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Erschienen in: Neural Computing and Applications 6/2014

01.05.2014 | Original Article

Application of intelligent sliding mode control with moving sliding surface for overhead cranes

Erschienen in: Neural Computing and Applications | Ausgabe 6/2014

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Abstract

In this paper, neural-based fuzzy logic sliding mode control with moving sliding surface has been designed for supervision of an overhead crane. A mathematical model has been established of the crane, and equations of motion have been obtained. First, the suitable sliding surface coefficient has been determined for the fixed sliding surface in the design of sliding mode control. The sliding surface has been moved by using neural-based fuzzy logic algorithm to eliminate disadvantage of the regular sliding mode control. By application of this control algorithm, the control performance incredibly increased. In the application, during the carriage of the load to a target which was 1 m away by a crane with 3 kg of load and 100 cm of rope length, the parameters of effected controllers were updated and their training was realized. In order to display the insensitiveness of the controller to parametric uncertainty, the value of the load was taken as 8 kg and the length of the rope was taken as 3 m and controls for a different target were realized. MATLAB program was used for numerical solutions, and results were examined graphically. Obtained results displayed the success of the algorithm of neural-based fuzzy logic sliding mode control.

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Literatur
1.
Zurück zum Zitat Corriga G, Giua A, Usai G (1998) An implicit gain-scheduling controller for cranes. IEEE Trans Control Syst Technol 6(1):15–20CrossRef Corriga G, Giua A, Usai G (1998) An implicit gain-scheduling controller for cranes. IEEE Trans Control Syst Technol 6(1):15–20CrossRef
2.
Zurück zum Zitat Chang C (2006) The switching algorithm for the control of overhead crane. Neural Comput Appl 15:350–358CrossRef Chang C (2006) The switching algorithm for the control of overhead crane. Neural Comput Appl 15:350–358CrossRef
3.
Zurück zum Zitat Marek H, Juraj R (2006) Robust crane control. Acta polytechnica hungarica 3(2):91–101 Marek H, Juraj R (2006) Robust crane control. Acta polytechnica hungarica 3(2):91–101
4.
Zurück zum Zitat Abdel-Rahman EM, Nayfeh AH, Masoud ZN (2003) Dynamics and control of cranes; a review. J Vib Control 9(7):863–908CrossRefMATH Abdel-Rahman EM, Nayfeh AH, Masoud ZN (2003) Dynamics and control of cranes; a review. J Vib Control 9(7):863–908CrossRefMATH
5.
Zurück zum Zitat Chang C, Chiang K (2008) Fuzzy projection control law and its application to the overhead crane. Mechatronics 18:607–615CrossRef Chang C, Chiang K (2008) Fuzzy projection control law and its application to the overhead crane. Mechatronics 18:607–615CrossRef
6.
Zurück zum Zitat Huang Y, Liang C, Yang Y (2009) The optimum route problem by genetic algorithm for loading/unloading of yard crane. Comput Ind Eng 56:993–1001CrossRef Huang Y, Liang C, Yang Y (2009) The optimum route problem by genetic algorithm for loading/unloading of yard crane. Comput Ind Eng 56:993–1001CrossRef
7.
Zurück zum Zitat Neupert J, Arnold E, Schneider K, Sawodny O (2010) Tracking and anti-sway control for boom cranes. Control Eng Pract 18:31–44CrossRef Neupert J, Arnold E, Schneider K, Sawodny O (2010) Tracking and anti-sway control for boom cranes. Control Eng Pract 18:31–44CrossRef
8.
