manufacturing, 27, 408–427.
  • Dwivedi, E. (2024). A review on development of 3D printable concrete by utilizing agro-industrial waste: Evaluation of fresh properties. International Journal for Research in Applied Science and Engineering Technology, 12(6). https://doi.org/10.22214/ijraset.2024.63530
  • EN ISO 6946. (2017). Building components and building elements—Thermal resistance and thermal transmittance—Calculation methods (3rd ed.). International Organization for Standardization.
  • Falliano, D., De Domenico, D., Ricciardi, G., & Gugliandolo, E. (2020). 3D-printable lightweight foamed concrete and comparison with classical foamed concrete in terms of fresh-state properties and mechanical strength. Construction and Building Materials, 254, 119271.
  • Feng, C., & Yu, S. (2021). 3D printing of thermal insulating polyimide/cellulose nanocrystal composite aerogels with low dimensional shrinkage. Polymers, 13, 3614. https://doi.org/10.3390/polym13213614
  • Feng, J., Zhang, R., Gong, L., Li, Y., Cao, W., & Cheng, X. (2015). Development of porous fly ash-based geopolymer with low thermal conductivity. Materials & Design, 65, 529–533.
  • Galadanci, A., Ianakiev, A., Kromanis, R., & Robinson, J. (2020). Energy investigation framework: Understanding buildings from an energy perspective view. Journal of Building Engineering, 28, 101046. https://doi.org/10.1016/j.jobe.2019.101046
  • Gokce, H. S., Gungor, O., & Oksuzer, N. (2022). A novel internal curing method for 3D-printed geopolymer structures reinforced with a steel cable: Electro-heating. Materials Letters, 309, 131364. https://doi.org/10.1016/j.matlet.2021.131364
  • Huang, H., Zhou, Y., Huang, R., Wu, H., Sun, Y., Huang, G., & Xu, T. (2020). Optimum insulation thicknesses and energy conservation of building thermal insulation materials in the humid subtropical zone of China. Sustainable Cities and Society, 52, 101840. https://doi.org/10.1016/j.scs.2019.101840
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Optimization of Internal Patterns in 3D-Printed Walls to Control Heat Transfer and Embodied Impact

Yıl 2026, Cilt: 9 Sayı: 1, 65 - 77, 15.01.2026
https://doi.org/10.34248/bsengineering.1792446
https://izlik.org/JA34EU45HJ

Öz

This study presents the development and evaluation of a 3D-printable alkali-activated mortar formulated with brick masonry waste, utilized as both binder and aggregate to mitigate the environmental burden of Portland cement and reduce reliance on scarce industrial by-products. Mixtures with 50–80% recycled brick content were tested for fresh rheology, mechanical strength, thermal conductivity, and 3D-printability. Using the measured properties, finite-element thermal analyses were performed on five wall geometries with varying void configurations. The results indicate that increased void ratios substantially lower thermal transmittance, while the geometry and distribution of contact points critically influence heat transfer. The best-performing design achieved a U-value of ~4.1 W/m²K, corresponding to a 75% reduction compared to a solid wall of equal thickness. Complementary cradle-to-gate life-cycle assessment (LCA), confirmed reductions of 70–80% in embodied environmental impacts following geometric optimization. Collectively, these findings highlight the potential of integrating waste-derived geopolymer binders with optimized 3D-printed wall patterns to produce thermally efficient building envelopes. The outcomes support sustainable construction pathways and underscore the relevance of extending future research to explore multi-functional optimization (e.g., acoustic and structural performance), and the integration of passive insulation strategies to further enhance these 3D-printed systems.

Etik Beyan

Ethics committee approval was not required for this study because of there was no study on animals or humans.

