SlideShare a Scribd company logo
1 of 6
Download to read offline
International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) 
Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org 
Page | 1 
Paper Publications 
Comparing the effect of PI and I controllers on a four tank process Yousof Gholipour1, Ahmad Zare2 1 Department of Electrical Eng, Mehriz Branch, Islamic Azad University, Faculty of Engineering, Mehriz, Iran. 2 Department of Electrical Eng, Technical college boys MARVDASHT. Marvdasht, Iran. Abstract: In industrial control systems the liquid level is carrying its significance as the control action for level control in tanks containing different chemicals or mixtures is essential for further control linking set points. In this paper we will investigate the effect of PI and I controllers on a four tank process and will compare this controllers together. We want to know how much is the effect of, I and PI controllers on a process control. For more clarification we simulate the effect of PI and I controllers on this system. Keywords: PI controller, I controller, four tank process, Level control, Coupled water tanks. 
I. INTRODUCTION The PID controllers have been at the heart of control engineering practice over the last decades. They are widely used in industrial applications as no other controllers match the simplicity, clear functionality, applicability and ease of use. The PID controllers was introduced in 1910 and their use and popularity had grown particularly after the Zieglerโ€“Nichols empirical tuning rules in 1942 This control approach is an online and proven method however it requires experiences and very aggressive tuning for the process. At the past years the researchers proposed Several control strategies Some of these strategies are reviewed below. As shown in [1], the controlled process of three-tank system has obviously character of volume-lag. Due to the complexity of the controlled object, traditional PID control canโ€™t satisfy the control requirements of the system. Smith-PI controller was used in [1]. Because the parameter Kp and Ki were man-set, the control effect was not satisfactory. In [2], The Smith-PID Control of Three-Tank-System Based on Fuzzy Theory investigated. Recently, several books and surveys reported research works about tuning MIMO PID controllers, see, [3], [4], [5], and [6]. MIMO PID controllers tuning approaches can be classified into empirical, artificial intelligence and analytical approaches, see, [7],[8],[9],[10]. In [11] we can see combination of fuzzy and PID controller. In this paper we will investigate and compare the quadruple-tank process at three position without controller, by use of I controller and by use of PI controller and will draw the results and compare together. The paper is organized as follows. The model of the Tank system is in section 2, in section 3 we have Simulation and results, the conclusions are presented in section 4, acknowledgment and references are at the end. II. THE MODEL OF THE TANK SYSTEM 
A. Physical Model 
The quadruple-tank process (Johansson, 2000; Gatzke et al., 2000; Rusli E. et al., 2002) is a multivariable process which consists of four interconnected water tanks and two pumps. The system is shown in figure 1. The output of each pump is split into two using a three-way valve. The inlet flow of each tank is measured by an electro-magnetic flow-meter and regulated by a pneumatic valve. The level of each tank is measured by means of a pressure sensor. 
The regulation problem aims to control the water levels in the lower two tanks with two pumps. The two pumps convey water from a basin into the four tanks. The tanks at the top (tanks 3 and 4) discharge into the corresponding tank at the bottom (tanks 1 and 2, respectively). The three way valves are emulated by a proper calculation of the set points of the
International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) 
Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org 
Page | 2 
Paper Publications 
flow control loops according to the considered ratio of the three-way valve. The positions of the valves determine the 
location of a zero for the linearized model. 
Figure 1. Schematic of the quadruple-tank process 
The nonlinear model of the process is described by (Gatzke et al., 2000): 
Where, 
Ai - cross-section of Tank; 
ai - cross-section of the outlet hole; 
hi - water level 
The voltage applied to Pump i is Vi and the corresponding flow is kiVi . The parameters are determined from 
how the valves are set prior to an experiment. The flow to Tank 1 is and the flow to Tank 4 is and 
similarly for Tank 2 and Tank 3. The acceleration of gravity is g. The measured level signals are kc h1 and kc h2.
International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) 
Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org 
Page | 3 
Paper Publications 
The parameter values of the laboratory process given by Johansson are as shown below: 
TABLE I: Values of the laboratory process given by Johansson 
(A1, A2) (cm2) 28 
(A3, A4) (cm2) 32 
(a1,a3) (cm2) 0.071 
(a2,a4) (cm2) 0.057 
(h3 
0,h4 
0) (cm) 4.8, 4.9 
Kc (V/cm) 0.5 
(g) (cm/s2) 981 
The model and control of the four-tank process are studied at two operating points: P- at which the system will be shown 
to have minimum phase characteristics and P+ at which it will be shown to have non-minimum phase characteristics. The 
chosen operating points correspond to the following parameter values: 
TABLE II: The chosen operating points correspond to the following parameter values 
B. State space Model 
The linearized state-space equation of the model in (5) is then given by (6)
International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) 
Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org 
Page | 4 
Paper Publications 
Where the time constants are : 
i=1 . . . 4 
Substitution of actual values of process parameters yields the two transfer matrices for minimum phase and non-minimum 
phase that we consider non-minimum phase: 
The model used in the present study includes the disturbance effect of flows in and out of the upper-level tanks 3 and 4 as 
depicted in Figure 1. 
The corresponding model is as in (9) 
III. SIMULATION AND RESULTS 
We simulate this system at three positions: 
1- Without controller 
-4 
-3 
-2 
-1 
0 
1 
2 
Tank 1 
0 500 1000 1500 2000 2500 3000 
0 
0.5 
1 
1.5 
2 
2.5 
Tank 2 
Time (sec) 
Fig.2 level of Tank without controller, T=3000 s
International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) 
Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org 
Page | 5 
Paper Publications 
In this situation the level of Tank 1 is bellow of normal position or we can say the tank is empty. In Tank 2 the 
tank is in over flow position. 
2- By use of I controller 
0 
0.5 
1 
1.5 
Tank 1 
0 500 1000 1500 2000 2500 3000 
-0.5 
0 
0.5 
1 
1.5 
2 
Tank 2 
Time (sec) 
Fig.3 Level of Tank by use of I controller, T=3000 s 
In this case we have a control on this system and controller keep the level of the tank but there is an alternative in 
this system. 
3- By use of PI controller 
0 
0.5 
1 
1.5 
Tank 1 
0 500 1000 1500 2000 2500 3000 
-0.5 
0 
0.5 
1 
1.5 
Tank 2 
Time (sec) 
Fig.4 Level of Tank by use of PI controller, T=3000 s 
In this case we have a good controller and have a small alternative this controller is better behavior and accuracy. 
IV. CONCLUSION 
In this paper we introduced quadruple-tank process and presented equations after that we investigated amount the effect of 
PI and I on a four tank process. Three position investigated and drawn. After drawn, we concluded that the PI controller is 
a smooth and fast track , demanded level. The fluctuation in PI is a little and less than I controller. We can say the PI 
controller can control and satisfy and sate demand of control for a four tank process. Note that this system is an unstable 
system without controller and this system will be over flow or will be empty.
International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) 
Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org 
Page | 6 
Paper Publications 
ACKNOWLEDGMENT We acknowledge our friend, Mehdi fatemi, and the Associate Editor and anonymous reviewers for their valuable comments and suggestions that have helped us to improving the paper. REFERENCES 
[1]. WA NG Qing-lan, Xie Xue-jun, โ€œSmith Control of Three Tank Water System Based on C++ Builderโ€, Journal of Qufu Normal University(in Chinese), vol.1.2008, pp. 33-35. 
[2]. Jianqiu Deng, Cui Hao, โ€œThe Smith-PID Control of Three-Tank-System Based on Fuzzy Theoryโ€, JOURNAL OF COMPUTERS, VOL. 6, NO. 3, MARCH 2011, pp.514-523. 
[3]. Zhuang M. and Atherton D.P. (1994). PID controller design for a TITO system. IEEE Proceedings โ€“ Control Theory and Applications, Vol. 141(2), pp. 111โ€“120. 
[4]. Willjuice M., Baskar S. (2009). Evolutionary algorithms based design of multivariable PID controller. Expert Systems with Applications, Vol. 35(5), pp. 9159-9167. 
[5]. Isakson A.J. and Graebe S.F. (1999). Analytical PID parameter expressions for higher order systems. Automatica, Vol. 35(6), pp. 1121โ€“30. 
[6]. Rames C. Panda. Introduction to PID controllers Theory, tuning and application to frontier areas. InTech ,Rijeka . (2012). 
[7]. Luan Vu T.N. and Lee M. (2010). Independent design of multi-loop PI/PID controllers for interacting multivariable processes. Journal of Process Control, Vol. 20(8), pp.922-933. 
[8]. Soliman M., Elshafei A.L., Bendary F. and Mansour W. Robust decentralized PID-based power system stabilizer design using an ILMI approach. Electric Power Systems Research, Vol. 80(8), pp. 1488-1497. (2010). 
[9]. Vilanova R. and Visioli A. PID Control in the Third Millenium โ€“ Advances in Industrial Control. Springer, New York. (2012). 
[10]. W. Belhaj, O. Boubaker, โ€œOn MIMO PID Control of the quadruple-tank process via ILMIs Approaches : Minimum and Non-Minimum Case studiesโ€, 10th IFAC International Symposium on Dynamics and Control of Process Systems The International Federation of Automatic Control December 18-20, 2013. Mumbai, India. 
[11]. Xiao-Feng Li, Jian Sun, Hui-Yan Wu, Wei-Dong Zong,โ€œApplication of the fuzzy PID to the Power Plantโ€, IEEE 2007.

