Citation: Kozáková, A.;
ˇ
Cápková, R.;
Kozák, Š. Decentralized QFT
Controller Design Based on the
Equivalent Subsystems Method.
Electronics 2023, 12, 3658. https://
doi.org/10.3390/electronics12173658
Academic Editor: Cheng Siong Chin
Received: 7 August 2023
Revised: 27 August 2023
Accepted: 28 August 2023
Published: 30 August 2023
Copyright: © 2023 by the authors.
Licensee MDPI, Basel, Switzerland.
This article is an open access article
distributed under the terms and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/).
electronics
Article
Decentralized QFT Controller Design Based on the Equivalent
Subsystems Method
Alena Kozáková
1,
*
,†
, Romana
ˇ
Cápková
1,†
and Štefan Kozák
2
1
Institute of Automotive Mechatronics Faculty of Electrical Engineering and Information Technology,
Slovak University of Technology in Bratislava, Ilkoviˇ cova 3, 812 19 Bratislava, Slovakia; romana.capkova@stuba.sk
2
Faculty of Informatics, Pan-European University, Tematínska 3246/10, 851 05 Bratislava, Slovakia;
stefan.kozak@paneurouni.com
* Correspondence: alena.kozakova@stuba.sk
†
These authors contributed equally to this work.
Abstract: Since the 1970s various decentralized control methodologies have been developed to deal
with the challenge of controlling complex and/or spatially distributed systems with multiple inputs
and multiple outputs (MIMO), e.g., chemical plants, power systems, water systems, etc. In general,
the use of distributed information and control structures requires the synthesis of control laws in a
constrained (decentralized) information structure. The article presents a novel frequency domain
robust decentralized controller design method that is appropriate for uncertain dynamic MIMO
systems with equal numbers of input and output variables, which consist of interconnected physical
subsystems and are given as a set of square transfer function matrices. The main framework of the
proposed method provides the Equivalent Subsystems Method (ESM), whereby the overall closed-
loop system under a decentralized controller is stable if, and only if, all the individual closed-loop
equivalent subsystems are stable. By generating equivalent subsystems for all transfer matrices,
which describe the uncertain MIMO system, the individual uncertain equivalent subsystems are
obtained as sets of respective frequency responses. Such representation allows the application of the
QFT (quantitative feedback theory) approach to independently design local single-input single-output
(SISO) robust controllers which constitute the resulting decentralized controller implemented in real
subsystems. The designed controller ensures robust stability of the overall closed-loop system and
the required performance as specified by the standard QFT performance specification types in both
the equivalent subsystems and the overall closed-loop system. Compared to the existing method and
references therein, the proposed method reduces the conservatism of the robust stability conditions
and enables the exploitation of the benefits by the SISO QFT approach in the independent design of
the robust decentralized controller. The developed design procedure is verified and illustrated in a
case study on the robust decentralized level controller design of the quadruple tank process.
Keywords: decentralized control; frequency domain; independent design; MIMO system; parametric
uncertainty; robust performance; robust stability; Equivalent Subsystems Method (ESM); quantitative
feedback theory (QFT)
1. Introduction
Since it appeared in the 1970s, decentralized control has been an important practice-
oriented advanced control approach. Various decentralized control methodologies have
been developed to deal with the challenge of controlling complex and/or spatially dis-
tributed systems with multiple inputs and multiple outputs (MIMO systems), such as
chemical plants, interconnected electrical power systems with strong interactions, water
treatment plants, etc.
Typically, complex systems are made up of several mutually interacting subsystems,
whereby each subsystem operates relatively independently, with its own sub-objective
Electronics 2023, 12, 3658. https://doi.org/10.3390/electronics12173658 https://www.mdpi.com/journal/electronics