Real Time Fuzzy Based Speed and Direction Angle Control of an Automated Guided Vehicle
Yıl 2015,
Cilt: 21 Sayı: 2, 59 - 65, 29.04.2015
Abdullah Başçı
,
Adnan Derdiyok
,
Emrah Mercan
Öz
In this paper a fuzzy controller is applied to velocity and direction angle control of a certain type of wheeled mobile robots called Automated Guided Vehicles (AGVs). The velocity and direction angle of the AGV are controlled to keep the vehicle on desired path. A PI controller is also applied to AGV in order to show the robustness of the fuzzy controller. Experimental results prove that the fuzzy controller shows better tracking performance than the PI controller in terms of robustness, smoothness and fast dynamics. Results are also given for sudden disturbance and extra load conditions and satisfied results are obtained.
Kaynakça
- Yamaguchi T, Sato E, Takama Y. “Intelligent Space and Human Centered Robotics”. IEEE Transactions on Industrial Electronics, 50(5), 881–889, 2003.
- Ding D, Cooper R. “Electric-Powered Wheelchairs: A Review of Current Technology and Insight into Future direction”. IEEE Control Systems Magazine, 25(2), 22-34, 2005.
- Palacı´n J, Salse J, Valgano´n I, Clua X. “Building a Mobile Robot for A floor-Cleaning Operation in Domestic Environments”. IEEE Transactions on Instrumentation and Measurements, 53(5), 1418–1424, 2004.
- Lee SY, Yang HW. “Navigation of Automated Guided Vehicles Using Magnet Spot Guidance Method”. Robotics and Computer-Integrated Manufacturing, 28(3), 425-436, 2012. as
- Oh SY, Lee JH, Choi DH. “A New Reinforcement Learning at çı-0.1 h A Following”. IEEE Transactions on Vehicular Technology, 49(3), 997–1005, 2000.
- Lee TC, Tsai CY, Song KT. “Fast Parking Control of Mobile 10 Robots: A Motion Planning Approach with Experimental Validation”. IEEE Transactions on Control Systems Technology, 12(5), 661-676, 2004.
- Colona E, Honga P, Habumuremyia JC. “An Integrated Robotic System for Antipersonnel Mines Detection”. Control Engineering Practice, 10(11), 1283-1291, 2002.
- Siegwart R, Nourbakhsh IR. Introduction to Autonomous Mobile Robot, 1st ed., USA, 2004.
- Das T, Kar IN. “Design and Implementation of an Adaptive Fuzzy Logic-Based Controller for Wheeled Mobile Robots”. IEEE Transactions on Control Systems Technology, 14(3), 501–510, 2006.
- Carelli R, Santos J, Roberti F, Tosetti S. “Direct Visual Tracking Robotics and Autonomous Systems, 54(10), 805-814, 2006. Remote Cellular Robots”.
- Sun S. “Designing Approach on Trajectory-Tracking Control of Mobile Robot”. Robotics Computer-Integrated Manufacturing, 21(1), 81-85, 2005.
- Fierro R, Lewis FL. "Control of a Nonholonomic Mobile Robot: Backstepping Kinematics into Dynamics”. Proceedings of the IEEE Conference on Decision and Control, New Orleans, LA, USA, 13-15 December 1995.
- Ping JZ, Nijmeijer H. “Tracking Control of Mobile Robot: A 33(7), 1393-1399, 1997.
- Backstepping”. Automatic,
- Guo WW, Tang CH, Wang YJ. “Global Trajectory Tracking Control of Mobile Robots”. Acta Automatica Sinica, 27(3), 326-331, 2001.
- Pourboghrat F, Karlsson MP. “Adaptive Control of Dynamic Mobile Robots with Nonholonomic Constraints”. Computers and Electrical Engineering, 28(4), 241-253, 2002.
- Das T,Kar IN. “Design and Implementation of an Adaptive Fuzzy Logic-Based Controller for Wheeled Mobile Robots”. IEEE Transactions on Control Systems Technology, 14(3), 501-510, 2006.