Kaynakça

  • Akduman, Ş., Kocaer, O., Aldemir, A., Şahmaran, M., Yıldırım, G., Almahmood, H., & Ashour, A. (2021). Experimental investigations on the structural behaviour of reinforced geopolymer beams produced from recycled construction materials. Journal of Building Engineering, 41, 102776. https://doi.org/10.1016/j.jobe.2021.102776
  • Aldemir, A., Akduman, S., Kocaer, O., Aktepe, R., Sahmaran, M., Yildirim, G., Almahmood, H., Ashour, A. (2022). Shear behaviour of reinforced construction and demolition waste-based geopolymer concrete beams. Journal of Building Engineering, 47, 103861. https://doi.org/10.1016/j.jobe.2021.103861
  • Alghamdi, H., & Neithalath, N. (2019). Synthesis and characterization of 3D-printable geopolymeric foams for thermally efficient building envelope materials. Cement and Concrete Composites, 104, 103377. https://doi.org/10.1016/j.cemconcomp.2019.103377
  • Alkhalidi, A., & Hatuqay, D. (2020). Energy-efficient 3D-printed buildings: Material and techniques selection worldwide study. Journal of Building Engineering, 30, 101286. https://doi.org/10.1016/j.jobe.2020.101286
  • Al-Noaimat, Y., Ghaffar, S., Chougan, M., & Al-Kheetan, M. (2023). A review of 3D printing low-carbon concrete with one-part geopolymer: Engineering, environmental and economic feasibility. Case Studies in Construction Materials, e01818. https://doi.org/10.1016/j.cscm.2022.e01818
  • Al-Yasiri, Q., & Szabó, M. (2021). Incorporation of phase change materials into building envelope for thermal comfort and energy saving: A comprehensive analysis. Journal of Building Engineering, 34, 102122. https://doi.org/10.1016/j.jobe.2020.102122
  • Assaad, J. J. (2017). Influence of recycled aggregates on dynamic/static stability of self-consolidating concrete. Journal of Sustainable Cement-Based Materials, 6, 345–365. https://doi.org/10.1080/21650373.2017.1280427
  • ASTM International. (2020). ASTM C1437-20: Standard test method for flow of hydraulic cement mortar. https://www.astm.org/c1437-15.html
  • Bai, C., Franchin, G., Elsayed, H., Zaggia, A., Conte, L., Li, H., & Colombo, P. (2017). High-porosity geopolymer foams with tailored porosity for thermal insulation and wastewater treatment. Journal of Materials Research, 32, 3251–3259. https://doi.org/10.1557/jmr.2017.127
  • Bayiha, B. N., Billong, N., Yamb, E., Kaze, R. C., & Nzengwa, R. (2019). Effect of limestone dosage on some properties of geopolymer from thermally activated halloysite. Construction and Building Materials, 217, 28–35. https://doi.org/10.1016/j.conbuildmat.2019.05.047
  • Braulio-Gonzalo, M., & Bovea, M. D. (2017). Environmental and cost performance of building envelope insulation materials to reduce energy demand: Thickness optimisation. Energy and Buildings, 150, 527–545. https://doi.org/10.1016/j.enbuild.2017.06.005
  • Carcassi, O., Maierdan, Y., Akemah, T., Kawashima, S., & Ben-Alon, L. (2024). Maximizing fiber content in 3D-printed earth materials: Printability, mechanical, thermal and environmental assessments. Construction and Building Materials. https://doi.org/10.1016/j.conbuildmat.2024.135891.
  • Chung, S. Y., Stephan, D., Abd Elrahman, M., & Han, T. S. (2016). Effects of anisotropic voids on thermal properties of insulating media investigated using 3D-printed samples. Construction and Building Materials, 111, 529–542.
  • Cuevas, K., Chougan, M., Martin, F., Ghaffar, S. H., Stephan, D., & Sikora, P. (2021). 3D-printable lightweight cementitious composites with incorporated waste-glass aggregates and expanded microspheres: Rheological, thermal and mechanical properties. Journal of Building Engineering, 44, 102718.
  • Das, A., Marchon, D., Shahsavari, R., Bos, F. P., di Luzio, G., & Scrivener, K. (2022). Effect of processing on the air void system of 3D printed concrete. Cement and Concrete Research, 156, 106789. https://doi.org/10.1016/j.cemconres.2022.106789
