TY - GEN
T1 - The application and improve of fuzzy clustering in classifying control targets
AU - Liu, Chang
AU - Li, Jie
AU - Zhao, Ji
AU - Zhang, Zhi Dong
PY - 2014
Y1 - 2014
N2 - In this paper, a new clustering method is designed to solve the problem that control object model of a small aerial vehicle (SAV) will be changing accompany the changing magnetic field. The method is based on the establishment of fuzzy clustering approach. In this method, the variation of object model is used to establish the membership function to reflect the changing speed of the targets, and use experimental data to determine the parameters of the function which can ensure the authenticity of the membership function; using the robustness of the control system as the criteria for determining the cut-off matrix in order to ensure the reliability of the classification results. According to the test, the method can be classify the objects, according to prior experiment data, simulation data and the criteria of classification.
AB - In this paper, a new clustering method is designed to solve the problem that control object model of a small aerial vehicle (SAV) will be changing accompany the changing magnetic field. The method is based on the establishment of fuzzy clustering approach. In this method, the variation of object model is used to establish the membership function to reflect the changing speed of the targets, and use experimental data to determine the parameters of the function which can ensure the authenticity of the membership function; using the robustness of the control system as the criteria for determining the cut-off matrix in order to ensure the reliability of the classification results. According to the test, the method can be classify the objects, according to prior experiment data, simulation data and the criteria of classification.
KW - Control target model
KW - Fuzzy clustering
KW - SAV
UR - http://www.scopus.com/inward/record.url?scp=84893965910&partnerID=8YFLogxK
U2 - 10.4028/www.scientific.net/AMM.496-500.1333
DO - 10.4028/www.scientific.net/AMM.496-500.1333
M3 - Conference contribution
AN - SCOPUS:84893965910
SN - 9783037859926
T3 - Applied Mechanics and Materials
SP - 1333
EP - 1339
BT - Frontiers of Manufacturing and Design Science IV
T2 - 4th International Conference on Frontiers of Manufacturing and Design Science, ICFMD 2013
Y2 - 10 September 2013 through 12 September 2013
ER -