• International Journal of Technology (IJTech)
  • Vol 17, No 4 (2026)

Experimental and Numerical Assessment of Heat-Affected Zone Fracture Toughness in Flux-Cored Arc Welded AISI 1015 Steel

Experimental and Numerical Assessment of Heat-Affected Zone Fracture Toughness in Flux-Cored Arc Welded AISI 1015 Steel

Title: Experimental and Numerical Assessment of Heat-Affected Zone Fracture Toughness in Flux-Cored Arc Welded AISI 1015 Steel
Pavel Michel Almaguer Zaldivar, Alexis Cordovés, José Alejandro Martínez Grave de Peralta, Jesús Rodríguez Flores, Ricardo Lorenzo Avila Rondon

Corresponding email:


Cite this article as:
ZaldIvar, P. M. A., GarcIa, A. C., Peralta, J. A. M. G. D., Flores, J. R., & Rond´on, R. L. ´A. (2026). Experimental and numerical assessment of heat-affected zone fracture toughness in flux-cored arc welded AISI 1015 steel. International Journal of Technology, 17 (4), 1560–1578


2
Downloads
Pavel Michel Almaguer Zaldivar Computer-Aided Design and Manufacturing Studies Center (CE-CAD/CAM), Faculty of Engineering, Holguin University, Holguin 80100, Cuba
Alexis Cordovés Engineering Systems Research and Consulting Group (GICSI), Faculty of Engineering Sciences and Industries, Universidad UTE, Quito 170527, Ecuador
José Alejandro Martínez Grave de Peralta Applied Mechanics Department, Faculty of Engineering, Holguin University, Holguin 80100, Cuba
Jesús Rodríguez Flores Engineering Systems Research and Consulting Group (GICSI), Faculty of Engineering Sciences and Industries, Universidad UTE, Quito 170527, Ecuador
Ricardo Lorenzo Avila Rondon Unidad Laguna, Universidad Autonoma de Coahuila, Torreon 27087, Mexico
Email to Corresponding Author

Abstract
Experimental and Numerical Assessment of Heat-Affected Zone Fracture Toughness in Flux-Cored Arc Welded AISI 1015 Steel

Fracture toughness is a key parameter for assessing structural integrity in welded joints, particularly within the heat-affected zone (HAZ), where microstructural transformations induced by welding may reduce crack resistance. This study proposes and validates an integrated experimental–analytical–numerical methodology for estimating the HAZ fracture toughness in flux-cored arc-welded (FCAW) AISI 1015 steel using non-instrumented Charpy V-notch impact testing. A metallography-assisted computer-aided design protocol ensured accurate and traceable notch positioning within the HAZ before machining. Fracture toughness was estimated by establishing correlations between the impact absorbed energy and the critical stress intensity factor. An energy-based analytical formulation was derived to determine the equivalent dynamic load for finite element coupling, and uncertainty was evaluated using a combined statistical and instrumental contribution framework. The experimentally obtained fracture toughness was KIc = 62.19 ± 1.6 MPa·m1/2 (k = 2, 95% confidence level), while the numerical simulation yielded a value of approximately 77.94 MPa·m1/2, showing reasonable agreement. An approximate 10% reduction relative to the base material confirms that the HAZ is the critical fracture-controlling region. The proposed framework provides a practical and reproducible alternative to conventional fracture mechanics testing.

Charpy impact test; Fracture toughness; Heat-affected zone; Numerical simulation; Welded joints

Supplementary Material
FilenameDescription
R2-ME-8262-20260727131352.docx ---
References

Afzali, N., Jabour, G., Strangh¨oner, N., & Langenberg, P. (2024a). A comparative study into the fracture toughness properties of duplex stainless steels. Journal of Constructional Steel Research, 212, 108283. https://doi.org/10.1016/j.jcsr.2023.108283

Afzali, N., Jabour, G., Strangh¨oner, N., & Langenberg, P. (2024b). An investigation into the correlation between fracture toughness and charpy impact test for duplex stainless steels. International Journal of Offshore and Polar Engineering, 34(1), 11–18. https://doi.org/10.17736/ijope.2024.jc926

Ajmal, M., Lopez-Crespo, C., Cruces, A., & Lopez-Crespo, P. (2023). New plastic crack-tip opening displacement tool based on digital image correlation for estimating the fatigue-crack-growth law on 316l stainless steel. Materials, 16(13), 4589. https://doi.org/10.3390/ma16134589

Ak¸cay, F., & Oterkus, E. (2023). Prediction of fracture toughness of metallic materials. Engineering with Computers, 39(1), 81–88. https://doi.org/10.1007/s00366-021-01505-5

Alegre, J., & Cuesta, I. (2010). Some aspects about the crack growth fem simulations under mixed-mode loading. International Journal of Fatigue, 32(7), 1090–1095. https://doi.org/10.1016/j.ijfatigue.2009.12.002

American Petroleum Institute (API). (2016). Api 579-1/asme ffs-1: Fitness-for-service (tech. rep.). American Petroleum Institute. Washington, DC, USA.

