Skip to main content
Erschienen in: Structural and Multidisciplinary Optimization 4/2019

26.10.2018 | Research Paper

Smooth size design for the natural frequencies of curved Timoshenko beams using isogeometric analysis

verfasst von: Hongliang Liu, Dixiong Yang, Xuan Wang, Yutian Wang, Chen Liu, Zhen-Pei Wang

Erschienen in: Structural and Multidisciplinary Optimization | Ausgabe 4/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Curved thick beams with smoothly variable cross-section size are very common in practical engineering problems. Designing the variable size based on the traditional finite element methods often leads to non-smooth solutions. To guarantee the smoothness of size distribution, an isogeometric analysis (IGA)-based design approach is proposed in this work to optimize the cross-section size of curved Timoshenko beams for natural frequencies. Due to the geometric exactness and high-order continuity of IGA, there is high accuracy of natural frequency prediction and sensitivity analysis for design optimization. It is found that small numbers of design variables lead to parameterization-dependent solutions, while large numbers of design variables induce design fluctuation. To avoid the undesirable design fluctuation, a stability transformation method-based K-S aggregation constraint scheme is proposed to regularize the size distribution and also achieve the stable convergence of optimal solutions. Multiple design studies including the deterministic and reliability-based optimization problems are performed to demonstrate the applicability and effectiveness of the proposed approach.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Bendsøe MP, Sigmund O (2003) Topology optimization: theory, methods and applications. Springer, GermanyMATH Bendsøe MP, Sigmund O (2003) Topology optimization: theory, methods and applications. Springer, GermanyMATH
Zurück zum Zitat Chidamparam P, Leissa AW (1993) Vibrations of planar curved beams, rings, and arches. Appl Mech Rev 46:467–483CrossRef Chidamparam P, Leissa AW (1993) Vibrations of planar curved beams, rings, and arches. Appl Mech Rev 46:467–483CrossRef
Zurück zum Zitat Cho S, Ha SH (2009) Isogeometric shape design optimization: exact geometry and enhanced sensitivity. Struct Multidiscip Optim 38(1):53–70MathSciNetCrossRefMATH Cho S, Ha SH (2009) Isogeometric shape design optimization: exact geometry and enhanced sensitivity. Struct Multidiscip Optim 38(1):53–70MathSciNetCrossRefMATH
Zurück zum Zitat Choi MJ, Cho S (2018) Constrained isogeometric design optimization of lattice structures on curved surfaces: computation of design velocity field. Struct Multidiscip Optim 58(1):17–34MathSciNetCrossRef Choi MJ, Cho S (2018) Constrained isogeometric design optimization of lattice structures on curved surfaces: computation of design velocity field. Struct Multidiscip Optim 58(1):17–34MathSciNetCrossRef
Zurück zum Zitat Choi MJ, Yoon M, Cho S (2016) Isogeometric configuration design sensitivity analysis of finite deformation curved beam structures using Jaumann strain formulation. Comput Methods Appl Mech Eng 309:41–73MathSciNetCrossRef Choi MJ, Yoon M, Cho S (2016) Isogeometric configuration design sensitivity analysis of finite deformation curved beam structures using Jaumann strain formulation. Comput Methods Appl Mech Eng 309:41–73MathSciNetCrossRef
Zurück zum Zitat Cottrell JA, Hughes TJR, Bazilevs Y (2009) Isogeometric analysis: toward the integration of CAD and FEA. Wiley, SingaporeCrossRefMATH Cottrell JA, Hughes TJR, Bazilevs Y (2009) Isogeometric analysis: toward the integration of CAD and FEA. Wiley, SingaporeCrossRefMATH
Zurück zum Zitat Deaton JD, Grandhi RV (2014) A survey of structural and multidisciplinary continuum topology optimization: post 2000. Struct Multidiscip Optim 49(1):1–38MathSciNetCrossRef Deaton JD, Grandhi RV (2014) A survey of structural and multidisciplinary continuum topology optimization: post 2000. Struct Multidiscip Optim 49(1):1–38MathSciNetCrossRef
