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This trend encourages the effort to develop new aluminum alloy systems with improved performance at diesel engine conditions of elevated temperature and stress combinations to reduce vehicle weight and, consequently, CO2 emissions. Aluminum alloys need to provide adequate creep resistance at ~300 \u00b0C and room-temperature tensile properties better than the current commercial aluminum alloys used for powertrain applications. The studies for improving creep resistance for aluminum casting alloys indicate that their high-temperature stability depends on the formation of high-density uniform dispersoids with low solid solubility and low diffusivity in aluminum. This review summarizes three generations of diesel engine aluminum alloys and focuses on recent work on the third-generation dispersoid-strengthened alloys. Additionally, new trends in developing creep resistance through the development of alloy systems other than Al-Si-based alloys, the optimization of manufacturing processes, and the use of thermal barrier coatings and composites are discussed. New progress on concepts regarding the thermal stability of rapidly solidified and nano-structured alloys and on creep-resistant alloy design via machine learning-based algorithms is also presented.<\/jats:p>","DOI":"10.3390\/ma17133076","type":"journal-article","created":{"date-parts":[[2024,6,24]],"date-time":"2024-06-24T05:16:18Z","timestamp":1719206178000},"page":"3076","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":18,"title":["Recent Progress in Creep-Resistant Aluminum Alloys for Diesel Engine Applications: A Review"],"prefix":"10.3390","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1474-468X","authenticated-orcid":false,"given":"Raul Irving","family":"Arriaga-Benitez","sequence":"first","affiliation":[{"name":"Department of Mining and Materials Engineering, McGill University, 3610 University, Montreal, QC H3A 0C5, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mihriban","family":"Pekguleryuz","sequence":"additional","affiliation":[{"name":"Department of Mining and Materials Engineering, McGill University, 3610 University, Montreal, QC H3A 0C5, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2024,6,22]]},"reference":[{"key":"ref_1","unstructured":"International Energy Agency (2023). Global EV Outlook 2023: Catching Up with Climate Ambitions, International Energy Agency."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"365","DOI":"10.1023\/A:1021901715578","article-title":"Aluminum alloys: Promising materials in the automotive industry","volume":"44","author":"Fridlyander","year":"2002","journal-title":"Met. Sci. Heat Treat."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"K\u00f6nig, A., Nicoletti, L., Schr\u00f6der, D., Wolff, S., Waclaw, A., and Lienkamp, M. (2021). An overview of parameter and cost for battery electric vehicles. World Electr. Veh. J., 12.","DOI":"10.3390\/wevj12010021"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1016\/j.trb.2017.01.020","article-title":"Battery degradation and behaviour for electric vehicles: Review and numerical analyses of several models","volume":"103","author":"Pelletier","year":"2017","journal-title":"Transp. Res. B Methodol."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Alanazi, F. (2023). Electric vehicles: Benefits, challenges, and potential solutions for widespread adaptation. Appl. Sci., 13.","DOI":"10.3390\/app13106016"},{"key":"ref_6","unstructured":"National Academies of Sciences, Engineering, and Medicine (2021). Powering the U.S. Army of the Future, National Academies Press."},{"key":"ref_7","unstructured":"International Energy Agency (2023). Global EV Outlook 2023: Catching Up with Climate Ambitions, International Energy Agency."