The present article proposes a multi-objective optimization study aiming at the optimal cost-effective design of nano-reinforced laminates. To maximize the fundamental frequency and minimize the cost, a hybrid laminate is studied, introducing both conventional fibres and graphene nanoplatelets reinforcement. A multi-objective genetic algorithm optimization is adopted to provide the optimal natural frequency and cost for the laminate. Optimization is implemented using the Non-dominated Sorting Genetic Algorithm II (NSGA-II), which converges to near-optimal solutions for all scenarios tested. The vibration problem is solved using the finite element method and the first-order shear deformation theory. Effective material properties are derived using micromechanical equations. Different optimization problems are solved using one to four types of design variables, including graphene and fibre distribution along the thickness, layer thickness, and fibre angles. Results indicate that increasing the graphene nanoplatelets content and keeping the minimum fibre content leads to cost-effective design. A drastic increase in the fundamental frequency and decrease in the cost is obtained for the hybrid graphene/fibre-reinforced laminate compared to conventional fibre-reinforced composites.
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Tallinn Univ Technol, Dept Mech & Ind Engn, Ehitajate Tee 5, EE-19086 Tallinn, EstoniaTallinn Univ Technol, Dept Mech & Ind Engn, Ehitajate Tee 5, EE-19086 Tallinn, Estonia
Majak, Juri
Kirs, Maarjus
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Tallinn Univ Technol, Dept Mech & Ind Engn, Ehitajate Tee 5, EE-19086 Tallinn, EstoniaTallinn Univ Technol, Dept Mech & Ind Engn, Ehitajate Tee 5, EE-19086 Tallinn, Estonia
Kirs, Maarjus
Eerme, Martin
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Tallinn Univ Technol, Dept Mech & Ind Engn, Ehitajate Tee 5, EE-19086 Tallinn, EstoniaTallinn Univ Technol, Dept Mech & Ind Engn, Ehitajate Tee 5, EE-19086 Tallinn, Estonia
Eerme, Martin
Tungel, Ernst
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Tallinn Univ Technol, Dept Mech & Ind Engn, Ehitajate Tee 5, EE-19086 Tallinn, EstoniaTallinn Univ Technol, Dept Mech & Ind Engn, Ehitajate Tee 5, EE-19086 Tallinn, Estonia
Tungel, Ernst
Lepikult, Toomas
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Tallinn Univ Technol, Dept Mech & Ind Engn, Ehitajate Tee 5, EE-19086 Tallinn, EstoniaTallinn Univ Technol, Dept Mech & Ind Engn, Ehitajate Tee 5, EE-19086 Tallinn, Estonia
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ITA Aeronaut Inst Technol, Div Mech Engn, Sao Jose Dos Campos, Brazil
Sao Paulo State Inst Technol Res, IPT Lightweight Struct Lab, Sao Paulo, BrazilITA Aeronaut Inst Technol, Div Mech Engn, Sao Jose Dos Campos, Brazil
Pereira, D. A.
Sales, T. P.
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ITA Aeronaut Inst Technol, Div Mech Engn, Sao Jose Dos Campos, BrazilITA Aeronaut Inst Technol, Div Mech Engn, Sao Jose Dos Campos, Brazil
Sales, T. P.
Rade, D. A.
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ITA Aeronaut Inst Technol, Div Mech Engn, Sao Jose Dos Campos, BrazilITA Aeronaut Inst Technol, Div Mech Engn, Sao Jose Dos Campos, Brazil
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Hubei Minzu Univ, Sch Math & Stat, Enshi 445000, Peoples R ChinaHubei Minzu Univ, Sch Math & Stat, Enshi 445000, Peoples R China
Shen, Yufeng
Ma, Xueling
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Hubei Minzu Univ, Sch Math & Stat, Enshi 445000, Peoples R ChinaHubei Minzu Univ, Sch Math & Stat, Enshi 445000, Peoples R China
Ma, Xueling
Xu, Zeshui
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Sichuan Univ, Sch Business, Chengdu 610064, Sichuan, Peoples R ChinaHubei Minzu Univ, Sch Math & Stat, Enshi 445000, Peoples R China
Xu, Zeshui
Deveci, Muhammet
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Natl Def Univ, Turkish Naval Acad, Dept Ind Engn, TR-34942 Istanbul, Turkiye
Imperial Coll London, Royal Sch Mines, London SW7 2AZ, England
Western Caspian Univ, Dept Informat Technol, Baku 1001, AzerbaijanHubei Minzu Univ, Sch Math & Stat, Enshi 445000, Peoples R China