TY - GEN
T1 - Vibration control of load for rotary crane system using neural network with GA-based training
AU - Nakazono, Kunihiko
AU - Ohnishi, Kouhei
AU - Kinjo, Hiroshi
AU - Yamamoto, Tetsuhiko
PY - 2008/12/1
Y1 - 2008/12/1
N2 - A neuro-controller for vibration control of load in a rotary crane system involving rotation about the vertical axis only is proposed. As in a nonholonomic system, the vibration control method using a static continuous state feedback cannot stabilize the load swing. It is necessary to design a time-varying feedback controller or a non continuous feedback controller. We propose a simple three-layered neural network as a controller genetic algorithm-based training in order to control load swing suppression for the rotary crane system. The controller is trained by a real coded genetic algorithm, substantially simplifying the design of the controller. It is demonstrated that a control scheme with performance comparable to conventional methods can be obtained by a relatively simple approach.
AB - A neuro-controller for vibration control of load in a rotary crane system involving rotation about the vertical axis only is proposed. As in a nonholonomic system, the vibration control method using a static continuous state feedback cannot stabilize the load swing. It is necessary to design a time-varying feedback controller or a non continuous feedback controller. We propose a simple three-layered neural network as a controller genetic algorithm-based training in order to control load swing suppression for the rotary crane system. The controller is trained by a real coded genetic algorithm, substantially simplifying the design of the controller. It is demonstrated that a control scheme with performance comparable to conventional methods can be obtained by a relatively simple approach.
UR - http://www.scopus.com/inward/record.url?scp=78449255088&partnerID=8YFLogxK
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M3 - Conference contribution
AN - SCOPUS:78449255088
SN - 9784990288020
T3 - Proceedings of the 13th International Symposium on Artificial Life and Robotics, AROB 13th'08
SP - 609
EP - 612
BT - Proceedings of the 13th International Symposium on Artificial Life and Robotics, AROB 13th'08
T2 - 13th International Symposium on Artificial Life and Robotics, AROB 13th'08
Y2 - 31 January 2008 through 2 February 2008
ER -