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Hoag, K., and Dondlinger, B. (2016). Cylinder block and head materials and manufacturing. Vehicular Engine Design, Springer.","DOI":"10.1007\/978-3-7091-1859-7"},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Xin, Q. (2011). Durability and reliability in diesel engine system design. Diesel Engine System Design, Woodhead Publishing Limited.","DOI":"10.1533\/9780857090836"},{"key":"ref_10","unstructured":"Makhlouf, A.S.H., and Aliofkhazraei, M. (2016). Failure analysis and prevention in powertrain systems. Handbook of Materials Failure Analysis with Case Studies from the Aerospace and Automotive Industries, Butterworth-Heinemann."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1007\/s38313-012-0251-1","article-title":"Conjugate Heat Transfer Modelling of Internal Combustion Engine","volume":"73","author":"Tiney","year":"2012","journal-title":"MTZ Worldw."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"288","DOI":"10.1361\/105994903770343132","article-title":"An overview of the development of Al-Si-alloy based material for engine applications","volume":"12","author":"Ye","year":"2003","journal-title":"J. Mater. Eng. Perform."},{"key":"ref_13","first-page":"1","article-title":"Improved aluminium alloys for common rail diesel cylinder heads","volume":"115","author":"Garat","year":"2007","journal-title":"AFS Trans."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"327","DOI":"10.1007\/s40430-021-03049-7","article-title":"Fatigue life prediction analysis of high-intensity marine diesel engine cylinder head based on fast thermal fluid solid coupling method","volume":"43","author":"Zhang","year":"2021","journal-title":"J Braz. Soc. Mech. Sci. Eng."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"372","DOI":"10.1007\/s40430-022-03652-2","article-title":"Experimental and numerical study of inelastic behavior based on simulated cylinder head specimen under thermal cycling conditions","volume":"44","author":"Zhang","year":"2022","journal-title":"J Braz. Soc. Mech. Sci. Eng."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Natesan, E., Ahlstr\u00f6m, J., Eriksson, S., and Persson, C. (2021). Effects of Temperature on the evolution of yield surface and stress asymmetry in A356\u2013T7 cast aluminium alloy. Materials, 14.","DOI":"10.3390\/ma14247898"},{"key":"ref_17","unstructured":"Buschow, K.H.J., Flemings, M.C., Kramer, E.J., Veyssi\u00e8re, P., Cahn, R.W., Ilschner, B., and Mahajan, S. (2017). Fatigue testing: Thermal and thermomechanical. Reference Module in Materials Science and Materials Engineering, Elsevier."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Totten, G.E., Tiryakioglu, M., and Kessler, O. (2018). Diesel engine: Applications of aluminum alloys. Encyclopedia of Aluminum and Its Alloys, CRC Press.","DOI":"10.1201\/9781351045636"},{"key":"ref_19","first-page":"1","article-title":"Optimisation of Al-Si cast alloys for cylinder head applications","volume":"106","author":"Feikus","year":"1998","journal-title":"AFS Trans."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"322","DOI":"10.1016\/j.actamat.2014.05.001","article-title":"Compositional evolution of Q-phase precipitates in an aluminum alloy","volume":"75","author":"Biswas","year":"2014","journal-title":"Acta Mater."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"215","DOI":"10.1179\/1743133612Y.0000000004","article-title":"Effect of main alloying elements on strength of Al-Si foundry alloys at elevated temperatures","volume":"25","author":"Stadler","year":"2012","journal-title":"Int. J. Cast Met. Res."},{"key":"ref_22","first-page":"1","article-title":"Alloy and casting process optimization for engine block application","volume":"050","author":"Heysler","year":"2001","journal-title":"AFS Trans."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"248","DOI":"10.1016\/j.msea.2013.06.030","article-title":"The effects of manganese on the \u03a4-phase and creep resistance in Al-Si-Cu-Mg-Ni alloys","volume":"582","author":"Farkoosh","year":"2013","journal-title":"Mater. Sci. Eng. A"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"246","DOI":"10.1515\/ijmr-2006-0042","article-title":"Criteria for developing castable, creep-resistant aluminum-based alloys\u2014A review","volume":"97","author":"Knipling","year":"2006","journal-title":"Int. J. Mater. Res."