1
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Goyal I, Reddy S, Rao CS. A Simple Method to Design a Decoupler for a Proton Exchange Membrane Fuel Cell. Chem Eng Technol 2022. [DOI: 10.1002/ceat.202100467] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Ishita Goyal
- National Institute of Technology Karnataka, Surathkal Department of Chemical Engineering 575025 Mangalore India
| | - Supreetha Reddy
- National Institute of Technology Karnataka, Surathkal Department of Chemical Engineering 575025 Mangalore India
| | - Chinta Sankar Rao
- National Institute of Technology Karnataka, Surathkal Department of Chemical Engineering 575025 Mangalore India
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2
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Anchan SS, Rao CS. Centralized PI Controller design for Activated Sludge Process. Chem Eng Technol 2021. [DOI: 10.1002/ceat.202100409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Sanjith S. Anchan
- Department of Chemical Engineering National Institute of Technology Karnataka Surathkal 575025 India
| | - Chinta Sankar Rao
- Department of Chemical Engineering National Institute of Technology Karnataka Surathkal 575025 India
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3
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Jin Q, Cai W, Du X. Disturbance observer-based control with partially coupled inverse model for stable TITO processes with time delays. ISA TRANSACTIONS 2021; 110:148-159. [PMID: 33268108 DOI: 10.1016/j.isatra.2020.10.051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Revised: 10/16/2020] [Accepted: 10/18/2020] [Indexed: 06/12/2023]
Abstract
This paper presents a modified multivariable disturbance observer-based (MDOB) control method for stable two-input-two-output (TITO) processes with multiple time delays. Different from the existing MDOB control strategies with diagonal or full elements inverse model, a partially coupled inverse model is used here to provide better disturbance rejection performance. First, an interaction measure, relative input disturbance gain (RIDG), is defined to quantify the disturbance rejection capabilities of the two common types of MDOB techniques. Based on RIDG, the partially coupled inverse model is derived. Then, to deal with the cross terms of the filter elements in the outputs, a single iteration strategy is presented to derive them one by one. Meanwhile, analytical forms of the filter elements are obtained by minimizing the 2-norm of the outputs. Finally, filter parameters are tuned taking into account criteria of performance and robustness. And application of the proposed strategy on simulation examples verifies its effectiveness and superiority.
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Affiliation(s)
- Qibing Jin
- Institute of Automation, Beijing University of Chemical Technology, North Third Ring Road 15, Chaoyang District, Beijing 100029, PR China.
| | - Wu Cai
- Institute of Automation, Beijing University of Chemical Technology, North Third Ring Road 15, Chaoyang District, Beijing 100029, PR China.
| | - Xinghan Du
- College of Electrical Engineering & Automation, Jiangsu Normal University, Shanghai Road 101, Tongshan New District, Xuzhou, 221116, PR China.
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4
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Ghosh S, Pan S. Centralized PI controller design method for MIMO processes based on frequency response approximation. ISA TRANSACTIONS 2021; 110:117-128. [PMID: 33121734 DOI: 10.1016/j.isatra.2020.10.041] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Revised: 06/17/2020] [Accepted: 10/13/2020] [Indexed: 06/11/2023]
Abstract
A simple method of controller design for multi-input multi-output (MIMO) processes have been proposed in frequency domain. The intensive calculation for the inverse of the process transfer function matrix is simplified to a great extent by evaluating the process transfer function matrix at a low frequency point. The desired closed loop transfer functions are derived for the process using a single tuning parameter for each diagonal element of the process transfer function matrix which represents the desired closed loop time constant. Centralized PI controllers are then designed using a model matching technique by evaluating the transfer functions at a low frequency point. The PI controllers provide acceptable performances for lag dominated as well as time-delay dominated processes and is also applicable to high-dimensional processes. The proposed method is extended for the non-square MIMO processes using two approaches one of which squares up the process transfer function matrix to apply the proposed technique while the other is based on pseudo-inverse evaluation of the process transfer function matrix at a low frequency point.
