GWO-PID of Two-phase Hybrid Stepping Motor for Robotic Grinding Force
DOI:
https://doi.org/10.59247/jfsc.v1i3.91Keywords:
GWO-PID, PID, RGS, 2Ph-HSMAbstract
The use of the computer program MATLAB is prominent in many studies that simulate many industrial systems. The current simulation aims to build a suitable simulation model representing the Two-phase Hybrid Stepping Motor (2Ph-HSM). This type of motor is employed in a specific application to produce a force called automatic grinding force. To control the force, motor speed, and location, we need to add control systems, so two methods have been proposed, one of which is traditional, namely proportional, integral, and derivative (PID) control and the other is intelligent, called Gray Wolf Optimization (GWO). The current work also aims to use traditional control algorithms and advanced optimization algorithms that were chosen for their ease of control and possibility of use in many industrial applications. By setting appropriate specifications for the simulation model and after conducting prescribed tests that simulate different applications of the motor’s work within electrical systems, the results demonstrated good motor performance, better response, and high accuracy, in addition to speed. The goal is to design and tune a proportional, integral, and derivative (PID) controller by gray wolf optimization (GWO) using the transfer function (TF) of a 2Ph-HSM. To adjust the parameters of conventional controllers using advanced optimization, a suitable mechanism and technique were selected from advanced optimization techniques, where the gray wolf technique algorithm was chosen as an optimization technique and Integrated Time Absolute Error (ITAE) to adjust the parameters of conventional PID controller.
References
Q. Ariyansyah and A. Ma’arif, “DC Motor Speed Control with Proportional Integral Derivative (PID) Control on the Prototype of a Mini-Submarine,” JFSC, vol. 1, no. 1, pp. 18–24, 2023, https://doi.org/10.59247/jfsc.v1i1.26.
A. J. Attiya, Y. Wenyu, S. W. Shneen “PSO_PI controller of robotic grinding force servo system,” TELKOMNIKA Indonesian Journal of Electrical Engineering, vol. 15, no. 3, pp. 515-525, 2015, http://doi.org/10.11591/tijee.v15i3.1570.
M. Alfiyan and R. D. Puriyanto, “Mecanum 4 Omni Wheel Directional Robot Design System Using PID Method,” JFSC, vol. 1, no. 1, pp. 6–13, 2023, https://doi.org/10.59247/jfsc.v1i1.27.
A. J. Attiya, S. W. Shneen, B. A. Abbas, Y. Wenyu, “Variable speed control using fuzzy-pid controller for two-phase hybrid stepping motor in robotic grinding,” Indonesian Journal of Electrical Engineering and Computer Science, vol. 3, no. 1, pp. 102-118, 2016, https://doi.org/10.11591/ijeecs.v3.i1.pp102-118.
A. J. Attiya, Y. Wenyu, S. W. Shneen, “Compared with PI, Fuzzy-PI and PSO-PI controllers of robotic grinding force servo system,” TELKOMNIKA Indonesian Journal of Electrical Engineering, vol. 16, no. 1, pp. 65-74, 2015, https://doi.org/10.11591/tijee.v16i1.1589.
A. J. Attiya, Y. Wenyu, S. W. Shneen, “Fuzzy-PID controller of robotic grinding force servo system,” TELKOMNIKA Indonesian Journal of Electrical Engineering, vol. 15, no. 1, pp. 87-99, 2015, https://doi.org/10.11591/telkomnika.v15i1.8051.
H. Maghfiroh, J. Slamet Saputro, F. Fahmizal, and M. Ahmad Baballe, “Adaptive Fuzzy-PI for Induction Motor Speed Control,” JFSC, vol. 1, no. 1, pp. 1–5, 2023, https://doi.org/10.59247/jfsc.v1i1.24.
Fahmizal, D. Yanu Kharisma, and S. Pramono, “Implementation of Fuzzy Logic Control on a Tower Copter,” JFSC, vol. 1, no. 1, pp. 14–17, 2023, https://doi.org/10.59247/jfsc.v1i1.25.
M. A. Al-bahrany and A. T. A. Sadda, “Smart Dc to DC converter for a Small Drone Based upon Deep Learning Technique,” JFSC, vol. 1, no. 2, pp. 55–60, 2023, https://doi.org/10.59247/jfsc.v1i2.43.