},{"key":"ref_25","unstructured":"Farkoosh, A.R. (2014). Development of Creep-Resistant Al-Si Cast Alloys Strengthened with Nanoscale Dispersoids. [Ph.D. Thesis, McGill University]."},{"key":"ref_26","unstructured":"Ozbakir, E. (2008). Development of Aluminum Alloys for Diesel-Engine. [Master\u2019s Thesis, McGill University]."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1016\/j.msea.2014.12.115","article-title":"Interaction between molybdenum and manganese to form effective dispersoids in an Al-Si-Cu-Mg alloy and their influence on creep resistance","volume":"627","author":"Farkoosh","year":"2015","journal-title":"Mater. Sci. Eng. A"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"1603","DOI":"10.1080\/02670836.2020.1809144","article-title":"Tensile and creep properties of Al\u20137Si\u20130.3Mg alloy with Zr and Er addition","volume":"36","author":"Rashno","year":"2020","journal-title":"Mat. Sci. Technol."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1016\/j.actamat.2020.04.022","article-title":"Mn and Mo additions to a dilute Al-Zr-Sc-Er-Si-based alloy to improve creep resistance through solid-solution- and precipitation-strengthening","volume":"194","author":"Seidman","year":"2020","journal-title":"Acta Mater."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"406","DOI":"10.2320\/matertrans.MT-LA2022003","article-title":"Evolution of microstructure and elevated-temperature properties during thermal exposure with transition elements (V, Zr and Mo) in Al\u2013Si 356 type cast alloys","volume":"64","author":"Li","year":"2023","journal-title":"Mater. Trans."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"144867","DOI":"10.1016\/j.msea.2023.144867","article-title":"The corelation between creep resistance and microstructure in AA6111 alloy strengthened by synergistic Er, Zr addition","volume":"870","author":"Qian","year":"2023","journal-title":"Mater. Sci. Eng. A"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"144949","DOI":"10.1016\/j.msea.2023.144949","article-title":"The synergistic effects of nano-sized \u03b1-Al(Mn,Cr,Fe)Si and Al\u2013Si\u2013Zr dispersoids on the creep behavior Al\u2013Si\u2013Mg\u2013Cu (Mn, Cr, Zr) diesel engine alloy","volume":"872","author":"Pekguleryuz","year":"2023","journal-title":"Mater. Sci. Eng. A"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"695","DOI":"10.5185\/amlett.2017.1471","article-title":"Development of new Al-Cu-Si alloys for high temperature performance","volume":"8","author":"Awe","year":"2017","journal-title":"Adv. Mater. Lett."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"153629","DOI":"10.1016\/j.jallcom.2019.153629","article-title":"Assembling dual precipitates to improve high-temperature resistance of multi-microalloyed Al\u2013Cu alloys","volume":"822","author":"Gao","year":"2020","journal-title":"J. Alloys Compd."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"142090","DOI":"10.1016\/j.msea.2021.142090","article-title":"Enhanced thermal stability of precipitates and elevated-temperature properties via microalloying with transition metals (Zr, V and Sc) in Al\u2013Cu 224 cast alloys","volume":"827","author":"Li","year":"2021","journal-title":"Mater. Sci. Eng. A"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"142946","DOI":"10.1016\/j.msea.2022.142946","article-title":"Effect of grain-boundary \u03b8-Al2Cu precipitates on tensile and compressive creep properties of cast Al\u2013Cu\u2013Mn\u2013Zr alloys","volume":"840","author":"Bahl","year":"2022","journal-title":"Mater. Sci. Eng. A"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"3032","DOI":"10.1016\/j.matpr.2015.07.290","article-title":"Advanced aluminium matrix composites: The critical need of automotive and aerospace engineering fields","volume":"2","author":"Koli","year":"2015","journal-title":"Mater. Today Proc."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"50","DOI":"10.15407\/plit2021.01.050","article-title":"Principles of creep-resistant aluminum alloys development","volume":"143","author":"Narivskyi","year":"2021","journal-title":"Cast. Process."