Skip to main content
Top
Published in: Chinese Journal of Mechanical Engineering 4/2017

01-07-2017 | Original Article

Design for a Crane Metallic Structure Based on Imperialist Competitive Algorithm and Inverse Reliability Strategy

Authors: Xiao-Ning Fan, Bo Zhi

Published in: Chinese Journal of Mechanical Engineering | Issue 4/2017

Login to get access

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

search-config
loading …

Abstract

Uncertainties in parameters such as materials, loading, and geometry are inevitable in designing metallic structures for cranes. When considering these uncertainty factors, reliability-based design optimization (RBDO) offers a more reasonable design approach. However, existing RBDO methods for crane metallic structures are prone to low convergence speed and high computational cost. A unilevel RBDO method, combining a discrete imperialist competitive algorithm with an inverse reliability strategy based on the performance measure approach, is developed. Application of the imperialist competitive algorithm at the optimization level significantly improves the convergence speed of this RBDO method. At the reliability analysis level, the inverse reliability strategy is used to determine the feasibility of each probabilistic constraint at each design point by calculating its α-percentile performance, thereby avoiding convergence failure, calculation error, and disproportionate computational effort encountered using conventional moment and simulation methods. Application of the RBDO method to an actual crane structure shows that the developed RBDO realizes a design with the best tradeoff between economy and safety together with about one-third of the convergence speed and the computational cost of the existing method. This paper provides a scientific and effective design approach for the design of metallic structures of cranes.
Literature
1.
go back to reference C B Pinca, G O Tirian, A V Socalici, et al. Dimensional optimization for the strength structure of a traveling crane. WSEAS Transactions on Applied and Theoretical Mechanics, 2009, 4(4): 147–156. C B Pinca, G O Tirian, A V Socalici, et al. Dimensional optimization for the strength structure of a traveling crane. WSEAS Transactions on Applied and Theoretical Mechanics, 2009, 4(4): 147–156.
2.
go back to reference R Mijailović, G Kastratović. Cross-section optimization of tower crane lattice boom. Meccanica, 2009, 44(5): 599–611. R Mijailović, G Kastratović. Cross-section optimization of tower crane lattice boom. Meccanica, 2009, 44(5): 599–611.
3.
go back to reference C Sun, Y Tan, J C Zeng, et al. The structure optimization of main beam for bridge crane based on an improved PSO, Journal of Computers, 2011, 6(8): 1585–1590. C Sun, Y Tan, J C Zeng, et al. The structure optimization of main beam for bridge crane based on an improved PSO, Journal of Computers, 2011, 6(8): 1585–1590.
4.
go back to reference N D Lagaros, M Papadrakakis. Applied soft computing for optimum design of structures. Structural and Multidisciplinary Optimization, 2012, 45(6): 787–799. N D Lagaros, M Papadrakakis. Applied soft computing for optimum design of structures. Structural and Multidisciplinary Optimization, 2012, 45(6): 787–799.
5.
go back to reference P F Liu, L J Xing, Y L Liu, et al. Strength analysis and optimal design for main girder of double-trolley overhead traveling crane using finite element method, Journal of Failure Analysis and Prevention, 2014, 14(1): 76–86. P F Liu, L J Xing, Y L Liu, et al. Strength analysis and optimal design for main girder of double-trolley overhead traveling crane using finite element method, Journal of Failure Analysis and Prevention, 2014, 14(1): 76–86.
6.