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Affiliation(s)
- Sreya Ghosh
- Department of Electrical Engineering, Indian Institute of Technology (Indian School of Mines), Dhanbad, India.
| | - Somnath Pan
- Department of Electrical Engineering, Indian Institute of Technology (Indian School of Mines), Dhanbad, India.
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5
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Revelo J, Herrera M, Camacho O, Alvarez H. Nonsquare Multivariable Chemical Processes: A Hybrid Centralized Control Proposal. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c01790] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Jefferson Revelo
- Departamento de Automatización y Control Industrial, Facultad de Ingeniería Eléctrica y Electrónica, Escuela Politécnica Nacional, Ladrón de Guevara E11-253, Quito, 170517, Ecuador
| | - Marco Herrera
- Departamento de Automatización y Control Industrial, Facultad de Ingeniería Eléctrica y Electrónica, Escuela Politécnica Nacional, Ladrón de Guevara E11-253, Quito, 170517, Ecuador
| | - Oscar Camacho
- Departamento de Automatización y Control Industrial, Facultad de Ingeniería Eléctrica y Electrónica, Escuela Politécnica Nacional, Ladrón de Guevara E11-253, Quito, 170517, Ecuador
| | - Hernan Alvarez
- Grupo Kalman. Departamento de Procesos y Energía, Facultad de Minas, Universidad Nacional de Colombia Sede Medellín, Medellín, 050041, Colombia
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6
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Anchan SS, Rao CS. Robust decentralized proportional–integral controller design for an activated sludge process. ASIA-PAC J CHEM ENG 2020. [DOI: 10.1002/apj.2531] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Sanjith S. Anchan
- Department of Chemical Engineering National Institute of Technology Karnataka Surathkal India
| | - Chinta Sankar Rao
- Department of Chemical Engineering National Institute of Technology Karnataka Surathkal India
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7
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Optimal tuning of decentralized fractional order PID controllers for TITO process using equivalent transfer function. COGN SYST RES 2019. [DOI: 10.1016/j.cogsys.2019.07.005] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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8
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Y PT, Sankar Rao C. Design of Robust PI Controller with Decoupler for a Fluid Catalytic Cracking Unit. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b04770] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Prabhu Teja Y
- National Institute of Technology Karnataka, Surathkal 575025, India
- Department of Chemical Engineering, National Institute of Technology Karnataka, Surathkal 575025, India
| | - C. Sankar Rao
- National Institute of Technology Karnataka, Surathkal 575025, India
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9
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Hanuma Naik R, Kumar DA, Gopikrishna Rao PV. Improved centralised control system for rejection of loop interaction in coupled tank system. Chem Ind 2019. [DOI: 10.1080/00194506.2019.1647800] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- R. Hanuma Naik
- RGM College of Engineering and Technology, Nandyal, India
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10
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An Analytical Design of Simplified Decoupling Smith Predictors for Multivariable Processes. APPLIED SCIENCES-BASEL 2019. [DOI: 10.3390/app9122487] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
In this study, the issues of complicated interactions between process variables were solved by decoupling techniques; in particular, simplified decoupling was used due to its simplicity and robustness. A new approach to solving decoupling realizability was developed by using the modified particle swarm optimization (PSO) algorithm. However, time delays still existed in the diagonal elements of the decoupled matrix, and they resulted in a more sophisticated controller design and sluggish responses in the outputs. To overcome the adverse effects of time delays, a Smith predictor, also known as a dead time compensator, is normally used. In this work, a Smith predictor structure in combination with simplified decoupling for multivariable processes was proposed in order to enhance system performances in terms of the servomechanism problem. The proportional integral or proportional integral derivative (PI/PID) controller tuning rules for several common industrial processes, such as first-order, second-order, and second-order with negative zero systems, were obtained. Many multivariable industrial processes were adopted to simulate the effectiveness of the proposed method in terms of the servomechanism problem and robust response.