H. Maghfiroh, C. Hermanu, M. H. Ibrahim, M. Anwar, A. Ramelan, “Hybrid fuzzy-PID like optimal control to reduce energy consumption,” TELKOMNIKA (Telecommunication Computing Electronics and Control), vol. 18, no. 4, pp. 2053-2061, 2020, http://doi.org/10.12928/telkomnika.v18i4.14535.
H. S. Dakheel, Z. B. Abdullah, N. S. Jasim, S. W. Shneen, “Simulation model of ANN and PID controller for direct current servo motor by using Matlab/Simulink,” TELKOMNIKA (Telecommunication Computing Electronics and Control), vol. 20, no. 4, pp. 922-932, 2022, http://doi.org/10.12928/telkomnika.v20i4.23248.
S. W. Shneen, H. S. Dakheel, Z. B. Abdullah, “Design and Implementation of No Load, Constant and Variable Load for DC Servo Motor.” Journal of Robotics and Control (JRC), vol. 4, no. 3, pp. 323-329, 2023, https://doi.org/10.18196/jrc.v4i3.17387.
H. Maghfiroh, I. Iftadi, A. Sujono, “Speed control of induction motor using LQG,” Journal of Robotics and Control (JRC), vol. 2, no. 6, pp. 565-570, 2021, https://doi.org/10.18196/26138.
H. Maghfiroh, M. Nizam, M. Anwar and A. Ma’Arif, "Improved LQR Control Using PSO Optimization and Kalman Filter Estimator," IEEE Access, vol. 10, pp. 18330-18337, 2022, https://doi.org/10.1109/ACCESS.2022.3149951.
H. Maghfiroh, A. Ma’arif, F. Adriyanto, I. Suwarno, W. Caesarendra, “Adaptive Linear Quadratic Gaussian Speed Control of Induction Motor Using Fuzzy Logic,” Journal Européen des Systèmes Automatisés, vol. 56, no. 4, pp. 703-711, 2023, https://doi.org/10.18280/jesa.560420.
H. S. Dakheel, Z. B. Abdullah, N. S. Jasim, S. W. Shneen, “Simulation model of ANN and PID controller for direct current servo motor by using Matlab/Simulink,” TELKOMNIKA (Telecommunication Computing Electronics and Control), vol. 20, no. 4, pp. 922-932, 2022, http://doi.org/10.12928/telkomnika.v20i4.23248.
S. Waley, C. Mao, N. K. Bachache, “Biogeography based optimization tuned fuzzy logic controller to adjust speed of electric vehicle,” TELKOMNIKA Indonesian Journal of Electrical Engineering, vol. 16, no. 3, pp. 509-519, 2015, http://doi.org/10.11591/tijee.v16i3.1642.
A. Batool, N. U. Ain, A. A. Amin, M. Adnan, M. H. Shahbaz, “A comparative study of DC servo motor parameter estimation using various techniques,” Automatika, vol. 63, no. 2, pp. 303-312, 2022, https://doi.org/10.1080/00051144.2022.2036935.
D. Saputra, A. Ma'arif, H. Maghfiroh, P. Chotikunnan, S. N. Rahmadhia, “Design and Application of PLC-based Speed Control for DC Motor Using PID with Identification System and MATLAB Tuner,” International Journal of Robotics and Control Systems, vol. 3, no. 2, pp. 233-244, 2023, https://doi.org/10.31763/ijrcs.v3i2.775.
A. Ma’arif, I. Suwarno, H. Maghfiroh, W. Rahmaniar, A. A. Nuryono and N. M. Raharja, "Sliding Mode Control of Angular Speed DC Motor System with Parameter Uncertainty," 2022 IEEE International Conference on Communication, Networks and Satellite (COMNETSAT), pp. 380-387, 2022, https://doi.org/10.1109/COMNETSAT56033.2022.9994286.
A. Ma'arif, N. R. Setiawan, “Control of DC motor using integral state feedback and comparison with PID: simulation and arduino implementation,” Journal of Robotics and Control (JRC), vol. 2, no. 5, pp. 456-461, 2021, https://doi.org/10.18196/jrc.25122.
P. Ramesh Babu and V. Prabhu, "Modeling and performance analysis of Buck Converter fed PMBLDC Motor Drives in Matlab/Simulink environment," 2013 International Conference on Circuits, Power and Computing Technologies (ICCPCT), pp. 219-224, 2013, https://doi.org/10.1109/ICCPCT.2013.6529014.