More Related Content

What's hot

Class 10 mathematical modeling of continuous stirred tank reactor systems (...
Class 10   mathematical modeling of continuous stirred tank reactor systems (...Class 10   mathematical modeling of continuous stirred tank reactor systems (...
Class 10 mathematical modeling of continuous stirred tank reactor systems (...Manipal Institute of Technology
ย 
Adaptive Control for the Stabilization and Synchronization of Nonlinear Gyros...
Adaptive Control for the Stabilization and Synchronization of Nonlinear Gyros...Adaptive Control for the Stabilization and Synchronization of Nonlinear Gyros...
Adaptive Control for the Stabilization and Synchronization of Nonlinear Gyros...ijccmsjournal
ย 
MODEL BASED ANALYSIS OF TEMPERATURE PROCESS UNDER VARIOUS CONTROL STRATEGIES ...
MODEL BASED ANALYSIS OF TEMPERATURE PROCESS UNDER VARIOUS CONTROL STRATEGIES ...MODEL BASED ANALYSIS OF TEMPERATURE PROCESS UNDER VARIOUS CONTROL STRATEGIES ...
MODEL BASED ANALYSIS OF TEMPERATURE PROCESS UNDER VARIOUS CONTROL STRATEGIES ...Journal For Research
ย 
Comparision of flow analysis through a different geometry of flowmeters using...
Comparision of flow analysis through a different geometry of flowmeters using...Comparision of flow analysis through a different geometry of flowmeters using...
Comparision of flow analysis through a different geometry of flowmeters using...eSAT Publishing House
ย 
DAMPING INTER-AREA OSCILLATIONS IN POWER SYSTEMS USING A CDM-BASED PID CONTRO...
DAMPING INTER-AREA OSCILLATIONS IN POWER SYSTEMS USING A CDM-BASED PID CONTRO...DAMPING INTER-AREA OSCILLATIONS IN POWER SYSTEMS USING A CDM-BASED PID CONTRO...
DAMPING INTER-AREA OSCILLATIONS IN POWER SYSTEMS USING A CDM-BASED PID CONTRO...Power System Operation
ย 
THE STUDY OF THE EFFECTS OF RADIATION AND BLOWING FROM THE WALL OF A VERTICAL...
THE STUDY OF THE EFFECTS OF RADIATION AND BLOWING FROM THE WALL OF A VERTICAL...THE STUDY OF THE EFFECTS OF RADIATION AND BLOWING FROM THE WALL OF A VERTICAL...
THE STUDY OF THE EFFECTS OF RADIATION AND BLOWING FROM THE WALL OF A VERTICAL...ijmech
ย 
Class 11 mathematical modeling of pneumatic and hydraulic systems
Class 11   mathematical modeling of pneumatic and hydraulic systemsClass 11   mathematical modeling of pneumatic and hydraulic systems
Class 11 mathematical modeling of pneumatic and hydraulic systemsManipal Institute of Technology
ย 
Class 16 floating and proportional control mode
Class 16   floating and proportional control modeClass 16   floating and proportional control mode
Class 16 floating and proportional control modeManipal Institute of Technology
ย 
Distributed Control System Applied in Temperatur Control by Coordinating Mult...
Distributed Control System Applied in Temperatur Control by Coordinating Mult...Distributed Control System Applied in Temperatur Control by Coordinating Mult...
Distributed Control System Applied in Temperatur Control by Coordinating Mult...TELKOMNIKA JOURNAL
ย 
Finite Element Analysis to Predict Temperature and Velocity Distribution in R...
Finite Element Analysis to Predict Temperature and Velocity Distribution in R...Finite Element Analysis to Predict Temperature and Velocity Distribution in R...
Finite Element Analysis to Predict Temperature and Velocity Distribution in R...Dr. Amarjeet Singh
ย 
Class 41 final control elements - control valves
Class 41   final control elements - control valvesClass 41   final control elements - control valves
Class 41 final control elements - control valvesManipal Institute of Technology
ย 