ASTM International. (2002). Astm e23-02a: Standard test methods for notched bar impact testing of metallic materials (tech. rep.). ASTM International. West Conshohocken, PA, USA.

ASTM International. (2013). Astm e112-13: Standard test methods for determining average grain size (tech. rep.) (Reapproved 2021). ASTM International. West Conshohocken, PA, USA.

ASTM International. (2020). Astm e1820-20b: Standard test method for measurement of fracture toughness (tech. rep.). ASTM International. West Conshohocken, PA, USA.

ASTM International. (2022). Astm e18-22: Standard test methods for rockwell hardness and rockwell superficial hardness of metallic materials (tech. rep.). ASTM International. West Conshohocken, PA, USA.

Cao, Y., Zhen, Y., Song, M., Yi, H., Li, F., & Li, X. (2020). Determination of Johnson–Cook parameters and evaluation of charpy impact test performance for X80 pipeline steel. International Journal of Mechanical Sciences, 179, 105627. https://doi.org/10.1016/j.ijmecsci.2020.105627

Chaouadi, R. (2024). Assessing the master curve reference temperature T0 estimated from the charpy impact transition curve and its consequences on the correlation between charpy DBTT and fracture toughness T0 shifts. International Journal of Pressure Vessels and Piping, 208, 105142. https://doi.org/10.1016/j.ijpvp.2024.105142

Chaouadi, R., Marie, S., Puzzolante, J.-L., Lambrecht, M., Le Gloannec, B., & Cheval, P. (2025). Experimental validation of the charpy-impact based reference temperature T0 of SA 508 heavy forgings of nuclear components and development of a charpy-based fracture toughness lower bound curve. International Journal of Pressure Vessels and Piping, 217, 105544. https://doi.org/10.1016/j.ijpvp.2025.105544

Chen, H., Feng, Q., Bi, Y., Gao, X., Dai, L., & Chi, Q. (2022). Statistical assessment of fracture toughness results from the HAZ of X80 pipeline FCAW girth weld. Materials, 15(17), 6157. https://doi.org/10.3390/ma15176157

de Sonis, E., D´epinoy, S., Giroux, P.-F., Maskrot, H., Wident, P., Hercher, O., Villaret, F., & Gourgues-Lorenzon, A.-F. (2023). Microstructure – toughness relationships in 316l stainless steel produced by laser powder bed fusion. Materials Science and Engineering: A, 877, 145179. https://doi.org/10.1016/j.msea.2023.145179

Dwivedi, K., Pathak, H., & Kumar, S. (2023). Variable node higher-order XFEM for fracture modeling in orthotropic material. Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 237(16), 3692–3716. https://doi.org/10.1177/09544062221148879

El Alami, M., Laazizi, A., & Fri, K. (2024). Numerical analysis EF of resilience impact test behavior for X80 steel. The International Journal of Advanced Manufacturing Technology, 131(7-8), 4107–4128. https://doi.org/10.1007/s00170-024-13258-8

International Organization for Standardization (ISO). (2016). Iso 148-1:2016. metallic materials — charpy pendulum impact test — part 1: Test method (tech. rep.). ISO. Geneva, Switzerland.

Jovanovic, M., Camagic, I., Sedmak, S., Sedmak, A., & Burzic, Z. (2022). The effect of material heterogeneity and temperature on impact toughness and fracture resistance of SA 387 Gr. 91 welded joints. Materials, 15, 1854. https://doi.org/10.3390/ma15051854

Kori, T., Kassaye, F., Kozlowska, A., & Grajcar, A. (2024). Numerical modeling of charpy impact toughness behavior and stress distribution of quenching and partitioning steel. Symmetry, 17(1), 53. https://doi.org/10.3390/sym17010053