go back to reference X Qu, G Xu, X Fan, et al. Intelligent optimization methods for the design of an overhead travelling crane. Chinese Journal of Mechanical Engineering, 2015, 28(1): 187–196. X Qu, G Xu, X Fan, et al. Intelligent optimization methods for the design of an overhead travelling crane. Chinese Journal of Mechanical Engineering, 2015, 28(1): 187–196.
7.
go back to reference L Yu, Y Cao, Q Chong, et al. Reliability-based design for the structure of tower crane under aleatory and epistemic uncertainties//Proceedings of the International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (ICQR2MSE’11), Xian, China, June 17–19, 2011: 938–943. L Yu, Y Cao, Q Chong, et al. Reliability-based design for the structure of tower crane under aleatory and epistemic uncertainties//Proceedings of the International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (ICQR2MSE’11), Xian, China, June 17–19, 2011: 938–943.
8.
go back to reference W Meng, Z Yang, X Qi, et al, Reliability analysis-based numerical calculation of metal structure of bridge crane. Mathematical Problems in Engineering, 2013, Article ID 260976, 5 pages. W Meng, Z Yang, X Qi, et al, Reliability analysis-based numerical calculation of metal structure of bridge crane. Mathematical Problems in Engineering, 2013, Article ID 260976, 5 pages.
9.
go back to reference Y Wei, Z Yang, Y Li, et al. Reliability analysis for the metal structure of bridge crane. Journal of Simulation, 2014, 2(3): 171–175. Y Wei, Z Yang, Y Li, et al. Reliability analysis for the metal structure of bridge crane. Journal of Simulation, 2014, 2(3): 171–175.
10.
go back to reference Z Yang, W Meng. Non-probabilistic reliability analysis of bridge crane metal structure based on support vector machine. Mechanical Science and Technology for Aerospace Engineering, 2015, 34(3): 381–385. (in Chinese) Z Yang, W Meng. Non-probabilistic reliability analysis of bridge crane metal structure based on support vector machine. Mechanical Science and Technology for Aerospace Engineering, 2015, 34(3): 381–385. (in Chinese)
11.
go back to reference H M Gomes, A M Awruch, P A M Lopes. Reliability based optimization of laminated composite structures using genetic algorithms and artificial neural networks. Structural Safety, 2011, 33(3): 186–195 H M Gomes, A M Awruch, P A M Lopes. Reliability based optimization of laminated composite structures using genetic algorithms and artificial neural networks. Structural Safety, 2011, 33(3): 186–195
12.
go back to reference C Y Song, J Lee, J M Choung. Reliability-based design optimization of an FPSO riser support using moving least squares response surface meta-models. Ocean Engineering, 2011, 38(2): 304–318. C Y Song, J Lee, J M Choung. Reliability-based design optimization of an FPSO riser support using moving least squares response surface meta-models. Ocean Engineering, 2011, 38(2): 304–318.
13.
go back to reference Z Wang, P Wang. A nested extreme response surface approach for time-dependent reliability-based design optimization. Journal of Mechanical Design, 2012, 134(12): 121007, 1–14. Z Wang, P Wang. A nested extreme response surface approach for time-dependent reliability-based design optimization. Journal of Mechanical Design, 2012, 134(12): 121007, 1–14.
14.
go back to reference J Roshanian, M Ebrahimi. Latin hypercube sampling applied to reliability-based multidisciplinary design optimization of a launch vehicle. Aerospace Science and Technology, 2013, 28(1): 297–304. J Roshanian, M Ebrahimi. Latin hypercube sampling applied to reliability-based multidisciplinary design optimization of a launch vehicle. Aerospace Science and Technology, 2013, 28(1): 297–304.
15.
go back to reference J Fang, Y Gao, G Sun, et al Multiobjective reliability-based optimization for design of a vehicle door. Finite Elements in Analysis and Design, 2013, 67: 13–21. J Fang, Y Gao, G Sun, et al Multiobjective reliability-based optimization for design of a vehicle door. Finite Elements in Analysis and Design, 2013, 67: 13–21.
16.