What's hot (17)

Class 10 mathematical modeling of continuous stirred tank reactor systems (...
Class 10   mathematical modeling of continuous stirred tank reactor systems (...Class 10   mathematical modeling of continuous stirred tank reactor systems (...
Class 10 mathematical modeling of continuous stirred tank reactor systems (...
ย 
Adaptive Control for the Stabilization and Synchronization of Nonlinear Gyros...
Adaptive Control for the Stabilization and Synchronization of Nonlinear Gyros...Adaptive Control for the Stabilization and Synchronization of Nonlinear Gyros...
Adaptive Control for the Stabilization and Synchronization of Nonlinear Gyros...
ย 
MODEL BASED ANALYSIS OF TEMPERATURE PROCESS UNDER VARIOUS CONTROL STRATEGIES ...
MODEL BASED ANALYSIS OF TEMPERATURE PROCESS UNDER VARIOUS CONTROL STRATEGIES ...MODEL BASED ANALYSIS OF TEMPERATURE PROCESS UNDER VARIOUS CONTROL STRATEGIES ...
MODEL BASED ANALYSIS OF TEMPERATURE PROCESS UNDER VARIOUS CONTROL STRATEGIES ...
ย 
Comparision of flow analysis through a different geometry of flowmeters using...
Comparision of flow analysis through a different geometry of flowmeters using...Comparision of flow analysis through a different geometry of flowmeters using...
Comparision of flow analysis through a different geometry of flowmeters using...
ย 
Class 30 controller tuning
Class 30   controller tuningClass 30   controller tuning
Class 30 controller tuning
ย 
Class 19 pi & pd control modes
Class 19   pi & pd control modesClass 19   pi & pd control modes
Class 19 pi & pd control modes
ย 
Class 2 design methodology for process control
Class 2   design methodology for process controlClass 2   design methodology for process control
Class 2 design methodology for process control
ย 
DAMPING INTER-AREA OSCILLATIONS IN POWER SYSTEMS USING A CDM-BASED PID CONTRO...
DAMPING INTER-AREA OSCILLATIONS IN POWER SYSTEMS USING A CDM-BASED PID CONTRO...DAMPING INTER-AREA OSCILLATIONS IN POWER SYSTEMS USING A CDM-BASED PID CONTRO...
DAMPING INTER-AREA OSCILLATIONS IN POWER SYSTEMS USING A CDM-BASED PID CONTRO...
ย 
Class 12 dead time, p & i diagram basics
Class 12   dead time, p & i diagram basicsClass 12   dead time, p & i diagram basics
Class 12 dead time, p & i diagram basics
ย 
Class 13 p & i diagram
Class 13   p & i diagramClass 13   p & i diagram
Class 13 p & i diagram
ย 
THE STUDY OF THE EFFECTS OF RADIATION AND BLOWING FROM THE WALL OF A VERTICAL...
THE STUDY OF THE EFFECTS OF RADIATION AND BLOWING FROM THE WALL OF A VERTICAL...THE STUDY OF THE EFFECTS OF RADIATION AND BLOWING FROM THE WALL OF A VERTICAL...
THE STUDY OF THE EFFECTS OF RADIATION AND BLOWING FROM THE WALL OF A VERTICAL...
ย 
Class 11 mathematical modeling of pneumatic and hydraulic systems
Class 11   mathematical modeling of pneumatic and hydraulic systemsClass 11   mathematical modeling of pneumatic and hydraulic systems
Class 11 mathematical modeling of pneumatic and hydraulic systems
ย 
Class 16 floating and proportional control mode
Class 16   floating and proportional control modeClass 16   floating and proportional control mode
Class 16 floating and proportional control mode
ย 
Class 5 advanced control loops
Class 5   advanced control loopsClass 5   advanced control loops
Class 5 advanced control loops
ย 
Distributed Control System Applied in Temperatur Control by Coordinating Mult...
Distributed Control System Applied in Temperatur Control by Coordinating Mult...Distributed Control System Applied in Temperatur Control by Coordinating Mult...
Distributed Control System Applied in Temperatur Control by Coordinating Mult...
ย 
Finite Element Analysis to Predict Temperature and Velocity Distribution in R...
Finite Element Analysis to Predict Temperature and Velocity Distribution in R...Finite Element Analysis to Predict Temperature and Velocity Distribution in R...
Finite Element Analysis to Predict Temperature and Velocity Distribution in R...
ย 
Class 41 final control elements - control valves
Class 41   final control elements - control valvesClass 41   final control elements - control valves
Class 41 final control elements - control valves
ย 

