Skip to main content
Top
Published in: Structural and Multidisciplinary Optimization 3/2019

12-01-2019 | Industrial Application

Reliability-based design optimization of crane bridges using Kriging-based surrogate models

Authors: Xiaoning Fan, Pingfeng Wang, FangFang Hao

Published in: Structural and Multidisciplinary Optimization | Issue 3/2019

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Cranes as indispensable and important hoisting machines of modern manufacturing and logistics systems have been wildly used in factories, mines, and custom ports. For crane designs, the crane bridge is one of the most critical systems, as its mechanical skeleton bearing and transferring the operational load and the weight of the crane itself thus must be designed with sufficient reliability in order to ensure safe crane services. Due to extremely expensive computational costs, current crane bridge design has been primarily focused either on deterministic design based on conventional design formula with empirical parameters from designers’ experiences or on reliability-based design by employing finite-element analysis. To remove this barrier, the paper presents the study of using an advanced surrogate modeling technique for the reliability-based design of the crane bridge system to address the computational challenges and thus enhance design efficiency. The Kriging surrogate models are first developed for the performance functions for the crane system design and used for the reliability-based design optimization. Comparison studies with existing crane design methods indicated that employing the surrogate models could substantially improve the design efficiency while maintaining good accuracy.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
go back to reference Beachkofski B, Grandhi R (2002) Improved distributed hypercube sampling, 43rd AIAA/ASME/ASCE/AHS/ASC structures, structural dynamics, and materials conference Beachkofski B, Grandhi R (2002) Improved distributed hypercube sampling, 43rd AIAA/ASME/ASCE/AHS/ASC structures, structural dynamics, and materials conference
go back to reference Bhosekar A, Ierapetritou M (2018) Advances in surrogate based modeling, feasibility analysis, and optimization: a review. Comput Chem Eng 108:250–267CrossRef Bhosekar A, Ierapetritou M (2018) Advances in surrogate based modeling, feasibility analysis, and optimization: a review. Comput Chem Eng 108:250–267CrossRef
go back to reference Cid Montoya M, Costas M, Díaz J et al (2015) A multi-objective reliability-based optimization of the crashworthiness of a metallic-GFRP impact absorber using hybrid approximations. Stuct Multidisc Optim 52:827–843CrossRef Cid Montoya M, Costas M, Díaz J et al (2015) A multi-objective reliability-based optimization of the crashworthiness of a metallic-GFRP impact absorber using hybrid approximations. Stuct Multidisc Optim 52:827–843CrossRef
go back to reference Dey A, Mahadevan S (1998) Ductile structural system reliability analysis using importance sampling. Struct Saf 20(2):137–154CrossRef Dey A, Mahadevan S (1998) Ductile structural system reliability analysis using importance sampling. Struct Saf 20(2):137–154CrossRef
go back to reference Fan X, Bi X (2015) Reliability-based design optimization for crane metallic structure using ACO and AFOSM based on China standards. Math Probl Eng Article ID 828930, 12 pages Fan X, Bi X (2015) Reliability-based design optimization for crane metallic structure using ACO and AFOSM based on China standards. Math Probl Eng Article ID 828930, 12 pages
go back to reference Fan X-N, Zhi B (2017) Design for a crane metallic structure based on imperialist competitive algorithm and inverse reliability strategy. Chin J Mech Eng 30:900–912CrossRef Fan X-N, Zhi B (2017) Design for a crane metallic structure based on imperialist competitive algorithm and inverse reliability strategy. Chin J Mech Eng 30:900–912CrossRef
go back to reference Fang J, Gao Y, Sun G et al (2013) Multiobjective reliability-based optimization for design of a vehicle door. Finite Elem Anal Des 67:13–21CrossRef Fang J, Gao Y, Sun G et al (2013) Multiobjective reliability-based optimization for design of a vehicle door. Finite Elem Anal Des 67:13–21CrossRef
go back to reference Fei K, Qing X, Junjie L (2016) Slope reliability analysis using surrogate models via new support vector machines with swarm intelligence. Appl Math Model 40(11–12):6105–6120MathSciNet Fei K, Qing X, Junjie L (2016) Slope reliability analysis using surrogate models via new support vector machines with swarm intelligence. Appl Math Model 40(11–12):6105–6120MathSciNet
go back to reference GB/T3811–2008 (2008) Design rules for cranes. China Standards Press, Beijing (in Chinese) GB/T3811–2008 (2008) Design rules for cranes. China Standards Press, Beijing (in Chinese)