go back to reference Y Zhang. Reliability-based robust design optimization of vehicle components, Part I: Theory. Frontier of Mechanical Engineering, 2015, 10(2): 138–144. Y Zhang. Reliability-based robust design optimization of vehicle components, Part I: Theory. Frontier of Mechanical Engineering, 2015, 10(2): 138–144.
17.
go back to reference Y Zhang. Reliability-based robust design optimization of vehicle components, Part II: Case Studies. Frontier Mechanical Engineering, 2015, 10(2): 145–153. Y Zhang. Reliability-based robust design optimization of vehicle components, Part II: Case Studies. Frontier Mechanical Engineering, 2015, 10(2): 145–153.
18.
go back to reference V Ho-Huu, T Nguyen-Thoi, L Le-Anh, et al. An effective reliability-based improved constrained differential evolution for reliability-based design optimization of truss structures. Advances in Engineering Software, 2016, 92: 48–56. V Ho-Huu, T Nguyen-Thoi, L Le-Anh, et al. An effective reliability-based improved constrained differential evolution for reliability-based design optimization of truss structures. Advances in Engineering Software, 2016, 92: 48–56.
19.
go back to reference C Zhang. Robust Design Optimization Method for Centrifugal Impellers under Surface Roughness Uncertainties due to Blade Fouling. Chinese Journal of Mechanical Engineering. 2016, 29(2): 301–314. C Zhang. Robust Design Optimization Method for Centrifugal Impellers under Surface Roughness Uncertainties due to Blade Fouling. Chinese Journal of Mechanical Engineering. 2016, 29(2): 301–314.
20.
go back to reference X Fan, X Bi. Reliability-Based Design Optimization for Crane Metallic Structure Using ACO and AFOSM Based on China Standards, Mathematical Problems in Engineering, 2015, Article ID 828930, 12 pages. X Fan, X Bi. Reliability-Based Design Optimization for Crane Metallic Structure Using ACO and AFOSM Based on China Standards, Mathematical Problems in Engineering, 2015, Article ID 828930, 12 pages.
21.
go back to reference E Atashpaz-Gargari, C Lucas. Imperialist competitive algorithm: an algorithm for optimization inspired by imperialistic competition//IEEE Congress on Evolutionary Computation, Singapore, September 25–28, 2007: 4661–4667. E Atashpaz-Gargari, C Lucas. Imperialist competitive algorithm: an algorithm for optimization inspired by imperialistic competition//IEEE Congress on Evolutionary Computation, Singapore, September 25–28, 2007: 4661–4667.
22.
go back to reference E Atashpaz-Gargari, F Hashemzadeh, R Rajabioun, et al. Colonial competitive algorithm: a novel approach for PID controller design in MIMO distillation column process. International Journal of Intelligent Computing & Cybernetic, 2008, 1(3): 337–355. E Atashpaz-Gargari, F Hashemzadeh, R Rajabioun, et al. Colonial competitive algorithm: a novel approach for PID controller design in MIMO distillation column process. International Journal of Intelligent Computing & Cybernetic, 2008, 1(3): 337–355.
23.
go back to reference A Kaveh, S Talatahari. Optimum design of skeletal structures using imperialist competitive algorithm, Computers and Structures, 2010, 88(21–22): 1220–1229. A Kaveh, S Talatahari. Optimum design of skeletal structures using imperialist competitive algorithm, Computers and Structures, 2010, 88(21–22): 1220–1229.
24.
go back to reference M Yousefikhoshbakht, M Sedighpour. New imperialist competitive algorithm to solve the travelling salesman problem, International Journal of Computer Mathematics, 2013, 90(7): 1495–1505. M Yousefikhoshbakht, M Sedighpour. New imperialist competitive algorithm to solve the travelling salesman problem, International Journal of Computer Mathematics, 2013, 90(7): 1495–1505.
25.
go back to reference J Tu, K K Choi, Y H Park. A new study on reliability-based design optimization. Journal of Mechanical Design, 1999, 121(4): 557–564. J Tu, K K Choi, Y H Park. A new study on reliability-based design optimization. Journal of Mechanical Design, 1999, 121(4): 557–564.