Viewers also liked

Multivariable Control System Design for Quadruple Tank Process using Quantita...
Multivariable Control System Design for Quadruple Tank Process using Quantita...Multivariable Control System Design for Quadruple Tank Process using Quantita...
Multivariable Control System Design for Quadruple Tank Process using Quantita...IDES Editor
ย 
HISTOCHEMICAL STUDIES OF ENZYMES INVOVED IN HORMONAL REGULATION IN FISH (Cypr...
HISTOCHEMICAL STUDIES OF ENZYMES INVOVED IN HORMONAL REGULATION IN FISH (Cypr...HISTOCHEMICAL STUDIES OF ENZYMES INVOVED IN HORMONAL REGULATION IN FISH (Cypr...
HISTOCHEMICAL STUDIES OF ENZYMES INVOVED IN HORMONAL REGULATION IN FISH (Cypr...paperpublications3
ย 
The Impact of Microfinance on Saving Deposits-The Case of Mauritius
The Impact of Microfinance on Saving Deposits-The Case of MauritiusThe Impact of Microfinance on Saving Deposits-The Case of Mauritius
The Impact of Microfinance on Saving Deposits-The Case of Mauritiuspaperpublications3
ย 
PASSIVE LIQUID WATER RECOVERY FROM FUEL CELL EXHAUST
PASSIVE LIQUID WATER RECOVERY FROM FUEL CELL EXHAUSTPASSIVE LIQUID WATER RECOVERY FROM FUEL CELL EXHAUST
PASSIVE LIQUID WATER RECOVERY FROM FUEL CELL EXHAUSTpaperpublications3
ย 
Spearmint (Mentha spicata L.) Response to Deficit Irrigation
Spearmint (Mentha spicata L.) Response to Deficit IrrigationSpearmint (Mentha spicata L.) Response to Deficit Irrigation
Spearmint (Mentha spicata L.) Response to Deficit Irrigationpaperpublications3
ย 
PS2O, Hybrid Evolutionary-Conventional Algorithm, Genetical Swarm Optimizatio...
PS2O, Hybrid Evolutionary-Conventional Algorithm, Genetical Swarm Optimizatio...PS2O, Hybrid Evolutionary-Conventional Algorithm, Genetical Swarm Optimizatio...
PS2O, Hybrid Evolutionary-Conventional Algorithm, Genetical Swarm Optimizatio...paperpublications3
ย 
Role of Corporate Social Responsibility in Indian Higher Education: Issues an...
Role of Corporate Social Responsibility in Indian Higher Education: Issues an...Role of Corporate Social Responsibility in Indian Higher Education: Issues an...
Role of Corporate Social Responsibility in Indian Higher Education: Issues an...paperpublications3
ย 
DESIGN ANALYSIS OF A KEYLESS COUPLING
DESIGN ANALYSIS OF A KEYLESS COUPLINGDESIGN ANALYSIS OF A KEYLESS COUPLING
DESIGN ANALYSIS OF A KEYLESS COUPLINGpaperpublications3
ย 
Dry Matter Yield and Agronomic Performance of Herbaceous Legumes Intercropped...
Dry Matter Yield and Agronomic Performance of Herbaceous Legumes Intercropped...Dry Matter Yield and Agronomic Performance of Herbaceous Legumes Intercropped...
Dry Matter Yield and Agronomic Performance of Herbaceous Legumes Intercropped...paperpublications3
ย 
Impact of Computersโ€™ Implementation on Administration Use in Public Secondary...
Impact of Computersโ€™ Implementation on Administration Use in Public Secondary...Impact of Computersโ€™ Implementation on Administration Use in Public Secondary...
Impact of Computersโ€™ Implementation on Administration Use in Public Secondary...paperpublications3
ย 
CAUSALITY EFFECT OF ENERGY CONSUMPTION AND ECONOMIC GROWTH IN NIGERIA (1980-2...
CAUSALITY EFFECT OF ENERGY CONSUMPTION AND ECONOMIC GROWTH IN NIGERIA (1980-2...CAUSALITY EFFECT OF ENERGY CONSUMPTION AND ECONOMIC GROWTH IN NIGERIA (1980-2...
CAUSALITY EFFECT OF ENERGY CONSUMPTION AND ECONOMIC GROWTH IN NIGERIA (1980-2...paperpublications3
ย 
Mitigating Factors, and Factors Militating against Teacherโ€™s Utilization of I...
Mitigating Factors, and Factors Militating against Teacherโ€™s Utilization of I...Mitigating Factors, and Factors Militating against Teacherโ€™s Utilization of I...
Mitigating Factors, and Factors Militating against Teacherโ€™s Utilization of I...paperpublications3
ย 
Design and Implementation of Area Efficiency AES Algoritham with FPGA and ASIC,
Design and Implementation of Area Efficiency AES Algoritham with FPGA and ASIC,Design and Implementation of Area Efficiency AES Algoritham with FPGA and ASIC,
Design and Implementation of Area Efficiency AES Algoritham with FPGA and ASIC,paperpublications3
ย 
Socio-Cultural Factors that Affect the Role and Status of Women among the Bay...
Socio-Cultural Factors that Affect the Role and Status of Women among the Bay...Socio-Cultural Factors that Affect the Role and Status of Women among the Bay...
Socio-Cultural Factors that Affect the Role and Status of Women among the Bay...paperpublications3
ย 
Voltage Regulators Placement in Unbalanced Radial Distribution Systems for Lo...
Voltage Regulators Placement in Unbalanced Radial Distribution Systems for Lo...Voltage Regulators Placement in Unbalanced Radial Distribution Systems for Lo...
Voltage Regulators Placement in Unbalanced Radial Distribution Systems for Lo...paperpublications3
ย 
Comparative Analysis of Design Parameters for Multistoried Framed Structure u...
Comparative Analysis of Design Parameters for Multistoried Framed Structure u...Comparative Analysis of Design Parameters for Multistoried Framed Structure u...
Comparative Analysis of Design Parameters for Multistoried Framed Structure u...paperpublications3
ย 
Performance Analysis of Digital Watermarking Of Video in the Spatial Domain
Performance Analysis of Digital Watermarking Of Video in the Spatial DomainPerformance Analysis of Digital Watermarking Of Video in the Spatial Domain
Performance Analysis of Digital Watermarking Of Video in the Spatial Domainpaperpublications3
ย 
Factors Affecting On Customer Retention: A Case Study of Cellular Industry o...
 Factors Affecting On Customer Retention: A Case Study of Cellular Industry o... Factors Affecting On Customer Retention: A Case Study of Cellular Industry o...
Factors Affecting On Customer Retention: A Case Study of Cellular Industry o...paperpublications3
ย 

Viewers also liked (18)