  • Déspeisse, M., Baumers, M., Brown, P., Charnley, F., Ford, S., Garmulewicz, A., … Rowley, J. (2017). Unlocking value for a circular economy through 3D printing: A research agenda. Technological Forecasting and Social Change, 115, 75–84. https://doi.org/10.1016/j.techfore.2016.09.021
  • Du Plessis, A., Broeckhoven, C., Yadroitsava, I., Yadroitsev, I., Hands, C. H., Kunju, R., & Bhate, D. (2019). Beautiful and functional: A review of biomimetic design in additive manufacturing. Additive Manufacturing, 27, 408–427.
  • Dwivedi, E. (2024). A review on development of 3D printable concrete by utilizing agro-industrial waste: Evaluation of fresh properties. International Journal for Research in Applied Science and Engineering Technology, 12(6). https://doi.org/10.22214/ijraset.2024.63530
  • EN ISO 6946. (2017). Building components and building elements—Thermal resistance and thermal transmittance—Calculation methods (3rd ed.). International Organization for Standardization.
  • Falliano, D., De Domenico, D., Ricciardi, G., & Gugliandolo, E. (2020). 3D-printable lightweight foamed concrete and comparison with classical foamed concrete in terms of fresh-state properties and mechanical strength. Construction and Building Materials, 254, 119271.
  • Feng, C., & Yu, S. (2021). 3D printing of thermal insulating polyimide/cellulose nanocrystal composite aerogels with low dimensional shrinkage. Polymers, 13, 3614. https://doi.org/10.3390/polym13213614
  • Feng, J., Zhang, R., Gong, L., Li, Y., Cao, W., & Cheng, X. (2015). Development of porous fly ash-based geopolymer with low thermal conductivity. Materials & Design, 65, 529–533.
  • Galadanci, A., Ianakiev, A., Kromanis, R., & Robinson, J. (2020). Energy investigation framework: Understanding buildings from an energy perspective view. Journal of Building Engineering, 28, 101046. https://doi.org/10.1016/j.jobe.2019.101046
  • Gokce, H. S., Gungor, O., & Oksuzer, N. (2022). A novel internal curing method for 3D-printed geopolymer structures reinforced with a steel cable: Electro-heating. Materials Letters, 309, 131364. https://doi.org/10.1016/j.matlet.2021.131364
  • Huang, H., Zhou, Y., Huang, R., Wu, H., Sun, Y., Huang, G., & Xu, T. (2020). Optimum insulation thicknesses and energy conservation of building thermal insulation materials in the humid subtropical zone of China. Sustainable Cities and Society, 52, 101840. https://doi.org/10.1016/j.scs.2019.101840
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  • Kam, D., Layani, M., Barkai-Minerbi, S., Orbaum, D., Ben-Harush, S., Shoseyov, O., & Magdassi, S. (2019). Additive manufacturing of 3D structures composed of wood materials. Advanced Materials Technologies, 4, 1900158. https://doi.org/10.1002/admt.201900158
  • Kanagaraj, B., Anand, N., Raj, R. S., & Lublóy, E. (2023). Techno-socio-economic aspects of Portland cement, geopolymer, and limestone calcined clay cement (LC3) composite systems: A state-of-the-art review. Construction and Building Materials, 398, 132484. https://doi.org/10.1016/j.conbuildmat.2023.132484
  • Kocaer, O., & Aldemir, A. (2023). Compressive stress–strain model for the estimation of the flexural capacity of reinforced geopolymer concrete members. Structural Concrete, 24(4), 5102–5121. https://doi.org/10.1002/suco.202200914
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  • Kul, A., Kocaer, O., Aldemir, A., Yildirim, G., & Lucas, S. S. (2024a). 3D-printable one-part alkali-activated mortar derived from brick masonry wastes. Case Studies in Construction Materials, e04081. https://doi.org/10.1016/j.cscm.2024.e04081
  • Kul, A., Ozcelikci, E., Ozel, B. F., Gunal, M. F., Yildirim, G., Bayer, I. R., & Demir, I. (2024b). Evaluation of mechanical and microstructural properties of engineered geopolymer composites with construction-and-demolition-waste-based matrices. Journal of Materials in Civil Engineering, 36(1), 04023524. https://doi.org/10.1061/JMCEE7.MTENG-15918