- Martins FN, Celeste WC, Carelli R, Sarcinelli-Filho M,Bastos-Filho T. “An Adaptive Dynamic Controller for Autonomous Mobile Robot Trajectory Tracking”. Control Engineering Practice, 16(11), 1354-1363, 2008.
- Keighobadi J, Mohamadi Y. “Fuzzy Sliding Mode Control of Non-holonomic Wheeled Mobile Robot”. 9th IEEE International Symposium on Applied Machine Intelligence and Informatics, Smolenice, Slovakia, 27-29 January 2011.
- Chen C, Li T, Yeh Y. “EP-Based Kinematic Control and Adaptive Fuzzy Sliding-Mode Dynamic Control for Wheeled 179(1-2), 180-195, 2009. Information Sciences,
- Hwang CL, Chang LJ, Yu YS. “Network-Based Fuzzy Decentralized Sliding-Mode Control for Car-Like Mobile Robots”. IEEE Transactions on Industrial Electronics, 54(1), 574-585, 2007.
- Antonelli G, Chiaverini S, Fusco G. “A Fuzzy-Logic-Based Approach IEEE Transactions on Fuzzy Systems, 15(2), 211-221, 2007. Robot Path Tracking”.
- Başçi A, Derdiyok A. “Real-Time Velocity and Direction Angle Control of an Automated Guided Vehicle”. International Journal of Robotics and Automation, 3(29), 227-233, 2014.
- Başçi A, Mercan E, Derdiyok A. "Otomatik Yönlendirmeli Aracın (OYA) Gerçek Zamanlı Bulanık Mantık Kontrolü". TOK Otomatik Kontrol Ulusal Toplantısı, Malatya, Türkiye, 26-28 Eylül, 2013.
- Hsiao MC, Chen Tsai S, Liu S. “Combined Interval Type-2 Fuzzy Kinematic and Dynamic Controls of the Wheeled Mobile Robot with Adaptive Sliding-Mode Technique”. FUZZ-IEEE 2009, Korea, 20-24 August 2009.
- Sepşlveda R, Castillo O, Melin P, Rodríguez-Díaz A, Montiel O. “Experimental Study of Intelligent Controllers Under Uncertainty Using Type-1 and Type-2 Fuzzy Logic”. Information Sciences, 177(10), 2023-2048, 2007.
- Lin WS, Huang CL, Chuang MK. “Hierarchical Fuzzy Control for Autonomous Navigation of Wheeled Robots”. IEEE Proceedings: Control Theory and Applications, 152(5), 598-606, 2005.
- Ertugrul M, Sabanoviç A, Kaynak O. “Various VSS Techniques on the Control of Automated Guided Vehicles and Autonomous Mobile Robots”. PROJECT Report of CAD/CAM Robotics Dept. TUBITAK Marmara Research Center, Gebze-Kocaeli, Turkey, 1994.
Otomatik Yönlendirmeli Bir Aracın Gövde Hızı ve Gövde Açısının Bulanık Mantık ile Gerçek Zamanlı Kontrolü
Yıl 2015,
Cilt: 21 Sayı: 2, 59 - 65, 29.04.2015
Abdullah Başçı
,
Adnan Derdiyok
,
Emrah Mercan
Öz
Bu çalışmada, Otomatik Yönlendirmeli Aracın (OYA) gövde hızı ve gövde açısı kontrolü gerçek zamanlı olarak bulanık mantık kontrolcü ile gerçekleştirilmiştir. OYA’nın gövde hızı ve gövde açısı denetimi ile aracın iki boyutlu düzlemde istenilen yörüngeyi takip etmesi sağlanmıştır. Ayrıca, bulanık mantık kontrolcünün performansı PI kontrolcü ile mukayese edilmiş ve deneysel sonuçlar bulanık mantık kontrolcünün PI kontrolcüye oranla daha kararlı ve daha uygun kontrol işaretleri ürettiğini ve dinamik değişimlere daha hızlı cevap verdiğini göstermiştir. Kontrolcü performansları ayrıca ani harici bozucu etki ve ekstra yük için incelenmiş ve başarılı sonuçlar elde edilmiştir.