Multivariable Control System Design for Quadruple Tank Process using Quantita...
Multivariable Control System Design for Quadruple Tank Process using Quantita...Multivariable Control System Design for Quadruple Tank Process using Quantita...
Multivariable Control System Design for Quadruple Tank Process using Quantita...
ย 
HISTOCHEMICAL STUDIES OF ENZYMES INVOVED IN HORMONAL REGULATION IN FISH (Cypr...
HISTOCHEMICAL STUDIES OF ENZYMES INVOVED IN HORMONAL REGULATION IN FISH (Cypr...HISTOCHEMICAL STUDIES OF ENZYMES INVOVED IN HORMONAL REGULATION IN FISH (Cypr...
HISTOCHEMICAL STUDIES OF ENZYMES INVOVED IN HORMONAL REGULATION IN FISH (Cypr...
ย 
The Impact of Microfinance on Saving Deposits-The Case of Mauritius
The Impact of Microfinance on Saving Deposits-The Case of MauritiusThe Impact of Microfinance on Saving Deposits-The Case of Mauritius
The Impact of Microfinance on Saving Deposits-The Case of Mauritius
ย 
PASSIVE LIQUID WATER RECOVERY FROM FUEL CELL EXHAUST
PASSIVE LIQUID WATER RECOVERY FROM FUEL CELL EXHAUSTPASSIVE LIQUID WATER RECOVERY FROM FUEL CELL EXHAUST
PASSIVE LIQUID WATER RECOVERY FROM FUEL CELL EXHAUST
ย 
Spearmint (Mentha spicata L.) Response to Deficit Irrigation
Spearmint (Mentha spicata L.) Response to Deficit IrrigationSpearmint (Mentha spicata L.) Response to Deficit Irrigation
Spearmint (Mentha spicata L.) Response to Deficit Irrigation
ย 
PS2O, Hybrid Evolutionary-Conventional Algorithm, Genetical Swarm Optimizatio...
PS2O, Hybrid Evolutionary-Conventional Algorithm, Genetical Swarm Optimizatio...PS2O, Hybrid Evolutionary-Conventional Algorithm, Genetical Swarm Optimizatio...
PS2O, Hybrid Evolutionary-Conventional Algorithm, Genetical Swarm Optimizatio...
ย 
Role of Corporate Social Responsibility in Indian Higher Education: Issues an...
Role of Corporate Social Responsibility in Indian Higher Education: Issues an...Role of Corporate Social Responsibility in Indian Higher Education: Issues an...
Role of Corporate Social Responsibility in Indian Higher Education: Issues an...
ย 
DESIGN ANALYSIS OF A KEYLESS COUPLING
DESIGN ANALYSIS OF A KEYLESS COUPLINGDESIGN ANALYSIS OF A KEYLESS COUPLING
DESIGN ANALYSIS OF A KEYLESS COUPLING
ย 
Dry Matter Yield and Agronomic Performance of Herbaceous Legumes Intercropped...
Dry Matter Yield and Agronomic Performance of Herbaceous Legumes Intercropped...Dry Matter Yield and Agronomic Performance of Herbaceous Legumes Intercropped...
Dry Matter Yield and Agronomic Performance of Herbaceous Legumes Intercropped...
ย 
Impact of Computersโ€™ Implementation on Administration Use in Public Secondary...
Impact of Computersโ€™ Implementation on Administration Use in Public Secondary...Impact of Computersโ€™ Implementation on Administration Use in Public Secondary...
Impact of Computersโ€™ Implementation on Administration Use in Public Secondary...
ย 
CAUSALITY EFFECT OF ENERGY CONSUMPTION AND ECONOMIC GROWTH IN NIGERIA (1980-2...
CAUSALITY EFFECT OF ENERGY CONSUMPTION AND ECONOMIC GROWTH IN NIGERIA (1980-2...CAUSALITY EFFECT OF ENERGY CONSUMPTION AND ECONOMIC GROWTH IN NIGERIA (1980-2...
CAUSALITY EFFECT OF ENERGY CONSUMPTION AND ECONOMIC GROWTH IN NIGERIA (1980-2...
ย 
Mitigating Factors, and Factors Militating against Teacherโ€™s Utilization of I...
Mitigating Factors, and Factors Militating against Teacherโ€™s Utilization of I...Mitigating Factors, and Factors Militating against Teacherโ€™s Utilization of I...
Mitigating Factors, and Factors Militating against Teacherโ€™s Utilization of I...
ย 
Design and Implementation of Area Efficiency AES Algoritham with FPGA and ASIC,
Design and Implementation of Area Efficiency AES Algoritham with FPGA and ASIC,Design and Implementation of Area Efficiency AES Algoritham with FPGA and ASIC,
Design and Implementation of Area Efficiency AES Algoritham with FPGA and ASIC,
ย 
Socio-Cultural Factors that Affect the Role and Status of Women among the Bay...
Socio-Cultural Factors that Affect the Role and Status of Women among the Bay...Socio-Cultural Factors that Affect the Role and Status of Women among the Bay...
Socio-Cultural Factors that Affect the Role and Status of Women among the Bay...
ย 
Voltage Regulators Placement in Unbalanced Radial Distribution Systems for Lo...
Voltage Regulators Placement in Unbalanced Radial Distribution Systems for Lo...Voltage Regulators Placement in Unbalanced Radial Distribution Systems for Lo...
Voltage Regulators Placement in Unbalanced Radial Distribution Systems for Lo...
ย 
Comparative Analysis of Design Parameters for Multistoried Framed Structure u...
Comparative Analysis of Design Parameters for Multistoried Framed Structure u...Comparative Analysis of Design Parameters for Multistoried Framed Structure u...
Comparative Analysis of Design Parameters for Multistoried Framed Structure u...
ย 
Performance Analysis of Digital Watermarking Of Video in the Spatial Domain
Performance Analysis of Digital Watermarking Of Video in the Spatial DomainPerformance Analysis of Digital Watermarking Of Video in the Spatial Domain
Performance Analysis of Digital Watermarking Of Video in the Spatial Domain
ย 
Factors Affecting On Customer Retention: A Case Study of Cellular Industry o...
 Factors Affecting On Customer Retention: A Case Study of Cellular Industry o... Factors Affecting On Customer Retention: A Case Study of Cellular Industry o...
Factors Affecting On Customer Retention: A Case Study of Cellular Industry o...
ย 