  • Lee, J., Kim, J., Song, D., Kim, J., & Jang, C. (2017). Impact of external insulation and internal thermal density on building energy consumption in a temperate climate with four distinct seasons. Renewable and Sustainable Energy Reviews, 75, 1081–1088. https://doi.org/10.1016/j.rser.2016.11.087
  • Lin, Y., Tsai, K., Lin, M., & Yang, M. (2016). Design optimization of office building envelope configurations for energy conservation. Applied Energy, 171, 336–346. https://doi.org/10.1016/j.apenergy.2016.03.018
  • Liu, M. Y. J., Alengaram, U. J., Jumaat, M. Z., & Mo, K. H. (2014). Evaluation of thermal conductivity, mechanical and transport properties of lightweight aggregate foamed geopolymer concrete. Energy and Buildings, 72, 238–245. https://doi.org/10.1016/j.enbuild.2013.12.029
  • Liu, R., & Du, H. (2025). Optimizing thermal insulation through geometric design: Comparative analysis of normal and lightweight 3D-printed concrete wall patterns. Energy and Buildings, 116437. https://doi.org/10.1016/j.enbuild.2024.116437
  • Liu, X., Wu, J., Zhao, X., Yan, P., & Ji, W. (2021). Effect of brick waste content on mechanical properties of mixed recycled concrete. Construction and Building Materials, 288, 123320. https://doi.org/10.1016/j.conbuildmat.2021.123320
  • Long, L. (2023). An AI-driven model for predicting and optimizing energy-efficient building envelopes. Alexandria Engineering Journal, 81, 203–214. https://doi.org/10.1016/j.aej.2023.08.041
  • Long, W. J., Lin, C., Tao, J. L., Ye, T. H., & Fang, Y. (2021). Printability and particle packing of 3D-printable limestone calcined clay cement composites. Construction and Building Materials, 282, 122647. https://doi.org/10.1016/j.conbuildmat.2021.122647
  • Mansouri, A., Binali, A., Aljawi, A., Alhammadi, A., Almir, K., Alnuaimi, E., & Rodriguez-Ubinas, E. (2022). Thermal modeling of the convective heat transfer in the large air cavities of 3D concrete-printed walls. Cogent Engineering, 9(1), 2130203. https://doi.org/10.1080/23311916.2022.2130203
  • Medri, V., Papa, E., Mazzocchi, M., Laghi, L., Morganti, M., Francisconi, J., & Landi, E. (2015). Production and characterization of lightweight vermiculite/geopolymer-based panels. Materials & Design, 85, 266–274. https://doi.org/10.1016/j.matdes.2015.06.145
  • Murray, H. H. (2000). Traditional and new applications for kaolin, smectite, and palygorskite: A general overview. Applied Clay Science, 17(5–6), 207–221. https://doi.org/10.1016/S0169-1317(00)00016-8
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  • O’Hegarty, R., Kinnane, O., Lennon, D., & Colclough, S. (2021). In-situ U-value monitoring of highly insulated building envelopes: Review and experimental investigation. Energy and Buildings, 253, 111447. https://doi.org/10.1016/j.enbuild.2021.111447
  • Padmini, A. K., Ramamurthy, K., & Mathews, M. S. (2002). Relative moisture movement through recycled-aggregate concrete. Magazine of Concrete Research, 54(5), 377–384. https://doi.org/10.1680/macr.2002.54.5.377
  • Panda, B., Leite, M., Biswal, B., Niu, X., & Garg, A. (2018). Experimental and numerical modelling of mechanical properties of 3D-printed honeycomb structures. Measurement, 116, 495–506. https://doi.org/10.1016/j.measurement.2017.11.037
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  • Zeyad, A. M., Bayraktar, O. Y., Tayeh, B. A., Öz, A., Özkan, İ. G. M., & Kaplan, G. (2024). Impact of rice husk ash on physico-mechanical, durability and microstructural features of rubberized lightweight geopolymer composite. Construction and Building Materials, 427, 136265. https://doi.org/10.1016/j.conbuildmat.2024.136265
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  • Zhang, Z., Provis, J. L., Reid, A., & Wang, H. (2015). Mechanical, thermal insulation, thermal resistance and acoustic absorption properties of geopolymer foam concrete. Cement and Concrete Composites, 62, 97–105. https://doi.org/10.1016/j.cemconcomp.2015.03.013
Toplam 69 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Yapım Teknolojileri
Bölüm Araştırma Makalesi
Yazarlar

