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      KCI등재 SCIE SCOPUS

      Surrogate-Assisted Reliability Optimisation of an Aircraft Wing with Static and Dynamic Aeroelastic Constraints

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      https://www.riss.kr/link?id=A107049117

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      다국어 초록 (Multilingual Abstract)

      This paper presents a numerical strategy for reliability-based design optimisation of an aircraft wing structure using a surrogate-assisted approach. The design problem is set to minimise aircraft wing mass subject to structural and aeroelastic constr...

      This paper presents a numerical strategy for reliability-based design optimisation of an aircraft wing structure using a surrogate-assisted approach. The design problem is set to minimise aircraft wing mass subject to structural and aeroelastic constraints, while design variables are structural dimensions. The problem has uncertainties in the material properties. The Kriging model is used for estimating the values of design functions. Two strategies of sampling technique are used, i.e., optimum Latin hypercube sampling (OLHS) with and without infill sampling. Uncertainty quantification is achieved by means of optimum normal distribution Latin hypercube sampling. The original design problem is converted to be a multiobjective optimisation problem. Optimum results show that OLHS with infill sampling gives a more accurate surrogate model; however, OLHS without infill sampling results in the better design solutions based on actual function evaluations.

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      참고문헌 (Reference)

      1 Wu X, "Uncertainty quantification and sensitivity analysis of transonic aerodynamics with geometric uncertainty" 2017 : 1-16, 2017

      2 Kurdi M, "Uncertainty quantifi cation of the Goland+ wing’s flutter boundary" 2007

      3 Cook RG, "Uncertainty quantifi cation of aeroelastic systems with structural or aerodynamic nonlinearities" 2018

      4 Scarth C, "Uncertainty quantifi cation of aeroelastic stability of composite plate wings using lamination parameters" 116 : 84-93, 2014

      5 Beran P, "Uncertainty quantifi cation in aeroelasticity" Springer 59-103, 2013

      6 Panagant N, "Truss topology, shape and sizing optimization by fully stressed design based on hybrid grey wolf optimization and adaptive differential evolution" 50 : 1645-1661, 2018

      7 Borello F, "Structural uncertainty eff ect on classical wing flutter characteristics" 23 : 327-338, 2010

      8 Techasen T, "Simultaneous topology, shape, and size optimization of trusses, taking account of uncertainties using multi-objective evolutionary algorithms" 35 : 721-740, 2019

      9 Yin H, "Reliability-based topology optimization for structures using fuzzy set model" 333 : 197-217, 2018

      10 Scarth C, "Reliability-based aeroelastic design of composite plate wings using a stability margin" 57 : 1695-1709, 2018

      1 Wu X, "Uncertainty quantification and sensitivity analysis of transonic aerodynamics with geometric uncertainty" 2017 : 1-16, 2017

      2 Kurdi M, "Uncertainty quantifi cation of the Goland+ wing’s flutter boundary" 2007

      3 Cook RG, "Uncertainty quantifi cation of aeroelastic systems with structural or aerodynamic nonlinearities" 2018

      4 Scarth C, "Uncertainty quantifi cation of aeroelastic stability of composite plate wings using lamination parameters" 116 : 84-93, 2014

      5 Beran P, "Uncertainty quantifi cation in aeroelasticity" Springer 59-103, 2013

      6 Panagant N, "Truss topology, shape and sizing optimization by fully stressed design based on hybrid grey wolf optimization and adaptive differential evolution" 50 : 1645-1661, 2018

      7 Borello F, "Structural uncertainty eff ect on classical wing flutter characteristics" 23 : 327-338, 2010

      8 Techasen T, "Simultaneous topology, shape, and size optimization of trusses, taking account of uncertainties using multi-objective evolutionary algorithms" 35 : 721-740, 2019

      9 Yin H, "Reliability-based topology optimization for structures using fuzzy set model" 333 : 197-217, 2018

      10 Scarth C, "Reliability-based aeroelastic design of composite plate wings using a stability margin" 57 : 1695-1709, 2018

      11 Yu Y, "On the infl uence of optimization algorithm and initial design on wing aerodynamic shape optimization" 75 : 183-199, 2018

      12 Sleesongsom S, "New conceptual design of aeroelastic wing structures by multi-objective optimization" 45 : 107-122, 2013