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11
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Kalman filter-based centralized controller design for non-square multi-input multi-output processes. Chem Eng Res Des 2018. [DOI: 10.1016/j.cherd.2018.01.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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12
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Garg A, Tangirala AK. Metrics for Interaction Assessment in Multivariable Control Systems Using Directional Analysis. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.7b03671] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Abhinav Garg
- Department of Chemical Engineering, Indian Institute of Technology Madras, Chennai 600036, India
| | - Arun K. Tangirala
- Department of Chemical Engineering, Indian Institute of Technology Madras, Chennai 600036, India
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13
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Pathiran AR, Jagadeesan P. Model based multivariable control scheme in a reset configuration for stable multivariable systems. CAN J CHEM ENG 2017. [DOI: 10.1002/cjce.23068] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Arun R. Pathiran
- Department of Electronics and Instrumentation Engineering; National Engineering College; Kovilpatti-628503 India
| | - Prakash Jagadeesan
- Department of Instrumentation Engineering, Madras Institute of Technology Campus; Anna University; Chennai-600044 India
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14
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Besta CS, Chidambaram M. Design of Centralized PI Controllers by Synthesis Method for TITO Systems. INDIAN CHEMICAL ENGINEER 2017. [DOI: 10.1080/00194506.2015.1116961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
- Chandra Shekar Besta
- Department of Chemical Engineering, Indian Institute of Technology, Chennai 600 036, India
| | - Manickam Chidambaram
- Department of Chemical Engineering, Indian Institute of Technology, Chennai 600 036, India
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15
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Estévez-Sánchez KH, Sampieri-Croda A, García-Alvarado MA, Ruiz-López II. Design of multiloop PI controllers based on quadratic optimal approach. ISA TRANSACTIONS 2017; 70:338-347. [PMID: 28754412 DOI: 10.1016/j.isatra.2017.07.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2016] [Revised: 04/09/2017] [Accepted: 07/09/2017] [Indexed: 06/07/2023]
Abstract
The LQR methodology is extended to produce multiloop PI controllers in this study. With this method, a multivariable P controller is first obtained and then diagonalized using an iterative procedure. The resulting controller is further complemented with the integral action in a similar process. The proposed tuning process explores different values of the control weight matrix to balance the output error and control signal in both stages, and is refined through additional indices related with the error to reference tracking, disturbance rejection and the associated control use. In addition, the diagonalization procedure is generalized to obtain multiloop versions of existing multivariable PI controllers. The developed theory was applied to the design of multiloop controllers for a distillation column as well as the diagonalization of existing controllers for a nonlinear CSTR. The tuning procedure allowed the synthesis of multiloop PI controllers with performance indices comparable to those reported by other authors. Furthermore, diagonalized controllers exhibited a similar operation as the original multivariable ones.
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Affiliation(s)
- K H Estévez-Sánchez
- Facultad de Ingeniería Química, Benemérita Universidad Autónoma de Puebla, Av. San Claudio y 18 Sur, C.P. 72570, Ciudad Universitaria, Puebla, México
| | - A Sampieri-Croda
- Facultad de Ingeniería Química, Benemérita Universidad Autónoma de Puebla, Av. San Claudio y 18 Sur, C.P. 72570, Ciudad Universitaria, Puebla, México
| | - M A García-Alvarado
- Departamento de Ingeniería Química y Bioquímica, Instituto Tecnológico de Veracruz, Av. M.A. de Quevedo 2779, Col. Formando Hogar, C.P. 91860 Veracruz, México
| | - I I Ruiz-López
- Facultad de Ingeniería Química, Benemérita Universidad Autónoma de Puebla, Av. San Claudio y 18 Sur, C.P. 72570, Ciudad Universitaria, Puebla, México.
