An Effective System Identification Method of Small-Scale Unmanned Helicopter

被引:0
|
作者
Liu, Yuzhu [1 ]
Hu, Fei [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Software, Shanghai 200240, Peoples R China
关键词
system identification; simulated annealing; small-scale helicopter; state space model;
D O I
10.4028/www.scientific.net/AMM.598.442
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
In order to control an unmanned helicopter accurately and reliably, it is necessary to have a precise mathematical model of its dynamics. This paper presents a new timedomain identification method and process for full state space model of small-scale unmanned helicopters. The identification method is called ISAcwPEM (Improved Simulated Annealing combined with Prediction Error Method), which is not sensitive to initial point selection and doesn't require frequency-sweeping inputs. Firstly, the primary parameters to be identified are selected by model sensitivity analysis. After that, the improved simulated annealing algorithm runs in a distributed computing platform to figure out a 13-order state space model of the SJTU T-REX700E small-scale unmanned helicopter (consisting of a cruise modal and a hover modal). Then the iterative Prediction Error Method (PEM) is used to optimize the model. In addition, the time-delay term and the trim term are estimated and added to the model. Finally, the effectiveness of the identification method is well validated by real outdoor flight experimental results.
引用
收藏
页码:442 / 452
页数:11
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