Anıl Kul 0000-0003-4985-0797

Gönderilme Tarihi 28 Eylül 2025
Kabul Tarihi 30 Ekim 2025
Erken Görünüm Tarihi 3 Aralık 2025
Yayımlanma Tarihi 15 Ocak 2026
DOI https://doi.org/10.34248/bsengineering.1792446
IZ https://izlik.org/JA34EU45HJ
Yayımlandığı Sayı Yıl 2026 Cilt: 9 Sayı: 1

Kaynak Göster

APA Kul, A. (2026). Optimization of Internal Patterns in 3D-Printed Walls to Control Heat Transfer and Embodied Impact. Black Sea Journal of Engineering and Science, 9(1), 65-77. https://doi.org/10.34248/bsengineering.1792446
AMA 1.Kul A. Optimization of Internal Patterns in 3D-Printed Walls to Control Heat Transfer and Embodied Impact. BSJ Eng. Sci. 2026;9(1):65-77. doi:10.34248/bsengineering.1792446
Chicago Kul, Anıl. 2026. “Optimization of Internal Patterns in 3D-Printed Walls to Control Heat Transfer and Embodied Impact”. Black Sea Journal of Engineering and Science 9 (1): 65-77. https://doi.org/10.34248/bsengineering.1792446.
EndNote Kul A (01 Ocak 2026) Optimization of Internal Patterns in 3D-Printed Walls to Control Heat Transfer and Embodied Impact. Black Sea Journal of Engineering and Science 9 1 65–77.
IEEE [1]A. Kul, “Optimization of Internal Patterns in 3D-Printed Walls to Control Heat Transfer and Embodied Impact”, BSJ Eng. Sci., c. 9, sy 1, ss. 65–77, Oca. 2026, doi: 10.34248/bsengineering.1792446.
ISNAD Kul, Anıl. “Optimization of Internal Patterns in 3D-Printed Walls to Control Heat Transfer and Embodied Impact”. Black Sea Journal of Engineering and Science 9/1 (01 Ocak 2026): 65-77. https://doi.org/10.34248/bsengineering.1792446.
JAMA 1.Kul A. Optimization of Internal Patterns in 3D-Printed Walls to Control Heat Transfer and Embodied Impact. BSJ Eng. Sci. 2026;9:65–77.
MLA Kul, Anıl. “Optimization of Internal Patterns in 3D-Printed Walls to Control Heat Transfer and Embodied Impact”. Black Sea Journal of Engineering and Science, c. 9, sy 1, Ocak 2026, ss. 65-77, doi:10.34248/bsengineering.1792446.
Vancouver 1.Anıl Kul. Optimization of Internal Patterns in 3D-Printed Walls to Control Heat Transfer and Embodied Impact. BSJ Eng. Sci. 01 Ocak 2026;9(1):65-77. doi:10.34248/bsengineering.1792446

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