Similar to Comparing the effect of PI and I controllers on a four tank process

Comparing the effect of PI and I controllers on a four tank process
Comparing the effect of PI and I controllers on a four tank processComparing the effect of PI and I controllers on a four tank process
Comparing the effect of PI and I controllers on a four tank processpaperpublications3
ย 
Modeling and implementation of a proportional derivative controller for elect...
Modeling and implementation of a proportional derivative controller for elect...Modeling and implementation of a proportional derivative controller for elect...
Modeling and implementation of a proportional derivative controller for elect...Alexander Decker
ย 
Tank liquid level control using narma l2 and mpc controllers
Tank liquid level control using narma l2 and mpc controllersTank liquid level control using narma l2 and mpc controllers
Tank liquid level control using narma l2 and mpc controllersMustefa Jibril
ย 
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKS
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKSFEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKS
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKSieijjournal
ย 
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKS
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKSFEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKS
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKSieijjournal
ย 
Feedback linearization and Backstepping controllers for Coupled Tanks
Feedback linearization and Backstepping controllers for Coupled TanksFeedback linearization and Backstepping controllers for Coupled Tanks
Feedback linearization and Backstepping controllers for Coupled Tanksieijjournal
ย 
Metamodel-based Optimization of a PID Controller Parameters for a Coupled-tan...
Metamodel-based Optimization of a PID Controller Parameters for a Coupled-tan...Metamodel-based Optimization of a PID Controller Parameters for a Coupled-tan...
Metamodel-based Optimization of a PID Controller Parameters for a Coupled-tan...TELKOMNIKA JOURNAL
ย 
Nonlinear batch reactor temperature control based on adaptive feedback based ilc
Nonlinear batch reactor temperature control based on adaptive feedback based ilcNonlinear batch reactor temperature control based on adaptive feedback based ilc
Nonlinear batch reactor temperature control based on adaptive feedback based ilcijics
ย 
NONLINEAR BATCH REACTOR TEMPERATURE CONTROL BASED ON ADAPTIVE FEEDBACK-BASED ILC
NONLINEAR BATCH REACTOR TEMPERATURE CONTROL BASED ON ADAPTIVE FEEDBACK-BASED ILCNONLINEAR BATCH REACTOR TEMPERATURE CONTROL BASED ON ADAPTIVE FEEDBACK-BASED ILC
NONLINEAR BATCH REACTOR TEMPERATURE CONTROL BASED ON ADAPTIVE FEEDBACK-BASED ILCijcisjournal
ย 
Aa04405152157
Aa04405152157Aa04405152157
Aa04405152157IJERA Editor
ย 
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic Controller
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic ControllerEnhancing the Performance of An Industrial Boiler Using Fuzzy Logic Controller
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic ControllerIJMREMJournal
ย 
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic Controller
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic ControllerEnhancing the Performance of An Industrial Boiler Using Fuzzy Logic Controller
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic ControllerIJMREMJournal
ย 
Tank liquid level control using narma l2 and mpc controllers
Tank liquid level control using narma l2 and mpc controllersTank liquid level control using narma l2 and mpc controllers
Tank liquid level control using narma l2 and mpc controllersMustefa Jibril
ย 
IJRTER_KSK
IJRTER_KSKIJRTER_KSK
IJRTER_KSKsenthil0888
ย 
Bv36438443
Bv36438443Bv36438443
Bv36438443IJERA Editor
ย 
Modeling and simulation of Hydraulic servo system with different type of cont...
Modeling and simulation of Hydraulic servo system with different type of cont...Modeling and simulation of Hydraulic servo system with different type of cont...
Modeling and simulation of Hydraulic servo system with different type of cont...IOSR Journals
ย 
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENT
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENTEHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENT
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENTcsandit
ย 
Controlling_Electrohydraulic_Systems___Anderson___1988ocr.pdf
Controlling_Electrohydraulic_Systems___Anderson___1988ocr.pdfControlling_Electrohydraulic_Systems___Anderson___1988ocr.pdf
Controlling_Electrohydraulic_Systems___Anderson___1988ocr.pdfTrnXunTin2
ย 

Similar to Comparing the effect of PI and I controllers on a four tank process (20)

Comparing the effect of PI and I controllers on a four tank process
Comparing the effect of PI and I controllers on a four tank processComparing the effect of PI and I controllers on a four tank process
Comparing the effect of PI and I controllers on a four tank process
ย 
Modeling and implementation of a proportional derivative controller for elect...
Modeling and implementation of a proportional derivative controller for elect...Modeling and implementation of a proportional derivative controller for elect...
Modeling and implementation of a proportional derivative controller for elect...
ย 
Tank liquid level control using narma l2 and mpc controllers
Tank liquid level control using narma l2 and mpc controllersTank liquid level control using narma l2 and mpc controllers
Tank liquid level control using narma l2 and mpc controllers
ย 
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKS
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKSFEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKS
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKS
ย 
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKS
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKSFEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKS
FEEDBACK LINEARIZATION AND BACKSTEPPING CONTROLLERS FOR COUPLED TANKS
ย 
Feedback linearization and Backstepping controllers for Coupled Tanks
Feedback linearization and Backstepping controllers for Coupled TanksFeedback linearization and Backstepping controllers for Coupled Tanks
Feedback linearization and Backstepping controllers for Coupled Tanks
ย 
Metamodel-based Optimization of a PID Controller Parameters for a Coupled-tan...
Metamodel-based Optimization of a PID Controller Parameters for a Coupled-tan...Metamodel-based Optimization of a PID Controller Parameters for a Coupled-tan...
Metamodel-based Optimization of a PID Controller Parameters for a Coupled-tan...
ย 
Nonlinear batch reactor temperature control based on adaptive feedback based ilc
Nonlinear batch reactor temperature control based on adaptive feedback based ilcNonlinear batch reactor temperature control based on adaptive feedback based ilc
Nonlinear batch reactor temperature control based on adaptive feedback based ilc
ย 
NONLINEAR BATCH REACTOR TEMPERATURE CONTROL BASED ON ADAPTIVE FEEDBACK-BASED ILC
NONLINEAR BATCH REACTOR TEMPERATURE CONTROL BASED ON ADAPTIVE FEEDBACK-BASED ILCNONLINEAR BATCH REACTOR TEMPERATURE CONTROL BASED ON ADAPTIVE FEEDBACK-BASED ILC
NONLINEAR BATCH REACTOR TEMPERATURE CONTROL BASED ON ADAPTIVE FEEDBACK-BASED ILC
ย 
Aa04405152157
Aa04405152157Aa04405152157
Aa04405152157
ย 
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic Controller
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic ControllerEnhancing the Performance of An Industrial Boiler Using Fuzzy Logic Controller
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic Controller
ย 
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic Controller
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic ControllerEnhancing the Performance of An Industrial Boiler Using Fuzzy Logic Controller
Enhancing the Performance of An Industrial Boiler Using Fuzzy Logic Controller
ย 
Tank liquid level control using narma l2 and mpc controllers
Tank liquid level control using narma l2 and mpc controllersTank liquid level control using narma l2 and mpc controllers
Tank liquid level control using narma l2 and mpc controllers
ย 
IJRTER_KSK
IJRTER_KSKIJRTER_KSK
IJRTER_KSK
ย 
Bv36438443
Bv36438443Bv36438443
Bv36438443
ย 
Lab 2.docx
Lab 2.docxLab 2.docx
Lab 2.docx
ย 
B010120409
B010120409B010120409
B010120409
ย 
Modeling and simulation of Hydraulic servo system with different type of cont...
Modeling and simulation of Hydraulic servo system with different type of cont...Modeling and simulation of Hydraulic servo system with different type of cont...
Modeling and simulation of Hydraulic servo system with different type of cont...
ย 
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENT
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENTEHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENT
EHR ATTRIBUTE-BASED ACCESS CONTROL (ABAC) FOR FOG COMPUTING ENVIRONMENT
ย 
Controlling_Electrohydraulic_Systems___Anderson___1988ocr.pdf
Controlling_Electrohydraulic_Systems___Anderson___1988ocr.pdfControlling_Electrohydraulic_Systems___Anderson___1988ocr.pdf
Controlling_Electrohydraulic_Systems___Anderson___1988ocr.pdf
ย 