R. Kristiyono, Wiyono, “Autotuning Fuzzy PID Controller for Speed Control of BLDC Motor,” Journal of Robotics and Control (JRC), vol. 2, no. 5, pp. 400-407, 2021, https://doi.org/10.18196/jrc.25114.
S. W. Shneen, H. S. Dakheel, Z. B. Abdulla, “Advanced Optimal for PV system coupled with PMSM,” Indonesian Journal of Electrical Engineering and Computer Science, vol. 1, no. 3, pp. 556-565, 2016, https://doi.org/10.11591/ijeecs.v1.i3.pp556-565.
A. Muttaqin, S. D. Finnadi, Z. Abidin, K. Araki, “FPGA based synchronous multi-channel PWM generator for humanoid robot,” International Journal of Electrical & Computer Engineering, vol. 11, no. 1, pp. 2088-8708, 2021, http://doi.org/10.11591/ijece.v11i1.pp249-256.
A. S. Ahmed, H. A. Marzog, L. A. A. Rahaim, “Design and implement of robotic arm and control of moving via IoT with Arduino ESP32,” International Journal of Electrical & Computer Engineering, vol. 11, no. 5, pp. 2088-8708, 2021, http://doi.org/10.11591/ijece.v11i5.pp3924-3933.
S. W. Shneen, G. A. Aziz, “Simulation model of 3-phase PWM rectifier by using MATLAB/Simulink,” International Journal of Electrical and Computer Engineering, vol. 11, no. 5, p. 3736, 2021, http://doi.org/10.11591/ijece.v11i5.pp3736-3746.
D. H. Shaker, S. W. Shneen, F. N. Abdullah, G. A. Aziz, “Simulation Model of Single-Phase AC-AC Converter by Using MATLAB,” Journal of Robotics and Control (JRC), vol. 3, no. 5, pp. 656-665, 2022, https://doi.org/10.18196/jrc.v3i5.15213.
N. Salem, K. Mateen, W. Alharbi and J. Kamal, "Performance of LQR and PID Controllers for RS-550VC Motor Speed Enhancement," 2023 6th International Conference on Intelligent Robotics and Control Engineering (IRCE), pp. 01-06, 2023, https://doi.org/10.1109/IRCE59430.2023.10255039.
A. L. Shuraiji, S. W. Shneen, “Fuzzy Logic Control and PID Controller for Brushless Permanent Magnetic Direct Current Motor: A Comparative Study,” Journal of Robotics and Control (JRC), vol. 3, no. 6, pp. 762-768, 2022, https://doi.org/10.18196/jrc.v3i6.15974.
J. A. Mohammed, A. L. Shuraiji, “Modeling of DC elevator motor drive for mid-rise building,” Engineering & Technology Journal, vol. 31, no. 12, pp. 2320-2342, 2013, https://doi.org/10.30684/etj.31.12A.10.
G. A. Aziz, S. W. Shneen, F. N. Abdullah, D. H. Shaker, “Advanced optimal GWO-PID controller for DC motor,” Int. J. Adv. Appl. Sci., vol. 11, no. 3, pp. 263-276, 2022, http://doi.org/10.11591/ijaas.v11.i3.pp263-276.
Y. Zhu, X. He, Q. Liu, W. Guo, “Semiclosed-loop motion control with robust weld bead tracking for a spiral seam weld beads grinding robot,” Robotics and Computer-Integrated Manufacturing, vol. 73, p. 102254, 2022, https://doi.org/10.1016/j.rcim.2021.102254.
H. Maghfiroh, M. Ahmad, A. Ramelan, F. Adriyanto, “Fuzzy-PID in BLDC Motor Speed Control Using MATLAB/Simulink,” Journal of Robotics and Control (JRC), vol. 3, no. 1, pp. 8-13, 2022, https://doi.org/10.18196/jrc.v3i1.10964.
S. W. Jeaeb, A. Z. Salman, Q. A. Jawad, H. Shareef, “Advanced optimal by PSO-PI for DC motor,” Indonesian Journal of Electrical Engineering and Computer Science, vol. 16, no. 1, pp. 165-175, 2019, http://doi.org/10.11591/ijeecs.v16.i1.pp165-175.
A. Latif, A. Z. Arfianto, H. A. Widodo, R. Rahim, E. T. Helmy, “Motor DC PID system regulator for mini conveyor drive based-on MATLAB,” Journal of Robotics and Control (JRC), vol. 1, no. 6, pp. 185-190, 2020, https://doi.org/10.18196/jrc.1636.