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Ujah, C.O., and Kallon, D.V.V. (2022). Trends in aluminium matrix composite development. Crystals, 12.","DOI":"10.3390\/cryst12101357"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Ji, Y., Yuan, Y., Zhang, W., Xu, Y., and Liu, Y. (2021). Elevated temperature tensile creep behavior of aluminum borate whisker-reinforced aluminum alloy composites (ABOw\/Al\u201312Si). Materials, 14.","DOI":"10.3390\/ma14051217"},{"key":"ref_41","first-page":"1026","article-title":"Research on microstructure and high-temperature creep behavior of in-situ (ZrB2+Al2O3)\/AA6016 nanocomposite","volume":"18","author":"Zhao","year":"2023","journal-title":"Int. J. Met."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"112296","DOI":"10.1016\/j.matchar.2022.112296","article-title":"Research on high strength and creep behavior of in-situ (Al2O3 + ZrB2)\/7055 Al nanocomposites","volume":"193","author":"Huang","year":"2022","journal-title":"Mater. Charact."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"3025","DOI":"10.1016\/j.jmrt.2023.08.068","article-title":"Effect of nanoparticles on creep behaviour of metals: A review","volume":"26","author":"Liu","year":"2023","journal-title":"J. Mater. Res. Technol."},{"key":"ref_44","first-page":"360","article-title":"High-temperature properties of metal matrix composites","volume":"Volume 1","author":"Brabazon","year":"2021","journal-title":"Encyclopedia of Materials: Composites"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"131","DOI":"10.1016\/j.jmapro.2020.09.010","article-title":"Recent progress in aluminum metal matrix composites: A review on processing, mechanical and wear properties","volume":"59","author":"Samal","year":"2020","journal-title":"J. Manuf. Process."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"617","DOI":"10.4271\/03-13-05-0039","article-title":"Review of additive manufacturing for internal combustion engine components","volume":"13","author":"Gray","year":"2020","journal-title":"SAE Int. J. Engines"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"298","DOI":"10.1080\/09506608.2021.1951580","article-title":"Towards high-temperature applications of aluminium alloys enabled by additive manufacturing","volume":"67","author":"Michi","year":"2022","journal-title":"Int. Mater. Rev."},{"key":"ref_48","first-page":"246","article-title":"Challenges in additive manufacturing of high-strength aluminium alloys and current developments in hybrid additive manufacturing","volume":"4","author":"Yardley","year":"2021","journal-title":"Int. J. Lightweight Mater. Manuf."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"745","DOI":"10.1557\/mrs.2016.214","article-title":"Microstructure and mechanical property considerations in additive manufacturing of aluminum alloys","volume":"41","author":"Ding","year":"2016","journal-title":"MRS Bull."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"117699","DOI":"10.1016\/j.actamat.2022.117699","article-title":"A creep-resistant additively manufactured Al-Ce-Ni-Mn alloy","volume":"227","author":"Michi","year":"2022","journal-title":"Acta Mater."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"143075","DOI":"10.1016\/j.msea.2022.143075","article-title":"Creep properties and microstructure evolution at 260\u2013300 \u00b0C of AlSi10Mg manufactured via laser powder-bed fusion","volume":"843","author":"Glerum","year":"2022","journal-title":"Mater. Sci. Eng. A"},{"key":"ref_52","first-page":"103285","article-title":"Laser-melted Al-3.6Mn-2.0Fe-1.8Si-0.9Zr (wt%) alloy with outstanding creep resistance via formation of \u03b1-Al(FeMn)Si precipitates","volume":"60","author":"Rakhmonov","year":"2022","journal-title":"Addit. Manuf."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1016\/j.matpr.2020.10.112","article-title":"Thermal barrier coating for diesel engine application\u2014A review","volume":"45","author":"Godiganur","year":"2020","journal-title":"Mater. Today Proc."},{"key":"ref_54","unstructured":"National Research Council (1996). Coatings for High-Temperature Structural Materials, The National Academies Press."