26.
go back to reference X Du, A Sudjianto, W Chen. An integrated framework for optimization under uncertainty using inverse reliability strategy. Journal of Mechanical Design, 2004, 126(4): 562–570. X Du, A Sudjianto, W Chen. An integrated framework for optimization under uncertainty using inverse reliability strategy. Journal of Mechanical Design, 2004, 126(4): 562–570.
27.
go back to reference B D Youn, K K Choi. An investigation of nonlinearity of reliability-based design optimization approaches. Journal of Mechanical Design, 2004, 126(3): 403–411. B D Youn, K K Choi. An investigation of nonlinearity of reliability-based design optimization approaches. Journal of Mechanical Design, 2004, 126(3): 403–411.
28.
go back to reference L Du, K K Choi. An inverse analysis method for design optimization with both statistical and fuzzy uncertainties. Structural and Multidisciplinary Optimization, 2008, 37(2): 107–119. L Du, K K Choi. An inverse analysis method for design optimization with both statistical and fuzzy uncertainties. Structural and Multidisciplinary Optimization, 2008, 37(2): 107–119.
29.
go back to reference B D Youn, K K Choi, J R Yang, et al. Reliability-based design optimization for crashworthiness of vehicle side impact. Structural and Multidisciplinary Optimization, 2004, 26(3): 272–283. B D Youn, K K Choi, J R Yang, et al. Reliability-based design optimization for crashworthiness of vehicle side impact. Structural and Multidisciplinary Optimization, 2004, 26(3): 272–283.
30.
go back to reference B D Youn, K K Choi, Y H Park. Hybrid analysis method for reliability-based design optimization. Journal of Mechanical Design, 2003, 125(2): 221–232. B D Youn, K K Choi, Y H Park. Hybrid analysis method for reliability-based design optimization. Journal of Mechanical Design, 2003, 125(2): 221–232.
31.
go back to reference GB/T3811–2008 Design rules for cranes. Beijing: China Standards Press, 2008. (in Chinese) GB/T3811–2008 Design rules for cranes. Beijing: China Standards Press, 2008. (in Chinese)
32.
go back to reference M Rosenblatt. Remarks on a multivariate transformation. The Annals of Mathematical Statistics, 1952, 23(3): 470–472. M Rosenblatt. Remarks on a multivariate transformation. The Annals of Mathematical Statistics, 1952, 23(3): 470–472.
33.
go back to reference D Yang. Chaos control for numerical instability of first order reliability method. Communication in Nonlinear Science & numerical Simulation, 2010, 15(10): 3131–3141. D Yang. Chaos control for numerical instability of first order reliability method. Communication in Nonlinear Science & numerical Simulation, 2010, 15(10): 3131–3141.
34.
go back to reference D Yang, G Li, G Cheng. Convergence analysis of first order reliability method using chaos theory. Computers & Structure, 2006, 84(8–9): 536–571. D Yang, G Li, G Cheng. Convergence analysis of first order reliability method using chaos theory. Computers & Structure, 2006, 84(8–9): 536–571.
36.
go back to reference GB/T709—2006 Dimension shape weight and tolerances for hot-rolled steel plates and sheet. Beijing: China Standards Press, 2007. (in Chinese) GB/T709—2006 Dimension shape weight and tolerances for hot-rolled steel plates and sheet. Beijing: China Standards Press, 2007. (in Chinese)
Metadata
Title
Design for a Crane Metallic Structure Based on Imperialist Competitive Algorithm and Inverse Reliability Strategy
Authors
Xiao-Ning Fan
Bo Zhi
Publication date
01-07-2017
Publisher
Chinese Mechanical Engineering Society
Published in
Chinese Journal of Mechanical Engineering / Issue 4/2017
Print ISSN: 1000-9345
Electronic ISSN: 2192-8258
DOI
https://doi.org/10.1007/s10033-017-0139-8

Other articles of this Issue 4/2017

Chinese Journal of Mechanical Engineering 4/2017 Go to the issue

Premium Partners