Zurück zum Zitat Du J, Olhoff N (2007) Topological design of freely vibrating continuum structures for maximum values of simple and multiple eigenfrequencies and frequency gaps. Struct Multidiscip Optim 34(2):91–110MathSciNetCrossRefMATH Du J, Olhoff N (2007) Topological design of freely vibrating continuum structures for maximum values of simple and multiple eigenfrequencies and frequency gaps. Struct Multidiscip Optim 34(2):91–110MathSciNetCrossRefMATH
Zurück zum Zitat Eisenberger M, Efraim E (2001) In-plane vibrations of shear deformable curved beams. Int J Numer Methods Eng 52:1221–1234CrossRefMATH Eisenberger M, Efraim E (2001) In-plane vibrations of shear deformable curved beams. Int J Numer Methods Eng 52:1221–1234CrossRefMATH
Zurück zum Zitat Guo X, Ni C, Cheng G, Du Z (2012) Some symmetry results for optimal solutions in structural optimization. Struct Multidiscip Optim 46(5):631–645MathSciNetCrossRefMATH Guo X, Ni C, Cheng G, Du Z (2012) Some symmetry results for optimal solutions in structural optimization. Struct Multidiscip Optim 46(5):631–645MathSciNetCrossRefMATH
Zurück zum Zitat Haftka RT, Gürdal Z (2012) Elements of structural optimization. Springer Science & Business Media Haftka RT, Gürdal Z (2012) Elements of structural optimization. Springer Science & Business Media
Zurück zum Zitat Hao P, Wang B, Li G, Meng Z, Wang L (2015) Hybrid framework for reliability-based design optimization of imperfect stiffened shells. AIAA J 53(10):2878–2889CrossRef Hao P, Wang B, Li G, Meng Z, Wang L (2015) Hybrid framework for reliability-based design optimization of imperfect stiffened shells. AIAA J 53(10):2878–2889CrossRef
Zurück zum Zitat Hao P, Wang B, Tian K, Li G, Du KF, Niu F (2016) Efficient optimization of cylindrical stiffened shells with reinforced cutouts by curvilinear stiffeners. AIAA J 54(4):1350–1363CrossRef Hao P, Wang B, Tian K, Li G, Du KF, Niu F (2016) Efficient optimization of cylindrical stiffened shells with reinforced cutouts by curvilinear stiffeners. AIAA J 54(4):1350–1363CrossRef
Zurück zum Zitat Herrema AJ, Wiese NM, Darling CN, Ganapathsubramanian B, Krishnamurthy A, Hsu MC (2017) A framework for parametric design optimization using isogeometric analysis. Comput Methods Appl Mech Eng 316:944–965MathSciNetCrossRef Herrema AJ, Wiese NM, Darling CN, Ganapathsubramanian B, Krishnamurthy A, Hsu MC (2017) A framework for parametric design optimization using isogeometric analysis. Comput Methods Appl Mech Eng 316:944–965MathSciNetCrossRef
Zurück zum Zitat Huang X, Zuo ZH, Xie YM (2010) Evolutionary topological optimization of vibrating continuum structures for natural frequencies. Comput Struct 88(5–6):357–364CrossRef Huang X, Zuo ZH, Xie YM (2010) Evolutionary topological optimization of vibrating continuum structures for natural frequencies. Comput Struct 88(5–6):357–364CrossRef
Zurück zum Zitat Hughes TJR, Cottrell JA, Bazilevs Y (2005) Isogeometric analysis: CAD, finite elements, NURBS, exact geometry and mesh refinement. Comput Methods Appl Mech Eng 194:4135–4195MathSciNetCrossRefMATH Hughes TJR, Cottrell JA, Bazilevs Y (2005) Isogeometric analysis: CAD, finite elements, NURBS, exact geometry and mesh refinement. Comput Methods Appl Mech Eng 194:4135–4195MathSciNetCrossRefMATH
Zurück zum Zitat Kamat MP, Simitses GJ (1973) Optimal beam frequencies by the finite element displacement method. Int J Solids Struct 9:415–429CrossRefMATH Kamat MP, Simitses GJ (1973) Optimal beam frequencies by the finite element displacement method. Int J Solids Struct 9:415–429CrossRefMATH
Zurück zum Zitat Karihaloo BL, Niordson FI (1973) Optimal design of vibrating cantilevers. J Optim Theory Appl 11(6):638–654. Karihaloo BL, Niordson FI (1973) Optimal design of vibrating cantilevers. J Optim Theory Appl 11(6):638–654.