Zurück zum Zitat Cho S, Lee H (2002) A fuzzy-logic anti swing controller for three-dimensional overhead cranes. ISA Trans 41:235–243CrossRef Cho S, Lee H (2002) A fuzzy-logic anti swing controller for three-dimensional overhead cranes. ISA Trans 41:235–243CrossRef
9.
Zurück zum Zitat Sorensen K, Singhose W, Dickerson S (2007) A controller enabling precise positioning and sway reduction in bridge and gantry cranes. Control Eng Pract 15:825–837CrossRef Sorensen K, Singhose W, Dickerson S (2007) A controller enabling precise positioning and sway reduction in bridge and gantry cranes. Control Eng Pract 15:825–837CrossRef
10.
Zurück zum Zitat Liu D, Yi J, Zhao D, Wang W (2005) Adaptive sliding mode fuzzy control for a two-dimensional overhead crane. Mechatronics 15:505–522CrossRef Liu D, Yi J, Zhao D, Wang W (2005) Adaptive sliding mode fuzzy control for a two-dimensional overhead crane. Mechatronics 15:505–522CrossRef
11.
Zurück zum Zitat Chen Y, Wang W, Chang C (2009) Guaranteed cost control for an overhead crane with practical constraints: fuzzy descriptor system approach. Eng Appl Artif Intell 22:639–645CrossRef Chen Y, Wang W, Chang C (2009) Guaranteed cost control for an overhead crane with practical constraints: fuzzy descriptor system approach. Eng Appl Artif Intell 22:639–645CrossRef
12.
Zurück zum Zitat Yi J, Yubazaki N, Hirota K (2003) Anti-swing and positioning control of overhead travelling crane. Inf Sci 155:19–42CrossRef Yi J, Yubazaki N, Hirota K (2003) Anti-swing and positioning control of overhead travelling crane. Inf Sci 155:19–42CrossRef
13.
Zurück zum Zitat Mahfouf M, Kee C, Abbod M, Linkens D (2000) Fuzzy logic-based anti-sway control design for overhead cranes. Neural Comput Appl 9:38–43CrossRef Mahfouf M, Kee C, Abbod M, Linkens D (2000) Fuzzy logic-based anti-sway control design for overhead cranes. Neural Comput Appl 9:38–43CrossRef
14.
Zurück zum Zitat Yakut O, Alli H (2011) Neural based sliding-mode control with moving sliding surface for the seismic isolation of structures. J Vib Control 17(14):2103–2116CrossRef Yakut O, Alli H (2011) Neural based sliding-mode control with moving sliding surface for the seismic isolation of structures. J Vib Control 17(14):2103–2116CrossRef
15.
Zurück zum Zitat Hung L, Chung H (2007) Decoupled control using neural network-based sliding-mode controller for nonlinear systems. Expert Syst Appl 32:1168–1182CrossRef Hung L, Chung H (2007) Decoupled control using neural network-based sliding-mode controller for nonlinear systems. Expert Syst Appl 32:1168–1182CrossRef
16.
Zurück zum Zitat Lin S, Chen Y (1997) Design of self-learning fuzzy sliding mode controllers based on genetic algorithms. Fuzzy Sets Syst 86:139–153CrossRefMATH Lin S, Chen Y (1997) Design of self-learning fuzzy sliding mode controllers based on genetic algorithms. Fuzzy Sets Syst 86:139–153CrossRefMATH
17.
Zurück zum Zitat Slotine FFE, Li W (1991) Applied nonlinear control. Prentice Hall, New JerseyMATH Slotine FFE, Li W (1991) Applied nonlinear control. Prentice Hall, New JerseyMATH
18.
Zurück zum Zitat Ha Q, Rye D, Durrant H (1999) Fuzzy moving sliding mode control with application to robotic manipulators. Automatica 35:607–616CrossRefMATH Ha Q, Rye D, Durrant H (1999) Fuzzy moving sliding mode control with application to robotic manipulators. Automatica 35:607–616CrossRefMATH
Metadaten
Titel
Application of intelligent sliding mode control with moving sliding surface for overhead cranes
Publikationsdatum
01.05.2014
Erschienen in
Neural Computing and Applications / Ausgabe 6/2014
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-013-1351-9

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