Kumar, S., Londe, N., Kumar, K., & Kittur, M. (2021). Estimation of fracture toughness (KIC) using charpy impact test for Al6061T6 and Al7075T6 alloys subjected to corrosion. Materials Today: Proceedings, 46(7), 2414–2420. https://doi.org/10.1016/j.matpr.2021.01.298

Lee, J., Jo, W., Seo, J., & An, G. (2025). Effect of notch shape on the fracture toughness behavior. International Journal of Naval Architecture and Ocean Engineering, 17, 100646. https://doi.org/10.1016/j.ijnaoe.2025.100646

Li, H., & Iyama, J. (2024). Investigation on fracture behavior of electroslag welding joint with high-performance steel. International Journal of Steel Structures, 24, 882–891. https://doi.org/10.1007/s13296-024-00855-2

Li, Y., Jiang, T., Li, L., Lu, P., Li, D., Wang, B., Chen, G., & Hou, Y. (2024a). Comparison of destructive and non-destructive fracture toughness measurements for q235 steel butt-welded joint. Scientific Reports, 14, 25218. https://doi.org/10.1038/s41598-024-76687-1

Li, Y., Li, Y., & Chang, J. (2024b). A study on the impact toughness of the simulated heat-affected zone in multi-layer and multi-pass welds of 1000 MPa grade steel for hydroelectric applications. Metals, 14(12), 1455. https://doi.org/10.3390/met14121455

Lojen, G., & Vuherer, T. (2020). Optimization of PWHT of simulated HAZ subzones in P91 steel with respect to hardness and impact toughness. Metals, 10(9), 1–21. https://doi.org/10.3390/met10091215

Modulus Metal. (2024). AISI 1015 annealed carbon steel mechanical properties [Viewed 27 November 2025]. https://www.modulusmetal.com/aisi-1015-annealed-carbon-steel-mechanical-properties/

Narowlansky, Z., Mostafavi, M., Pavier, M., Mokhtarishirazabad, M., & Budden, P. (2024). The effect of welding on brittle fracture: A statistical investigation. International Journal of Pressure Vessels and Piping, 208, 105144. https://doi.org/10.1016/j.ijpvp.2024.105144

Pala, T., & Wci´slik, W. (2024). Strength and fracture toughness of TIG- and laser-welded joints of low carbon ferritic steels. Materials, 17, 3956. https://doi.org/10.3390/ma17163956

Pan, J., & Song, C. (2024). Prediction of fracture toughness using small specimens based on machine learning. Theoretical and Applied Fracture Mechanics, 132, 104493. https://doi.org/10.1016/j.tafmec.2024.104493

Peinado, G., Carvalho, C., & Baptista, C. (2024). Effects of interrupted aging T6I4 on hardness and fracture toughness of aeronautic AA7050 alloy. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 46(8), 498. https://doi.org/10.1007/s40430-024-05069-5

Purnama, D., Winarto, W., Sofyan, N., Prihastomo, A., & Ito, K. (2020). Microstructure and mechanical properties of AH-36 steel weldment welded using magnesium modified E6013 electrode. International Journal of Technology, 11(1), 48–59. https://doi.org/10.14716/ijtech.v11i1.2737

Shin, Y.-T., Jung, C.-J., Bae, S.-H., An, G., Son, M., & Park, Y.-I. (2025). Characteristics of microstructure and fracture toughness according to the groove shape of submerged arc welding. Metals, 15(1), 10. https://doi.org/10.3390/met15010010

Singh, M., Arora, K., Gupta, A., Kumar, R., Shukla, D., & Jhunjhunwala, P. (2023). Experimental characterization of dynamic fracture toughness behavior of X80 pipeline steel welded joints for different heat inputs. Welding in the World, 67(3), 617–636. https://doi.org/10.1007/s40194-022-01391-5

Viseras Pico, M., Carnero Moya, M., Gonz´alez Palma, R., & Mu˜noz Rubio, A. (2022). Analysis of the fracture toughness in the heat affected zone (HAZ) of one HSLA steel. DYNA, 97(5), 543–548. https://doi.org/10.6036/10506

Yang, Q., Wang, Y., Li, D., Liu, R., Wang, C., & Zhao, J. (2025). Research on charpy impact test and simulation of laser welded joints in 6252 armor steel. Theoretical and Applied Fracture Mechanics, 138, 104920. https://doi.org/10.1016/j.tafmec.2025.104920

Yildiz, R. (2022). Evaluation of fracture toughness and charpy V-notch test correlations for selected Al alloys. European Mechanical Science, 6(1), 1–8. https://doi.org/10.26701/ems.913428