Zurück zum Zitat Katsikadelis JT, Tsiatas GC (2006) Regulating the vibratory motion of beams using shape optimization. J Sound Vib 292:390–401CrossRef Katsikadelis JT, Tsiatas GC (2006) Regulating the vibratory motion of beams using shape optimization. J Sound Vib 292:390–401CrossRef
Zurück zum Zitat Kiendl J, Schmidt R, Wüchner R, Bletzinger KU (2014) Isogeometric shape optimization of shells using semi-analytical sensitivity analysis and sensitivity weighting. Comput Methods Appl Mech Eng 274:148–167MathSciNetCrossRefMATH Kiendl J, Schmidt R, Wüchner R, Bletzinger KU (2014) Isogeometric shape optimization of shells using semi-analytical sensitivity analysis and sensitivity weighting. Comput Methods Appl Mech Eng 274:148–167MathSciNetCrossRefMATH
Zurück zum Zitat Liu L, Pal S, Xie H (2012) Mems mirrors based on a curved concentric electrothermal actuator. Sensors Actuators A Phys 188:349–358CrossRef Liu L, Pal S, Xie H (2012) Mems mirrors based on a curved concentric electrothermal actuator. Sensors Actuators A Phys 188:349–358CrossRef
Zurück zum Zitat Liu HL, Zhu XF, Yang DX (2016) Isogeometric method based in-plane and out-of-plane free vibration analysis for Timoshenko curved beams. Struct Eng Mech 59(3):503–526CrossRef Liu HL, Zhu XF, Yang DX (2016) Isogeometric method based in-plane and out-of-plane free vibration analysis for Timoshenko curved beams. Struct Eng Mech 59(3):503–526CrossRef
Zurück zum Zitat Ma ZD, Kikuchi N, Hagiwara I (1993) Structural topology and shape optimization for a frequency response problem. Comput Mech 13(3):157–174MathSciNetCrossRefMATH Ma ZD, Kikuchi N, Hagiwara I (1993) Structural topology and shape optimization for a frequency response problem. Comput Mech 13(3):157–174MathSciNetCrossRefMATH
Zurück zum Zitat Ma HM, Gao XL, Reddy JN (2008) A microstructure-dependent Timoshenko beam model based on a modified couple stress theory. J Mech Phys Solids 56(12):3379–3391MathSciNetCrossRefMATH Ma HM, Gao XL, Reddy JN (2008) A microstructure-dependent Timoshenko beam model based on a modified couple stress theory. J Mech Phys Solids 56(12):3379–3391MathSciNetCrossRefMATH
Zurück zum Zitat Manh ND, Evgrafov A, Gersborg AR, Gravesen J (2011) Isogeometric shape optimization of vibrating membranes. Comput Methods Appl Mech Eng 200(13):1343–1353MathSciNetCrossRefMATH Manh ND, Evgrafov A, Gersborg AR, Gravesen J (2011) Isogeometric shape optimization of vibrating membranes. Comput Methods Appl Mech Eng 200(13):1343–1353MathSciNetCrossRefMATH
Zurück zum Zitat Nagy AP, Abdalla MM, Gürdal Z (2010) Isogeometric sizing and shape optimisation of beam structures. Comput Methods Appl Mech Eng 199:1216–1230MathSciNetCrossRefMATH Nagy AP, Abdalla MM, Gürdal Z (2010) Isogeometric sizing and shape optimisation of beam structures. Comput Methods Appl Mech Eng 199:1216–1230MathSciNetCrossRefMATH
Zurück zum Zitat Nagy AP, Abdalla MM, Gürdal Z (2011) Isogeometric design of elastic arches for maximum fundamental frequency. Struct Multidiscip Optim 43(1):135–149MathSciNetCrossRefMATH Nagy AP, Abdalla MM, Gürdal Z (2011) Isogeometric design of elastic arches for maximum fundamental frequency. Struct Multidiscip Optim 43(1):135–149MathSciNetCrossRefMATH