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"890","DOI":"10.1177\/1468087419875837","article-title":"Evaluation of thermal barrier coatings and surface roughness in a single-cylinder light-duty diesel engine","volume":"22","author":"Somhorst","year":"2021","journal-title":"Int. J. Engine Res."},{"key":"ref_56","doi-asserted-by":"crossref","unstructured":"Mendera, K.Z. (2000, January 16\u201320). Effectiveness of Plasma Sprayed Coatings for Engine Combustion Chamber. Proceedings of the International Fuels & Lubricants Meeting & Exposition, Austin, TX, USA.","DOI":"10.4271\/2000-01-2982"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"130087","DOI":"10.1016\/j.surfcoat.2023.130087","article-title":"Novel candidate of metal-based thermal barrier coatings: High-entropy alloy","volume":"474","author":"Wang","year":"2023","journal-title":"Surf. Coat. Technol."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"9916742","DOI":"10.1155\/2022\/9916742","article-title":"Effect of alloying elements and ceramic coating on the surface temperature of an aluminum piston in a diesel engine","volume":"2022","author":"Vengatesan","year":"2022","journal-title":"J. Nanomater."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1016\/j.ijthermalsci.2013.10.009","article-title":"Temperature and thermal stress analyses of a ceramic-coated aluminum alloy piston used in a diesel engine","volume":"77","author":"Cerit","year":"2014","journal-title":"Int. J. Therm. Sci."},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Czerwinski, F. (2020). Thermal stability of aluminum alloys. Materials, 13.","DOI":"10.3390\/ma13153441"},{"key":"ref_61","doi-asserted-by":"crossref","unstructured":"Cavaliere, P. (2021). Nanostructuring of metals, alloys, and composites. Fatigue and Fracture of Nanostructured Materials, Springer.","DOI":"10.1007\/978-3-030-58088-9_1"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"1414","DOI":"10.1590\/1516-1439.058815","article-title":"Development and applications of highly functional al-based materials by use of metastable phases","volume":"18","author":"Inoue","year":"2015","journal-title":"Mater. Res."},{"key":"ref_63","unstructured":"Adil, H. (2023). Characterisation of a New Nanostructured Aluminium Alloy and Piston Design for Internal Combustion Engines. [Ph.D. Thesis, Oxford Brookes University]."},{"key":"ref_64","unstructured":"(2023, November 28). Department of Energy, Available online: www.energy.gov\/eere\/vehicles\/articles\/high-temperature-aluminum-alloys."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1080\/09506608.2016.1257536","article-title":"Thermal stability of nanocrystalline materials: Thermodynamics and kinetics","volume":"62","author":"Peng","year":"2017","journal-title":"Int. Mater. Rev."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"1016","DOI":"10.1179\/1743284714Y.0000000706","article-title":"Grain growth and stabilisation of nanostructured aluminium at high temperatures: Review","volume":"31","author":"Asgharzadeh","year":"2015","journal-title":"Mater. Sci. Technol."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"773","DOI":"10.1016\/j.jallcom.2018.02.047","article-title":"Effect of precipitates on nanostructuring and strengthening of high-strength aluminum alloys under high pressure torsion","volume":"743","author":"Markushev","year":"2018","journal-title":"J. Alloys Compd."},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Bobruk, E.V., Murashkin, M.Y., Ramazanov, I.A., Kazykhanov, V.U., and Valiev, R.Z. (2023). Low-Temperature Superplasticity and High Strength in the Al 2024 Alloy with Ultrafine Grains. Materials, 16.","DOI":"10.3390\/ma16020727"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"100831","DOI":"10.1016\/j.pmatsci.2021.100831","article-title":"Novel Al based nanoquasicrystalline alloys","volume":"123","author":"Galano","year":"2022","journal-title":"Prog. Mater. Sci."