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16
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Jin Q, Du X, Jiang B. Novel Centralized IMC-PID Controller Design for Multivariable Processes with Multiple Time Delays. Ind Eng Chem Res 2017. [DOI: 10.1021/acs.iecr.6b05011] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Qibing Jin
- Institute of Automation, Beijing University of Chemical Technology, Beisanhuan East Road 15, Chaoyang
District, Beijing 100029, PR China
| | - Xinghan Du
- Institute of Automation, Beijing University of Chemical Technology, Beisanhuan East Road 15, Chaoyang
District, Beijing 100029, PR China
| | - Beiyan Jiang
- Institute of Automation, Beijing University of Chemical Technology, Beisanhuan East Road 15, Chaoyang
District, Beijing 100029, PR China
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17
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Jin Q, Zhu L, Wang Q, Jiang B. PI controller design for a TITO system based on delay compensated structure and direct synthesis. CAN J CHEM ENG 2016. [DOI: 10.1002/cjce.22551] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Qibing Jin
- Institute of Automation; Beijing University of Chemical Technology; Beijing, 10029 China
| | - Lingjia Zhu
- Institute of Automation; Beijing University of Chemical Technology; Beijing, 10029 China
| | | | - Beiyan Jiang
- Institute of Automation; Beijing University of Chemical Technology; Beijing, 10029 China
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18
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Dhanya Ram V, Chidambaram M. Identification of Centralised Controlled Multivariable Systems. INDIAN CHEMICAL ENGINEER 2016. [DOI: 10.1080/00194506.2015.1029285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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19
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Hajare VD, Patre BM. Decentralized PID controller for TITO systems using characteristic ratio assignment with an experimental application. ISA TRANSACTIONS 2015; 59:385-397. [PMID: 26521724 DOI: 10.1016/j.isatra.2015.10.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/19/2014] [Revised: 09/08/2015] [Accepted: 10/11/2015] [Indexed: 06/05/2023]
Abstract
This paper presents a decentralized PID controller design method for two input two output (TITO) systems with time delay using characteristic ratio assignment (CRA) method. The ability of CRA method to design controller for desired transient response has been explored for TITO systems. The design methodology uses an ideal decoupler to reduce the interaction. Each decoupled subsystem is reduced to first order plus dead time (FOPDT) model to design independent diagonal controllers. Based on specified overshoot and settling time, the controller parameters are computed using CRA method. To verify performance of the proposed controller, two benchmark simulation examples are presented. To demonstrate applicability of the proposed controller, experimentation is performed on real life interacting coupled tank level system.
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Affiliation(s)
- V D Hajare
- Department of Instrumentation and Control, Cummins College of Engineering for Women, Karvenagar, Pune 411052, India
| | - B M Patre
- Department of Instrumentation Engineering, Shri Guru Gobind Singhji Institute of Engineering and Technology, Vishnupuri, Nanded 431606, India.
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20
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Besta CS, Chidambaram M. Tuning of Multivariable PI Controllers by BLT Method for TITO Systems. CHEM ENG COMMUN 2015. [DOI: 10.1080/00986445.2015.1039121] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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21
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Dhanya Ram V, Chidambaram M. Simple method of designing centralized PI controllers for multivariable systems based on SSGM. ISA TRANSACTIONS 2015; 56:252-260. [PMID: 25530257 DOI: 10.1016/j.isatra.2014.11.019] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2013] [Revised: 10/26/2014] [Accepted: 11/29/2014] [Indexed: 06/04/2023]
Abstract
A method is given to design multivariable PI/PID controllers for stable and unstable multivariable systems. The method needs only the steady state gain matrix (SSGM). The method is based on the static decoupler design followed by SISO PI/PID controllers design and combining the resulted decoupler and the diagonal PI(D) controllers as the centralized controllers. The result of the present method is shown to be equivalent to the empirical method proposed by Davison EJ. Multivariable tuning regulators: the feed-forward and robust control of general servo-mechanism problem. IEEE Trans Autom Control 1976;21:35-41. Three simulation examples are given. The performance of the controllers is compared with that of the reported centralized controller based on the multivariable transfer function matrix.
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Affiliation(s)
- V Dhanya Ram
- Dept of Chemical Engineering, Indian Institute of Technology, Madras 600036, India
| | - M Chidambaram
- Dept of Chemical Engineering, Indian Institute of Technology, Madras 600036, India.