Zurück zum Zitat Nagy AP, IJsselmuiden ST, Abdalla MM (2013) Isogeometric design of anisotropic shells: optimal form and material distribution. Comput Methods Appl Mech Eng 264:145–162MathSciNetCrossRefMATH Nagy AP, IJsselmuiden ST, Abdalla MM (2013) Isogeometric design of anisotropic shells: optimal form and material distribution. Comput Methods Appl Mech Eng 264:145–162MathSciNetCrossRefMATH
Zurück zum Zitat Nguyen VP, Anitescu C, Bordas SPA, Rabczuk T (2015) Isogeometric analysis: an overview and computer implementation aspects. Math Comput Simul 117:89–116MathSciNetCrossRef Nguyen VP, Anitescu C, Bordas SPA, Rabczuk T (2015) Isogeometric analysis: an overview and computer implementation aspects. Math Comput Simul 117:89–116MathSciNetCrossRef
Zurück zum Zitat Olhoff N (1976) Optimization of vibrating beams with respect to higher order natural frequencies. J Struct Mech 4(1):87–122CrossRef Olhoff N (1976) Optimization of vibrating beams with respect to higher order natural frequencies. J Struct Mech 4(1):87–122CrossRef
Zurück zum Zitat Olhoff N (1977) Maximizing higher order eigenfrequencies of beams with constraints on the design geometry. J Struct Mech 5(2):107–134MathSciNetCrossRef Olhoff N (1977) Maximizing higher order eigenfrequencies of beams with constraints on the design geometry. J Struct Mech 5(2):107–134MathSciNetCrossRef
Zurück zum Zitat Olhoff N, Plaut RH (1983) Bimodal optimization of vibrating shallow arches. Int J Solids Struct 19(6):553–570CrossRefMATH Olhoff N, Plaut RH (1983) Bimodal optimization of vibrating shallow arches. Int J Solids Struct 19(6):553–570CrossRefMATH
Zurück zum Zitat Park BU, Seo YD, Sigmund O, Youn SK (2013) Shape optimization of the stokes flow problem based on isogeometric analysis. Struct Multidiscip Optim 48(5):965–977MathSciNetCrossRef Park BU, Seo YD, Sigmund O, Youn SK (2013) Shape optimization of the stokes flow problem based on isogeometric analysis. Struct Multidiscip Optim 48(5):965–977MathSciNetCrossRef
Zurück zum Zitat Piegl L, Tiller W (2012) The NURBS book. Springer Science & Business Media Piegl L, Tiller W (2012) The NURBS book. Springer Science & Business Media
Zurück zum Zitat Plaut RH, Olhoff N (1983) Optimal forms of shallow arches with respect to vibration and stability. J Struct Mech 11(1):81–100CrossRef Plaut RH, Olhoff N (1983) Optimal forms of shallow arches with respect to vibration and stability. J Struct Mech 11(1):81–100CrossRef
Zurück zum Zitat Qian X (2010) Full analytical sensitivities in NURBS based isogeometric shape optimization. Comput Methods Appl Mech Eng 199:2059–2071MathSciNetCrossRefMATH Qian X (2010) Full analytical sensitivities in NURBS based isogeometric shape optimization. Comput Methods Appl Mech Eng 199:2059–2071MathSciNetCrossRefMATH
Zurück zum Zitat Qian X, Sigmund O (2011) Isogeometric shape optimization of photonic crystals via coons patches. Comput Methods Appl Mech Eng 200(25):2237–2255MathSciNetCrossRefMATH Qian X, Sigmund O (2011) Isogeometric shape optimization of photonic crystals via coons patches. Comput Methods Appl Mech Eng 200(25):2237–2255MathSciNetCrossRefMATH
Zurück zum Zitat Raveendranath P, Singh G, Rao GV (2001) A three-noded shear-flexible curved beam element based on coupled displacement field interpolations. Int J Numer Methods Eng 51(1):85–101CrossRefMATH Raveendranath P, Singh G, Rao GV (2001) A three-noded shear-flexible curved beam element based on coupled displacement field interpolations. Int J Numer Methods Eng 51(1):85–101CrossRefMATH