H. J. Pahk, D. S. Lee, J. H. Park, “Ultra precision positioning system for servo motor–piezo actuator using the dual servo loop and digital filter implementation,” International Journal of Machine Tools and Manufacture, vol. 41, no. 1, pp. 51-63, 2001, https://doi.org/10.1016/S0890-6955(00)00061-4.
M. L. Zegai, M. Bendjebbar, K. Belhadri, M. L. Doumbia, B. Hamane and P. M. Koumba, "Direct torque control of Induction Motor based on artificial neural networks speed control using MRAS and neural PID controller," 2015 IEEE Electrical Power and Energy Conference (EPEC), pp. 320-325, 2015, https://doi.org/10.1109/EPEC.2015.7379970.
Z. B. Abdullah, S. W. Shneen, H. S. Dakheel, “Simulation Model of PID Controller for DC Servo Motor at Variable and Constant Speed by Using MATLAB,” Journal of Robotics and Control (JRC), vol. 4, no. 1, pp. 54-59, 2023, https://doi.org/10.18196/jrc.v4i1.15866.
G. Boukhalfa, S. Belkacem, A. Chikhi, S. Benaggoune, “Direct torque control of dual star induction motor using a fuzzy-PSO hybrid approach,” Applied Computing and Informatics, vol. 18, no. 1/2, pp. 74-89, 2020, https://doi.org/10.1016/j.aci.2018.09.001.
A. R. Ajel, H. M. A. Abbas, M. J. Mnati, “Position and speed optimization of servo motor control through FPGA,” International Journal of Electrical & Computer Engineering, vol. 11, no. 1, pp. 2088-8708, 2021, http://doi.org/10.11591/ijece.v11i1.pp319-327.
A. N. Abdullah, M. H. Ali, “Direct torque control of IM using PID controller,” International Journal of Electrical and Computer Engineering, vol. 10, no. 1, p. 617, 2020, http://doi.org/10.11591/ijece.v10i1.pp617-625.
H. S. Dakheel, Z. B. Abdullah, S. W. Shneen, “Advanced optimal GA-PID controller for BLDC motor,” Bulletin of Electrical Engineering and Informatics, vol. 12, no. 4, pp. 2077-2086, 2023, https://doi.org/10.11591/eei.v12i4.4649.
B. B. Acharya, S. Dhakal, A. Bhattarai, N. Bhattarai, “PID speed control of DC motor using meta-heuristic algorithms,” International Journal of Power Electronics and Drive Systems, vol. 12, no. 2, p. 822, 2021, http://doi.org/10.11591/ijpeds.v12.i2.pp822-831.
F. N. Abdullah, G. A. Aziz, S. W. Shneen, “Simulation Model of Servo Motor by Using Matlab,” Journal of Robotics and Control (JRC), vol. 3, no. 2, pp. 176-179, 2022, https://doi.org/10.18196/jrc.v3i2.13959.
S. Usha, P. M. Dubey, R. Ramya, M. V. Suganyadevi, “Performance enhancement of BLDC motor using PID controller,” International Journal of Power Electronics and Drive Systems, vol. 12, no. 3, 2021, https://doi.org/10.11591/ijpeds.v12.i3.pp1335-1344.
G. Boukhalfa, S. Belkacem, A. Chikhi, S. Benaggoune, “Genetic algorithm and particle swarm optimization tuned fuzzy PID controller on direct torque control of dual star induction motor,” Journal of Central South University, vol. 26, no. 7, pp. 1886-1896, 2019, https://doi.org/10.1007/s11771-019-4142-3.
S. W. Shneen, D. H. Shaker, F. N. Abdullah, “Simulation model of PID for DC-DC converter by using MATLAB,” International Journal of Electrical and Computer Engineering, vol. 11, no. 5, p. 3791, 2021, https://doi.org/10.11591/ijece.v11i5.pp3791-3797.
S. W. Shneen, F. N. Abdullah, D. H. Shaker, “Simulativ on model of single phase PWM inverter by using MATLAB/Simulink,” International Journal of Power Electronics and Drive Systems, vol. 12, no. 1, p. 212, 2021, http://doi.org/10.11591/ijpeds.v12.i1.pp212-216.
S. W. Shneen, H. S. Dakheel, Z. B. Abdulla, “Design and implementation of variable and constant load for induction motor,” International Journal of Power Electronics and Drive Systems, vol. 11, no. 2, p. 762, 2020, http://doi.org/10.11591/ijpeds.v11.i2.pp762-773.
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