go back to reference Goel T, Haftka RT, Shyy W (2008) Error measures for noise-free surrogate approximations. AIAA Paper, 2008-901 Goel T, Haftka RT, Shyy W (2008) Error measures for noise-free surrogate approximations. AIAA Paper, 2008-901
go back to reference Gomes HM, Awruch AM, Lopes PAM (2011) Reliability based optimization of laminated composite structures using genetic algorithms and artificial neural networks. Struct Saf 33(3):186–195CrossRef Gomes HM, Awruch AM, Lopes PAM (2011) Reliability based optimization of laminated composite structures using genetic algorithms and artificial neural networks. Struct Saf 33(3):186–195CrossRef
go back to reference Gorguluarslan R, Kim ES, Choi SK, Choi HJ (2014) Reliability estimation of washing machine spider assembly via classification. Int J Adv Manuf Technol 72(9–12):1581–1591CrossRef Gorguluarslan R, Kim ES, Choi SK, Choi HJ (2014) Reliability estimation of washing machine spider assembly via classification. Int J Adv Manuf Technol 72(9–12):1581–1591CrossRef
go back to reference Haeri A, Fadaee MJ (2016) Efficient reliability analysis of laminated composites using advanced Kriging surrogate model. Compos Struct 149:26–32CrossRef Haeri A, Fadaee MJ (2016) Efficient reliability analysis of laminated composites using advanced Kriging surrogate model. Compos Struct 149:26–32CrossRef
go back to reference Ho-Huu V, Nguyen-Thoi T, Le-Anh L et al (2016) An effective reliability-based improved constrained differential evolution for reliability-based design optimization of truss structures. Adv Eng Softw 92:48–56CrossRef Ho-Huu V, Nguyen-Thoi T, Le-Anh L et al (2016) An effective reliability-based improved constrained differential evolution for reliability-based design optimization of truss structures. Adv Eng Softw 92:48–56CrossRef
go back to reference Huang T, Song X, Min Liu A (2016) Kriging-based non-probability interval optimization of loading path in T-shape tube hydroforming. Int J Adv Manuf Technol 85:1615–1631CrossRef Huang T, Song X, Min Liu A (2016) Kriging-based non-probability interval optimization of loading path in T-shape tube hydroforming. Int J Adv Manuf Technol 85:1615–1631CrossRef
go back to reference Jármai K (1990) Decision support system on IBM PC for design of economic steel structures applied to crane girders. Thin-Walled Struct 10(2):143–159CrossRef Jármai K (1990) Decision support system on IBM PC for design of economic steel structures applied to crane girders. Thin-Walled Struct 10(2):143–159CrossRef
go back to reference Lagaros ND, Papadrakakis M (2012) Applied soft computing for optimum design of structures. Struct Multidiscip Optim 45(6):787–799MATHCrossRef Lagaros ND, Papadrakakis M (2012) Applied soft computing for optimum design of structures. Struct Multidiscip Optim 45(6):787–799MATHCrossRef
go back to reference Liu PF, Xing LJ, Liu YL et al (2014) Strength analysis and optimal design for main girder of double-trolley overhead traveling crane using finite element method. J Fail Anal Prev 14(1):76–86CrossRef Liu PF, Xing LJ, Liu YL et al (2014) Strength analysis and optimal design for main girder of double-trolley overhead traveling crane using finite element method. J Fail Anal Prev 14(1):76–86CrossRef
go back to reference Martino L, Elvira V, Luengo D, Corander J (2015) An adaptive population importance sampler: learning from uncertainty. IEEE Trans Signal Process 63(16):4422–4437MathSciNetMATHCrossRef Martino L, Elvira V, Luengo D, Corander J (2015) An adaptive population importance sampler: learning from uncertainty. IEEE Trans Signal Process 63(16):4422–4437MathSciNetMATHCrossRef
go back to reference Meng W, Yang Z, Qi X, Cai J (2013) Reliability analysis-based numerical calculation of metal structure of bridge crane. Math Probl Eng 2013:260976, 5 pages Meng W, Yang Z, Qi X, Cai J (2013) Reliability analysis-based numerical calculation of metal structure of bridge crane. Math Probl Eng 2013:260976, 5 pages
go back to reference Patel J, Choi SK (2012) Classification approach for reliability-based topology optimization using probabilistic neural networks. Struct Multidiscip Optim 45(4):529–543MathSciNetMATHCrossRef Patel J, Choi SK (2012) Classification approach for reliability-based topology optimization using probabilistic neural networks. Struct Multidiscip Optim 45(4):529–543MathSciNetMATHCrossRef
go back to reference Qi Q, Xu G, Fan X et al (2015) A new specular reflection optimization algorithm. Adv Mech Eng 7(10):1–10CrossRef Qi Q, Xu G, Fan X et al (2015) A new specular reflection optimization algorithm. Adv Mech Eng 7(10):1–10CrossRef
go back to reference Qu X, G X, Fan X et al (2015) Intelligent optimization methods for the design of an overhead travelling crane. Chin J Mech Eng 28(1):187–196CrossRef Qu X, G X, Fan X et al (2015) Intelligent optimization methods for the design of an overhead travelling crane. Chin J Mech Eng 28(1):187–196CrossRef