      13 Mirjalili S, "Multiobjective grey wolf optimizer: a novel algorithm for multi-criterion optimization" 47 : 106-119, 2016

      14 Papageorgiou A, "Multidisciplinary design optimization of aerial vehicles: a review of recent advancements" 2018 : 1-21, 2018

      15 Neufeld DJ, "Multidisciplinary aircraft conceptual design optimization considering fidelity uncertainties"

      16 Sleesongsom S, "Morphing wing structural optimization using opposite-based population-based incremental learning and multigrid ground elements" 2015 : 1-16, 2015

      17 Botez R, "Method for flutter aeroservoelastic open loop analysis" ASME 547-558, 2002

      18 Zhang Qingfu, "MOEA/D : a multiobjective evolutionary algorithm based on decomposition" 11 : 712-731, 2007

      19 Katz J, "Low-speed aerodynamics: from wing theory to panel methods" McGraw-Hill 1991

      20 Helton JC, "Latin hypercube sampling and the propagation of uncertainty in analyses of complex systems" 81 : 23-69, 2003

      21 Harder RL, "Interpolation using surface splines" 9 : 189-191, 1972

      22 Pholdee N, "Hybridisation of real-code population-based incremental learning and differential evolution for multiobjective design of trusses" 223 : 136-152, 2013

      23 Sleesongsom S, "Flutter analysis of aircraft wing using an alternative reduced-order modeling method" 98-101, 2015

      24 Morris MD, "Exploratory designs for computational experiments" 43 : 381-402, 1995

      25 Forrester AIJ, "Engineering design via surrogate modelling" Wiley 2008

      26 Park S, "Effi cient method for calculation of system reliability of a complex structure" 41 : 5035-5050, 2004

      27 Yu Y, "Effi cient method for aeroelastic tailoring of composite wing to minimize gust response" 2017 : 1-12, 2017

      28 Sleesongsom S, "Effect of actuating forces on aeroelastic characteristics of a morphing aircraft wing" 52–54 : 308-317, 2011

      29 Manan A, "Design of composite wings including uncertainties : a probabilistic approach" 46 : 601-607, 2009

      30 Zhao H, "Correction to: Review of robust aerodynamic design optimization for air vehicles" 2018

      31 Nantasenee S, "Comparing flutter analysis programs for low speed air-vehicles" 2009

      32 Jain H, "An evolutionary many-objective optimization algorithm using reference-point based nondominated sorting approach, part II: handling constraints and extending to an adaptive approach" 18 : 602-622, 2014

      33 Lerner E, "An effi cient structural resizing procedure for meeting static aeroelastic design objectives" 16 : 65-71, 1979

      34 Pholdee N, "An effi cient optimum Latin hypercube sampling technique based on sequencing optimisation using simulated annealing" 46 : 1780-1789, 2015

      35 Hui F, "An effi cient method for reliability-based multidisciplinary design optimization" 21 : 335-340, 2008

      36 Sleesongsom S, "Aircraft morphing wing design by using partial topology optimization" 48 : 1109-1128, 2013

      37 Georgiou G, "Aeroelastic tailoring and scaling using bacterial foraging optimisation" 50 : 81-99, 2014

      38 Sleesongsom S, "Aerodynamic reduced-order modeling without static correction requirement based on body vortices" 2013 : 1-6, 2013

      39 Zuo Y, "Advanced aerostructural optimization techniques for aircraft design" 2015 : 1-12, 2015

      40 Sleesongsom S, "Adaptive wing by using a W-spar concept" 2010

      41 Kefal A, "A quadrilateral inverse-shell element with drilling degrees of freedom for shape sensing and structural health monitoring" 19 : 1299-1313, 2016

      42 Chatterjee T, "A critical review of surrogate assisted robust design optimization" 26 : 245-274, 2019

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      연월일 이력구분 이력상세 등재구분
      2023 평가예정 해외DB학술지평가 신청대상 (해외등재 학술지 평가)
      2020-01-01 평가 등재학술지 유지 (해외등재 학술지 평가) KCI등재
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      기준연도 WOS-KCI 통합IF(2년) KCIF(2년) KCIF(3년)
      2016 0.37 0.2 0.3
      KCIF(4년) KCIF(5년) 중심성지수(3년) 즉시성지수
      0.26 0.24 0.394 0.03
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