Penentuan Matriks Pembobot Pada Kontrol Optimal Menggunakan Adaptive Particle Swarm Optimization
DOI:
https://doi.org/10.30606/aptk.v7i2.238Keywords:
Adaptive particle swarm optimization, integral absolute error, optimal control, weighting matricesAbstract
This article present a new approach to determine weighting matrices in optimal control using adaptive particle swarmoptimization. APSO is modified from standard PSO which have weighting and multi globalbest. APSO used to improve controlperformance by selecting appropriate weighting matrices. Simulation is given to illustrate the design procedure and to comparation ofcontrol performance between PSO and APSO using integral absolute error (IAE).References
Abdelbar, A.M., Abdelshahid, S., dan Wunsch,
D.C., Gaussian versus cauchy membership
functions in fuzzy PSO. Proceeding of
International Joint Conference on Neural
Network, 978-1-4244-1379-9, Halaman
-2907, Agustus 2007.
Abdelbar, A.M., Abdelshahid, S., dan Wunsch,
Fuzzy pso : A generalization of particle
swarm optimization. Proceeding of
International Joint Conference on Neural
Network, (0-7803-9048-2/05):1086-1091,
Juli 2005.
Aranda, J., de la Cruz,J.M. , Parrilla, M., and
Ruiperez,P., Design of a linear quadratic
optimal control of aircraft flight control by
genetic algorithm. Portuguese Conference of
Automatic Control, Halaman 394-399, 2000.
Bratton, D. dan Kennedy, J., Defining a standard
for particle swarm optimization. Proceeding
of the 2007 IEEE Swarm Intelligence
Symposium, (1-4244-0708-7/07), 2007
Bryson, A.E. dan Y.C. Ho., Applied Optimal
Control, Hemisphere, New York,1975.
Burl, J.F., Linear Optimal Control H2 and H∞
Methods, Addison-Wesley,California, 1998.
Byoung-Mun Min, Hyo-Sang Shin, dan Min-Jea
Tahk. Control system design for autonomous
helicopter using particle swarm optimization.
th International Congress of the
Aeronautical Science, Halaman 1-7, 2006.
Dracopoulos, D.C., Autolanding of commercial
aircrafts by genetic programming.
Proceeding of The World Congress on
Engineering I, 978-988-98671-5-7, Juli,
Lewis, F.J. dan Syrmos, V.L., Optimal Control 2nd
edition. John Wiley & Sons, New York,
Mobaieen, S., Mohamady, B., Ghorbani, H., dan
Rabii, A., Optimal control design using
evolutionary algorithms with application to
an aircraft landing system, Journal of Basic
and Applied Scientific Research, (2(2)1876-
:1876-1882, 2012.
Mobayen, S., Rabiei, A., Moradi, M., dan
Mohammady, B., Linear quadratic optimal
control system design using particle swarm
optimization algorithm. International Journal
of the Physical Sciences, 6(30):6958-6966,
November, 2011.