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22
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Ram VD, Rajapandiyan C, Chidambaram M. Steady-State Gain Identification and Control of Multivariable Unstable Systems. CHEM ENG COMMUN 2014. [DOI: 10.1080/00986445.2013.832226] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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23
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Luan X, Chen Q, Liu F. Centralized PI control for high dimensional multivariable systems based on equivalent transfer function. ISA TRANSACTIONS 2014; 53:1554-1561. [PMID: 24954810 DOI: 10.1016/j.isatra.2014.05.016] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2013] [Revised: 03/02/2014] [Accepted: 05/16/2014] [Indexed: 06/03/2023]
Abstract
This article presents a new scheme to design full matrix controller for high dimensional multivariable processes based on equivalent transfer function (ETF). Differing from existing ETF method, the proposed ETF is derived directly by exploiting the relationship between the equivalent closed-loop transfer function and the inverse of open-loop transfer function. Based on the obtained ETF, the full matrix controller is designed utilizing the existing PI tuning rules. The new proposed ETF model can more accurately represent the original processes. Furthermore, the full matrix centralized controller design method proposed in this paper is applicable to high dimensional multivariable systems with satisfactory performance. Comparison with other multivariable controllers shows that the designed ETF based controller is superior with respect to design-complexity and obtained performance.
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Affiliation(s)
- Xiaoli Luan
- Key Laboratory of Advanced Process Control for Light Industry, Ministry of Education, Institute of Automation, Jiangnan University, Wuxi 214122, PR China.
| | - Qiang Chen
- Key Laboratory of Advanced Process Control for Light Industry, Ministry of Education, Institute of Automation, Jiangnan University, Wuxi 214122, PR China
| | - Fei Liu
- Key Laboratory of Advanced Process Control for Light Industry, Ministry of Education, Institute of Automation, Jiangnan University, Wuxi 214122, PR China
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24
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Ben Hariz M, Chagra W, Bouani F. Synthesis of Controllers for MIMO Systems with Time Response Specifications. INTERNATIONAL JOURNAL OF SYSTEM DYNAMICS APPLICATIONS 2014. [DOI: 10.4018/ijsda.2014070102] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
This paper proposes the design of fixed low order controllers for Multi Input Multi Output (MIMO) decoupled systems. The simplified decoupling is used as a decoupling system technique due to its advantages compared to other decoupling methods. The main objective of the proposed controllers is to satisfy some desired closed loop step response performances such as the settling time and the overshoot. The controller design is formulated as an optimization problem which is non convex and it takes in account the desired closed loop performances. Therefore, classical methods used to solve the non convex optimization problem can generate a local solution and the resulting control law is not optimal. Thus, the thought is to use a global optimization method in order to obtain an optimal solution which will guarantee the desired time response specifications. In this work the Generalized Geometric Programming (GGP) is exploited as a global optimization method. The key idea of this method consists in transforming an optimization problem, initially, non convex to a convex one by some mathematical transformations. Simulation results and a comparison study between the presented approach and a Proportional Integral (PI) controller are given in order to shed light the efficiency of the proposed controllers.