Recently uploaded

Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
ย 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptDineshKumar4165
ย 
Call Girls In Bangalore โ˜Ž 7737669865 ๐Ÿฅต Book Your One night Stand
Call Girls In Bangalore โ˜Ž 7737669865 ๐Ÿฅต Book Your One night StandCall Girls In Bangalore โ˜Ž 7737669865 ๐Ÿฅต Book Your One night Stand
Call Girls In Bangalore โ˜Ž 7737669865 ๐Ÿฅต Book Your One night Standamitlee9823
ย 
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
ย 
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
ย 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordAsst.prof M.Gokilavani
ย 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...roncy bisnoi
ย 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlysanyuktamishra911
ย 
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For ...Bhosari ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...tanu pandey
ย 
chapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringchapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringmulugeta48
ย 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . pptDineshKumar4165
ย 
Intze Overhead Water Tank Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank  Design by Working Stress - IS Method.pdfIntze Overhead Water Tank  Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank Design by Working Stress - IS Method.pdfSuman Jyoti
ย 
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxBSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxfenichawla
ย 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Christo Ananth
ย 
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7Call Girls in Nagpur High Profile Call Girls
ย 
NFPA 5000 2024 standard .
NFPA 5000 2024 standard                                  .NFPA 5000 2024 standard                                  .
NFPA 5000 2024 standard .DerechoLaboralIndivi
ย 
Unleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapUnleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapRishantSharmaFr
ย 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
ย 

Recently uploaded (20)

Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
ย 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.ppt
ย 
Call Girls In Bangalore โ˜Ž 7737669865 ๐Ÿฅต Book Your One night Stand
Call Girls In Bangalore โ˜Ž 7737669865 ๐Ÿฅต Book Your One night StandCall Girls In Bangalore โ˜Ž 7737669865 ๐Ÿฅต Book Your One night Stand
Call Girls In Bangalore โ˜Ž 7737669865 ๐Ÿฅต Book Your One night Stand
ย 
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Palanpur 7001035870 Whatsapp Number, 24/07 Booking
ย 
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Wakad Call Me 7737669865 Budget Friendly No Advance Booking
ย 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
ย 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
ย 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
ย 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
ย 
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For ...Bhosari ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For ...
Bhosari ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For ...
ย 
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
ย 
chapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringchapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineering
ย 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . ppt
ย 
Intze Overhead Water Tank Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank  Design by Working Stress - IS Method.pdfIntze Overhead Water Tank  Design by Working Stress - IS Method.pdf
Intze Overhead Water Tank Design by Working Stress - IS Method.pdf
ย 
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxBSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
ย 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
ย 
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
ย 
NFPA 5000 2024 standard .
NFPA 5000 2024 standard                                  .NFPA 5000 2024 standard                                  .
NFPA 5000 2024 standard .
ย 
Unleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapUnleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leap
ย 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
ย 