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"101897","DOI":"10.1016\/j.mtcomm.2020.101897","article-title":"Machine learning-aided design of aluminum alloys with high performance","volume":"26","author":"Hamad","year":"2021","journal-title":"Mater. Today Commun."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"1800196","DOI":"10.1002\/adts.201800196","article-title":"Machine learning for thermal transport analysis of aluminum alloys with precipitate morphology","volume":"2","author":"Wang","year":"2019","journal-title":"Adv. Theory Simul."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"635","DOI":"10.1016\/j.jmrt.2021.04.079","article-title":"A machine-learning approach to predict creep properties of Cr\u2013Mo steel with time-temperature parameters","volume":"13","author":"Wang","year":"2021","journal-title":"J. Mater. Res. Technol."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"2884","DOI":"10.1007\/s12540-022-01182-z","article-title":"Experimental investigation and modeling of creep curve of Zr\u20132.5Nb alloy by machine learning techniques","volume":"28","author":"Dutta","year":"2022","journal-title":"Met. Mater. Int."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"165984","DOI":"10.1016\/j.jallcom.2022.165984","article-title":"Material machine learning for alloys: Applications, challenges and perspectives","volume":"921","author":"Liu","year":"2022","journal-title":"J. Alloys Compd."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"26","DOI":"10.1038\/s41524-023-00979-9","article-title":"A rapid and effective method for alloy materials design via sample data transfer machine learning","volume":"9","author":"Jiang","year":"2023","journal-title":"Npj Comput. Mater."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/j.jmst.2021.05.011","article-title":"Discovery of aluminum alloys with ultra-strength and high-toughness via a property-oriented design strategy","volume":"98","author":"Jiang","year":"2022","journal-title":"J. Mater. Sci. Technol."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"106716","DOI":"10.1016\/j.ijfatigue.2021.106716","article-title":"Fatigue life prediction of aluminum alloy via knowledge-based machine learning","volume":"157","author":"Lian","year":"2022","journal-title":"Int. J. Fatigue"},{"key":"ref_78","unstructured":"Wang, Y., Pekguleryuz, M., and Sari, Y.A. (2024). ML Study on Al Alloys for the Prediction of Creep Resistant Alloy Compositions. McGill University, Montreal, Quebec, Canada, manuscript in preparation."},{"key":"ref_79","doi-asserted-by":"crossref","unstructured":"Polmear, I.J., StJohn, D., Nie, J.-F., and Qian, M. (2017). Light Alloys: Metallurgy of the Light Metals, Butterworth-Heinemann. [5th ed.].","DOI":"10.1016\/B978-0-08-099431-4.00001-4"},{"key":"ref_80","unstructured":"Gruzleski, J.E., and Closset, B.M. (1999). The Treatment of Liquid Aluminium-Silicon Alloys, American Foundrymen\u2019s Society."},{"key":"ref_81","doi-asserted-by":"crossref","unstructured":"Hoeschl, M., Wagener, W., and Wolf, J. (2006, January 3\u20136). BMW\u2019s Magnesium-Aluminium Composite Crankcase, State-of-the-Art Light Metal Casting and Manufacturing. Proceedings of the SAE 2006 World Congress & Exhibition, Detroit, MI, USA. No. 2006-01-0069.","DOI":"10.4271\/2006-01-0069"},{"key":"ref_82","first-page":"157","article-title":"Addressing the challenges for the industrial application of additive manufacturing: Towards a hybrid solution","volume":"1","author":"Stavropoulos","year":"2018","journal-title":"Int. J. Lightweight Mater. Manuf."}],"container-title":["Materials"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1996-1944\/17\/13\/3076\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T15:02:58Z","timestamp":1760108578000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1996-1944\/17\/13\/3076"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,6,22]]},"references-count":82,"journal-issue":{"issue":"13","published-online":{"date-parts":[[2024,7]]}},"alternative-id":["ma17133076"],"URL":"https:\/\/doi.org\/10.3390\/ma17133076","relation":{},"ISSN":["1996-1944"],"issn-type":[{"value":"1996-1944","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,6,22]]}}}