Zurück zum Zitat Rozvany GIN, Zhou M (1991) The COC algorithm, part I: cross-section optimization or sizing. Comput Methods Appl Mech Eng 89(1–3):281–308CrossRef Rozvany GIN, Zhou M (1991) The COC algorithm, part I: cross-section optimization or sizing. Comput Methods Appl Mech Eng 89(1–3):281–308CrossRef
Zurück zum Zitat Schmelcher P, Diakonos FK (1997) Detecting unstable periodic orbits of chaotic dynamical systems. Phys Rev Lett 78(25):4733–4736CrossRef Schmelcher P, Diakonos FK (1997) Detecting unstable periodic orbits of chaotic dynamical systems. Phys Rev Lett 78(25):4733–4736CrossRef
Zurück zum Zitat Shojaee S, Izadpanah E, Valizadeh N, Kiendl J (2012) Free vibration analysis of thin plates by using a NURBS-based isogeometric approach. Finite Elem Anal Des 61:23–34MathSciNetCrossRef Shojaee S, Izadpanah E, Valizadeh N, Kiendl J (2012) Free vibration analysis of thin plates by using a NURBS-based isogeometric approach. Finite Elem Anal Des 61:23–34MathSciNetCrossRef
Zurück zum Zitat Svanberg K (1987) The method of moving asymptotes—a new method for structural optimization. Int J Numer Methods Eng 24(2):359–373MathSciNetCrossRefMATH Svanberg K (1987) The method of moving asymptotes—a new method for structural optimization. Int J Numer Methods Eng 24(2):359–373MathSciNetCrossRefMATH
Zurück zum Zitat Taheri AH, Hassani B (2014) Simultaneous isogeometrical shape and material design of functionally graded structures for optimal eigenfrequencies. Comput Methods Appl Mech Eng 277:46–80MathSciNetCrossRefMATH Taheri AH, Hassani B (2014) Simultaneous isogeometrical shape and material design of functionally graded structures for optimal eigenfrequencies. Comput Methods Appl Mech Eng 277:46–80MathSciNetCrossRefMATH
Zurück zum Zitat Takewaki I (1996) Optimal frequency design of tower structures via an approximation concept. Comput Struct 58(3):445–452CrossRef Takewaki I (1996) Optimal frequency design of tower structures via an approximation concept. Comput Struct 58(3):445–452CrossRef
Zurück zum Zitat Thomas J, Abbas BAH (1975) Finite element model for dynamic analysis of Timoshenko beam. J Sound Vib 41(3):291–299CrossRef Thomas J, Abbas BAH (1975) Finite element model for dynamic analysis of Timoshenko beam. J Sound Vib 41(3):291–299CrossRef
Zurück zum Zitat Verbart A, Langelaar M, Keulen FV (2017) A unified aggregation and relaxation approach for stress-constrained topology optimization. Struct Multidiscip Optim 55(2):663–679MathSciNetCrossRef Verbart A, Langelaar M, Keulen FV (2017) A unified aggregation and relaxation approach for stress-constrained topology optimization. Struct Multidiscip Optim 55(2):663–679MathSciNetCrossRef
Zurück zum Zitat Wang ZP, Kumar D (2017) On the numerical implementation of continuous adjoint sensitivity for transient heat conduction problems using an isogeometric approach. Struct Multidiscip Optim 56(2):487–500MathSciNetCrossRef Wang ZP, Kumar D (2017) On the numerical implementation of continuous adjoint sensitivity for transient heat conduction problems using an isogeometric approach. Struct Multidiscip Optim 56(2):487–500MathSciNetCrossRef
Zurück zum Zitat Wang ZP, Turteltaub S (2015) Isogeometric shape optimization for quasi-static processes. Int J Numer Methods Eng 104(5):347–371MathSciNetCrossRefMATH Wang ZP, Turteltaub S (2015) Isogeometric shape optimization for quasi-static processes. Int J Numer Methods Eng 104(5):347–371MathSciNetCrossRefMATH