Comparing the effect of PI and I controllers on a four tank process

  • 1. International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org Page | 1 Paper Publications Comparing the effect of PI and I controllers on a four tank process Yousof Gholipour1, Ahmad Zare2 1 Department of Electrical Eng, Mehriz Branch, Islamic Azad University, Faculty of Engineering, Mehriz, Iran. 2 Department of Electrical Eng, Technical college boys MARVDASHT. Marvdasht, Iran. Abstract: In industrial control systems the liquid level is carrying its significance as the control action for level control in tanks containing different chemicals or mixtures is essential for further control linking set points. In this paper we will investigate the effect of PI and I controllers on a four tank process and will compare this controllers together. We want to know how much is the effect of, I and PI controllers on a process control. For more clarification we simulate the effect of PI and I controllers on this system. Keywords: PI controller, I controller, four tank process, Level control, Coupled water tanks. I. INTRODUCTION The PID controllers have been at the heart of control engineering practice over the last decades. They are widely used in industrial applications as no other controllers match the simplicity, clear functionality, applicability and ease of use. The PID controllers was introduced in 1910 and their use and popularity had grown particularly after the Zieglerโ€“Nichols empirical tuning rules in 1942 This control approach is an online and proven method however it requires experiences and very aggressive tuning for the process. At the past years the researchers proposed Several control strategies Some of these strategies are reviewed below. As shown in [1], the controlled process of three-tank system has obviously character of volume-lag. Due to the complexity of the controlled object, traditional PID control canโ€™t satisfy the control requirements of the system. Smith-PI controller was used in [1]. Because the parameter Kp and Ki were man-set, the control effect was not satisfactory. In [2], The Smith-PID Control of Three-Tank-System Based on Fuzzy Theory investigated. Recently, several books and surveys reported research works about tuning MIMO PID controllers, see, [3], [4], [5], and [6]. MIMO PID controllers tuning approaches can be classified into empirical, artificial intelligence and analytical approaches, see, [7],[8],[9],[10]. In [11] we can see combination of fuzzy and PID controller. In this paper we will investigate and compare the quadruple-tank process at three position without controller, by use of I controller and by use of PI controller and will draw the results and compare together. The paper is organized as follows. The model of the Tank system is in section 2, in section 3 we have Simulation and results, the conclusions are presented in section 4, acknowledgment and references are at the end. II. THE MODEL OF THE TANK SYSTEM A. Physical Model The quadruple-tank process (Johansson, 2000; Gatzke et al., 2000; Rusli E. et al., 2002) is a multivariable process which consists of four interconnected water tanks and two pumps. The system is shown in figure 1. The output of each pump is split into two using a three-way valve. The inlet flow of each tank is measured by an electro-magnetic flow-meter and regulated by a pneumatic valve. The level of each tank is measured by means of a pressure sensor. The regulation problem aims to control the water levels in the lower two tanks with two pumps. The two pumps convey water from a basin into the four tanks. The tanks at the top (tanks 3 and 4) discharge into the corresponding tank at the bottom (tanks 1 and 2, respectively). The three way valves are emulated by a proper calculation of the set points of the
  • 2. International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org Page | 2 Paper Publications flow control loops according to the considered ratio of the three-way valve. The positions of the valves determine the location of a zero for the linearized model. Figure 1. Schematic of the quadruple-tank process The nonlinear model of the process is described by (Gatzke et al., 2000): Where, Ai - cross-section of Tank; ai - cross-section of the outlet hole; hi - water level The voltage applied to Pump i is Vi and the corresponding flow is kiVi . The parameters are determined from how the valves are set prior to an experiment. The flow to Tank 1 is and the flow to Tank 4 is and similarly for Tank 2 and Tank 3. The acceleration of gravity is g. The measured level signals are kc h1 and kc h2.
  • 3. International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org Page | 3 Paper Publications The parameter values of the laboratory process given by Johansson are as shown below: TABLE I: Values of the laboratory process given by Johansson (A1, A2) (cm2) 28 (A3, A4) (cm2) 32 (a1,a3) (cm2) 0.071 (a2,a4) (cm2) 0.057 (h3 0,h4 0) (cm) 4.8, 4.9 Kc (V/cm) 0.5 (g) (cm/s2) 981 The model and control of the four-tank process are studied at two operating points: P- at which the system will be shown to have minimum phase characteristics and P+ at which it will be shown to have non-minimum phase characteristics. The chosen operating points correspond to the following parameter values: TABLE II: The chosen operating points correspond to the following parameter values B. State space Model The linearized state-space equation of the model in (5) is then given by (6)
  • 4. International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org Page | 4 Paper Publications Where the time constants are : i=1 . . . 4 Substitution of actual values of process parameters yields the two transfer matrices for minimum phase and non-minimum phase that we consider non-minimum phase: The model used in the present study includes the disturbance effect of flows in and out of the upper-level tanks 3 and 4 as depicted in Figure 1. The corresponding model is as in (9) III. SIMULATION AND RESULTS We simulate this system at three positions: 1- Without controller -4 -3 -2 -1 0 1 2 Tank 1 0 500 1000 1500 2000 2500 3000 0 0.5 1 1.5 2 2.5 Tank 2 Time (sec) Fig.2 level of Tank without controller, T=3000 s
  • 5. International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org Page | 5 Paper Publications In this situation the level of Tank 1 is bellow of normal position or we can say the tank is empty. In Tank 2 the tank is in over flow position. 2- By use of I controller 0 0.5 1 1.5 Tank 1 0 500 1000 1500 2000 2500 3000 -0.5 0 0.5 1 1.5 2 Tank 2 Time (sec) Fig.3 Level of Tank by use of I controller, T=3000 s In this case we have a control on this system and controller keep the level of the tank but there is an alternative in this system. 3- By use of PI controller 0 0.5 1 1.5 Tank 1 0 500 1000 1500 2000 2500 3000 -0.5 0 0.5 1 1.5 Tank 2 Time (sec) Fig.4 Level of Tank by use of PI controller, T=3000 s In this case we have a good controller and have a small alternative this controller is better behavior and accuracy. IV. CONCLUSION In this paper we introduced quadruple-tank process and presented equations after that we investigated amount the effect of PI and I on a four tank process. Three position investigated and drawn. After drawn, we concluded that the PI controller is a smooth and fast track , demanded level. The fluctuation in PI is a little and less than I controller. We can say the PI controller can control and satisfy and sate demand of control for a four tank process. Note that this system is an unstable system without controller and this system will be over flow or will be empty.
  • 6. International Journal of Recent Research in Electrical and Electronics Engineering (IJRREEE) Vol. 1, Issue 1, pp: (1-6), Month: April - June 2014, Available at: www.paperpublications.org Page | 6 Paper Publications ACKNOWLEDGMENT We acknowledge our friend, Mehdi fatemi, and the Associate Editor and anonymous reviewers for their valuable comments and suggestions that have helped us to improving the paper. REFERENCES [1]. WA NG Qing-lan, Xie Xue-jun, โ€œSmith Control of Three Tank Water System Based on C++ Builderโ€, Journal of Qufu Normal University(in Chinese), vol.1.2008, pp. 33-35. [2]. Jianqiu Deng, Cui Hao, โ€œThe Smith-PID Control of Three-Tank-System Based on Fuzzy Theoryโ€, JOURNAL OF COMPUTERS, VOL. 6, NO. 3, MARCH 2011, pp.514-523. [3]. Zhuang M. and Atherton D.P. (1994). PID controller design for a TITO system. IEEE Proceedings โ€“ Control Theory and Applications, Vol. 141(2), pp. 111โ€“120. [4]. Willjuice M., Baskar S. (2009). Evolutionary algorithms based design of multivariable PID controller. Expert Systems with Applications, Vol. 35(5), pp. 9159-9167. [5]. Isakson A.J. and Graebe S.F. (1999). Analytical PID parameter expressions for higher order systems. Automatica, Vol. 35(6), pp. 1121โ€“30. [6]. Rames C. Panda. Introduction to PID controllers Theory, tuning and application to frontier areas. InTech ,Rijeka . (2012). [7]. Luan Vu T.N. and Lee M. (2010). Independent design of multi-loop PI/PID controllers for interacting multivariable processes. Journal of Process Control, Vol. 20(8), pp.922-933. [8]. Soliman M., Elshafei A.L., Bendary F. and Mansour W. Robust decentralized PID-based power system stabilizer design using an ILMI approach. Electric Power Systems Research, Vol. 80(8), pp. 1488-1497. (2010). [9]. Vilanova R. and Visioli A. PID Control in the Third Millenium โ€“ Advances in Industrial Control. Springer, New York. (2012). [10]. W. Belhaj, O. Boubaker, โ€œOn MIMO PID Control of the quadruple-tank process via ILMIs Approaches : Minimum and Non-Minimum Case studiesโ€, 10th IFAC International Symposium on Dynamics and Control of Process Systems The International Federation of Automatic Control December 18-20, 2013. Mumbai, India. [11]. Xiao-Feng Li, Jian Sun, Hui-Yan Wu, Wei-Dong Zong,โ€œApplication of the fuzzy PID to the Power Plantโ€, IEEE 2007.