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Affiliation(s)
- Maher Ben Hariz
- Université de Tunis El Manar, Faculté des Sciences de Tunis, Ecole Nationale d'Ingénieurs de Tunis, LR11ES20, Laboratoire d'Analyse, Conception et Commande des Systèmes, Tunis, Tunisia
| | - Wassila Chagra
- Université de Tunis El Manar, Institut Préparatoire Aux études d'Ingénieurs d'El Manar, Ecole Nationale d'Ingénieurs de Tunis, LR11ES20, Laboratoire d'Analyse, Conception et Commande des Systèmes, Tunis, Tunisia
| | - Faouzi Bouani
- Université de Tunis El Manar, Ecole Nationale d'Ingénieurs de Tunis, LR11ES20, Laboratoire d'Analyse, Conception et Commande des Systèmes, Tunis, Tunisia
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25
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Li J, Li S, Chen X, Yang J. RBFNDOB-based neural network inverse control for non-minimum phase MIMO system with disturbances. ISA TRANSACTIONS 2014; 53:983-993. [PMID: 24947431 DOI: 10.1016/j.isatra.2014.05.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/22/2012] [Revised: 02/08/2014] [Accepted: 05/06/2014] [Indexed: 06/03/2023]
Abstract
An adaptive control strategy combining neural network inverse controller (NNIC) with RBFN disturbance observer (RBFNDOB) is developed for a multi-input-multi-output (MIMO) system with non-minimum phase, internal and external disturbances in this paper. Since the inverse model of system is unstable due to the non-minimum phase, a pseudo-plant is constructed, then the RBFN is used to identify the inverse model of pseudo-plant, which can track the parameter variations of system. By copying the structure and parameters of the identifier, the NNIC is obtained. Cascading the NNIC with the original plant, the MIMO system can be decoupled and linearized into independent SISO systems. For the independent decoupled system, the RBFNDOB employs a RBFN to observe the external disturbances and this estimate value is used as a feed-forward compensation term in controller. The case study on ball mill grinding circuit is presented. The effectiveness of the proposed method is demonstrated by simulation results and comparisons.
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Affiliation(s)
- Juan Li
- Key Laboratory of Measurement and Control of Complex Systems of Engineering, Ministry of Education, School of Automation, Southeast University, Nanjing 210096, PR China; School of Hydraulic, Energy and Power Engineering, Yangzhou University, Yangzhou 225127, PR China.
| | - Shihua Li
- Key Laboratory of Measurement and Control of Complex Systems of Engineering, Ministry of Education, School of Automation, Southeast University, Nanjing 210096, PR China
| | - Xisong Chen
- Key Laboratory of Measurement and Control of Complex Systems of Engineering, Ministry of Education, School of Automation, Southeast University, Nanjing 210096, PR China
| | - Jun Yang
- Key Laboratory of Measurement and Control of Complex Systems of Engineering, Ministry of Education, School of Automation, Southeast University, Nanjing 210096, PR China
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26
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Kumar VV, Rao VR, Chidambaram M. Centralised Multi-input Multi-output Controllers for Non-minimum Phase Systems. INDIAN CHEMICAL ENGINEER 2014. [DOI: 10.1080/00194506.2014.903622] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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27
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Jin QB, Wang YF, Wang Q, Liu Q, Tian YQ. Reflexive Decoupling Control Based on Singular Value Decomposition for Multivariable System with Time Delays. JOURNAL OF CHEMICAL ENGINEERING OF JAPAN 2014. [DOI: 10.1252/jcej.13we217] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Qi-bing Jin
- Institute of Automation, Beijing University of Chemical Technology
| | - Yuan-fei Wang
- Institute of Automation, Beijing University of Chemical Technology
| | - Qi Wang
- Institute of Automation, Beijing University of Chemical Technology
| | - Qie Liu
- Institute of Automation, Beijing University of Chemical Technology
| | - Yu-qi Tian
- Institute of Automation, Beijing University of Chemical Technology
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28
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Jin QB, Liu Q. Decoupling Proportional–Integral–Derivative Controller Design for Multivariable Processes with Time Delays. Ind Eng Chem Res 2013. [DOI: 10.1021/ie4024726] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Q. B. Jin
- Institute of Automation, Beijing University of Chemical Technology, Beisanhuan East Road 15, Chaoyang District, Beijing 100029, PR China
| | - Q. Liu
- Institute of Automation, Beijing University of Chemical Technology, Beisanhuan East Road 15, Chaoyang District, Beijing 100029, PR China
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Rajapandiyan C, Chidambaram M. Controller Design for MIMO Processes Based on Simple Decoupled Equivalent Transfer Functions and Simplified Decoupler. Ind Eng Chem Res 2012. [DOI: 10.1021/ie301448c] [Citation(s) in RCA: 68] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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