Title :
Design methodology of tensor product based control models via HOSVD and LMIs
Author :
Tikk, Domonkos ; Baranyi, Péter ; Patton, Ron J. ; Rudas, Imre ; Tar, József K.
Author_Institution :
Dept. Telecommun. & Telematics, Budapest Univ. of Technol. & Econ., Hungary
Abstract :
This paper aims at solving the conflicts of the computational needs of building tensor product (TP) based control models having high approximation accuracy and practical aspects of their applicability w.r.t. system stability and feasibility. Therefore first we propose a HOSVD (higher order singular value decomposition) based methodology capable of implementing any differential equation systems of a dynamic model in TP model form with specific basis functions whereupon the linear matrix inequalities (LMI) based controller design techniques and stability analysis can be executed. Second, we intend to find a tradeoff between the TP modelling accuracy, hence system performance, and the controller complexity which is bounded by the available real time computation power at hand. As an example a detailed control design is given.
Keywords :
computational complexity; control system synthesis; differential equations; linear matrix inequalities; real-time systems; singular value decomposition; stability; tensors; HOSVD; LMI; TP; design methodology; differential equation systems; feasibility; high-order singular value decomposition; linear matrix inequalities; real time computation power; stability; stability analysis; tensor product based control models; Buildings; Design methodology; Differential equations; Linear matrix inequalities; Power system modeling; Real time systems; Singular value decomposition; Stability analysis; System performance; Tensile stress;
Conference_Titel :
Industrial Technology, 2002. IEEE ICIT '02. 2002 IEEE International Conference on
Print_ISBN :
0-7803-7657-9
DOI :
10.1109/ICIT.2002.1189363