go back to reference Roshanian J, Ebrahimi M (2013) Latin hypercube sampling applied to reliability-based multidisciplinary design optimization of a launch vehicle. Aerosp Sci Technol 28(1):297–304CrossRef Roshanian J, Ebrahimi M (2013) Latin hypercube sampling applied to reliability-based multidisciplinary design optimization of a launch vehicle. Aerosp Sci Technol 28(1):297–304CrossRef
go back to reference Rubinstein RY, Kroese DP (2011) Simulation and the Monte Carlo method, vol 707. John Wiley & Sons, HobokenMATH Rubinstein RY, Kroese DP (2011) Simulation and the Monte Carlo method, vol 707. John Wiley & Sons, HobokenMATH
go back to reference Song CY, Lee J, Choung JM (2011) Reliability-based design optimization of an FPSO riser support using moving least squares response surface meta-models. Ocean Eng 38(2):304–318CrossRef Song CY, Lee J, Choung JM (2011) Reliability-based design optimization of an FPSO riser support using moving least squares response surface meta-models. Ocean Eng 38(2):304–318CrossRef
go back to reference Tu J, Choi KK, Park YH (1999) A new study on reliability-based design optimization. J Mech Des 121(4):557–564CrossRef Tu J, Choi KK, Park YH (1999) A new study on reliability-based design optimization. J Mech Des 121(4):557–564CrossRef
go back to reference Wang Z, Wang P (2012) A nested extreme response surface approach for time-dependent reliability-based design optimization. J Mech Des 134(12):121007 1–14CrossRef Wang Z, Wang P (2012) A nested extreme response surface approach for time-dependent reliability-based design optimization. J Mech Des 134(12):121007 1–14CrossRef
go back to reference Wang Z, Wang P (2014) A maximum confidence enhancement based sequential sampling scheme for simulation-based design. J Mech Des 136(2):021006 (10 pages)CrossRef Wang Z, Wang P (2014) A maximum confidence enhancement based sequential sampling scheme for simulation-based design. J Mech Des 136(2):021006 (10 pages)CrossRef
go back to reference Wei Y, Yang Z, Li Y et al (2014) Reliability analysis for the metal structure of bridge crane. J Simul 2(3):171–175 Wei Y, Yang Z, Li Y et al (2014) Reliability analysis for the metal structure of bridge crane. J Simul 2(3):171–175
go back to reference Xiang H, Li Y, Liao H et al (2017) An adaptive surrogate model based on support vector regression and its application to the optimization of railway wind barriers. Struct Multidisc Optim 55:701–713CrossRef Xiang H, Li Y, Liao H et al (2017) An adaptive surrogate model based on support vector regression and its application to the optimization of railway wind barriers. Struct Multidisc Optim 55:701–713CrossRef
go back to reference Yu LF, Cao Y, Chong Q and Wu X (2011) Reliability-based design for the structure of tower crane under aleatory and epistemic uncertainties. The Proceedings of 2011 International Conference on Quality, Reliability, Risk Maintenance, and Safety Engineering, IEEE Yu LF, Cao Y, Chong Q and Wu X (2011) Reliability-based design for the structure of tower crane under aleatory and epistemic uncertainties. The Proceedings of 2011 International Conference on Quality, Reliability, Risk Maintenance, and Safety Engineering, IEEE
go back to reference Zhang Y (2015a) Reliability-based robust design optimization of vehicle components, part I: theory. Front Mech Eng 10(2):138–144CrossRef Zhang Y (2015a) Reliability-based robust design optimization of vehicle components, part I: theory. Front Mech Eng 10(2):138–144CrossRef
go back to reference Zhang Y (2015b) Reliability-based robust design optimization of vehicle components, part II: case studies. Front Mech Eng 10(2):145–153CrossRef Zhang Y (2015b) Reliability-based robust design optimization of vehicle components, part II: case studies. Front Mech Eng 10(2):145–153CrossRef
go back to reference Zhang C (2016) Robust design optimization method for centrifugal impellers under surface roughness uncertainties due to blade fouling. Chin J Mech Eng 29(2):301–314CrossRef Zhang C (2016) Robust design optimization method for centrifugal impellers under surface roughness uncertainties due to blade fouling. Chin J Mech Eng 29(2):301–314CrossRef
go back to reference Zhang M, Gou W, Li L et al (2017) Multidisciplinary design and multi-objective optimization on guide fins of twin-web disk using kriging surrogate model. Struct Multidisc Optim. 55:361–373CrossRef Zhang M, Gou W, Li L et al (2017) Multidisciplinary design and multi-objective optimization on guide fins of twin-web disk using kriging surrogate model. Struct Multidisc Optim. 55:361–373CrossRef
Metadata
Title
Reliability-based design optimization of crane bridges using Kriging-based surrogate models
Authors
Xiaoning Fan
Pingfeng Wang
FangFang Hao
Publication date
12-01-2019
Publisher
Springer Berlin Heidelberg
Published in
Structural and Multidisciplinary Optimization / Issue 3/2019
Print ISSN: 1615-147X
Electronic ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-018-2183-0

Other articles of this Issue 3/2019

Structural and Multidisciplinary Optimization 3/2019 Go to the issue

Premium Partners