Zurück zum Zitat Wang ZP, Poh LH, Dirrenberger J, Zhu Y, Forest S (2017a) Isogeometric shape optimization of smoothed petal auxetic structures via computational periodic homogenization. Comput Methods Appl Mech Eng 323:250–271MathSciNetCrossRef Wang ZP, Poh LH, Dirrenberger J, Zhu Y, Forest S (2017a) Isogeometric shape optimization of smoothed petal auxetic structures via computational periodic homogenization. Comput Methods Appl Mech Eng 323:250–271MathSciNetCrossRef
Zurück zum Zitat Wang ZP, Turteltaub S, Abdalla MM (2017b) Shape optimization and optimal control for transient heat conduction problems using an isogeometric approach. Comput Struct 185:59–74CrossRef Wang ZP, Turteltaub S, Abdalla MM (2017b) Shape optimization and optimal control for transient heat conduction problems using an isogeometric approach. Comput Struct 185:59–74CrossRef
Zurück zum Zitat Wu YT, Wirsching PH (1987) New algorithm for structural reliability estimation. J Eng Mech 113(9):1319–1336CrossRef Wu YT, Wirsching PH (1987) New algorithm for structural reliability estimation. J Eng Mech 113(9):1319–1336CrossRef
Zurück zum Zitat Yang DX, Yang PX (2010) Numerical instabilities and convergence control for convex approximation methods. Nonlinear Dyn 61:605–622MathSciNetCrossRefMATH Yang DX, Yang PX (2010) Numerical instabilities and convergence control for convex approximation methods. Nonlinear Dyn 61:605–622MathSciNetCrossRefMATH
Zurück zum Zitat Yang DX, Yi P (2009) Chaos control of performance measure approach for evaluation of probabilistic constraints. Struct Multidiscip Optim 38(1):83–92CrossRef Yang DX, Yi P (2009) Chaos control of performance measure approach for evaluation of probabilistic constraints. Struct Multidiscip Optim 38(1):83–92CrossRef
Zurück zum Zitat Yang F, Sedaghati R, Esmailzadeh E (2008) Free in-plane vibration of general curved beams using finite element method. J Sound Vib 318(4):850–867CrossRef Yang F, Sedaghati R, Esmailzadeh E (2008) Free in-plane vibration of general curved beams using finite element method. J Sound Vib 318(4):850–867CrossRef
Zurück zum Zitat Yoon M, Ha SH, Cho S (2013) Isogeometric shape design optimization of heat conduction problems. Int J Heat Mass Transf 62:272–285CrossRef Yoon M, Ha SH, Cho S (2013) Isogeometric shape design optimization of heat conduction problems. Int J Heat Mass Transf 62:272–285CrossRef
Zurück zum Zitat Zhou M, Rozvany G (1991) The COC algorithm, part II: topological, geometrical and generalized shape optimization. Comput Methods Appl Mech Eng 89(1–3):309–336CrossRef Zhou M, Rozvany G (1991) The COC algorithm, part II: topological, geometrical and generalized shape optimization. Comput Methods Appl Mech Eng 89(1–3):309–336CrossRef
Metadaten
Titel
Smooth size design for the natural frequencies of curved Timoshenko beams using isogeometric analysis
verfasst von
Hongliang Liu
Dixiong Yang
Xuan Wang
Yutian Wang
Chen Liu
Zhen-Pei Wang
Publikationsdatum
26.10.2018
Verlag
Springer Berlin Heidelberg
Erschienen in
Structural and Multidisciplinary Optimization / Ausgabe 4/2019
Print ISSN: 1615-147X
Elektronische ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-018-2119-8

Weitere Artikel der Ausgabe 4/2019

Structural and Multidisciplinary Optimization 4/2019 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.