Kaynakça
- Yamaguchi T, Sato E, Takama Y. “Intelligent Space and Human Centered Robotics”. IEEE Transactions on Industrial Electronics, 50(5), 881–889, 2003.
- Ding D, Cooper R. “Electric-Powered Wheelchairs: A Review of Current Technology and Insight into Future direction”. IEEE Control Systems Magazine, 25(2), 22-34, 2005.
- Palacı´n J, Salse J, Valgano´n I, Clua X. “Building a Mobile Robot for A floor-Cleaning Operation in Domestic Environments”. IEEE Transactions on Instrumentation and Measurements, 53(5), 1418–1424, 2004.
- Lee SY, Yang HW. “Navigation of Automated Guided Vehicles Using Magnet Spot Guidance Method”. Robotics and Computer-Integrated Manufacturing, 28(3), 425-436, 2012. as
- Oh SY, Lee JH, Choi DH. “A New Reinforcement Learning at çı-0.1 h A Following”. IEEE Transactions on Vehicular Technology, 49(3), 997–1005, 2000.
- Lee TC, Tsai CY, Song KT. “Fast Parking Control of Mobile 10 Robots: A Motion Planning Approach with Experimental Validation”. IEEE Transactions on Control Systems Technology, 12(5), 661-676, 2004.
- Colona E, Honga P, Habumuremyia JC. “An Integrated Robotic System for Antipersonnel Mines Detection”. Control Engineering Practice, 10(11), 1283-1291, 2002.
- Siegwart R, Nourbakhsh IR. Introduction to Autonomous Mobile Robot, 1st ed., USA, 2004.
- Das T, Kar IN. “Design and Implementation of an Adaptive Fuzzy Logic-Based Controller for Wheeled Mobile Robots”. IEEE Transactions on Control Systems Technology, 14(3), 501–510, 2006.
- Carelli R, Santos J, Roberti F, Tosetti S. “Direct Visual Tracking Robotics and Autonomous Systems, 54(10), 805-814, 2006. Remote Cellular Robots”.
- Sun S. “Designing Approach on Trajectory-Tracking Control of Mobile Robot”. Robotics Computer-Integrated Manufacturing, 21(1), 81-85, 2005.
- Fierro R, Lewis FL. "Control of a Nonholonomic Mobile Robot: Backstepping Kinematics into Dynamics”. Proceedings of the IEEE Conference on Decision and Control, New Orleans, LA, USA, 13-15 December 1995.
- Ping JZ, Nijmeijer H. “Tracking Control of Mobile Robot: A 33(7), 1393-1399, 1997.
- Backstepping”. Automatic,
- Guo WW, Tang CH, Wang YJ. “Global Trajectory Tracking Control of Mobile Robots”. Acta Automatica Sinica, 27(3), 326-331, 2001.
- Pourboghrat F, Karlsson MP. “Adaptive Control of Dynamic Mobile Robots with Nonholonomic Constraints”. Computers and Electrical Engineering, 28(4), 241-253, 2002.
- Das T,Kar IN. “Design and Implementation of an Adaptive Fuzzy Logic-Based Controller for Wheeled Mobile Robots”. IEEE Transactions on Control Systems Technology, 14(3), 501-510, 2006.
- Martins FN, Celeste WC, Carelli R, Sarcinelli-Filho M,Bastos-Filho T. “An Adaptive Dynamic Controller for Autonomous Mobile Robot Trajectory Tracking”. Control Engineering Practice, 16(11), 1354-1363, 2008.
- Keighobadi J, Mohamadi Y. “Fuzzy Sliding Mode Control of Non-holonomic Wheeled Mobile Robot”. 9th IEEE International Symposium on Applied Machine Intelligence and Informatics, Smolenice, Slovakia, 27-29 January 2011.
- Chen C, Li T, Yeh Y. “EP-Based Kinematic Control and Adaptive Fuzzy Sliding-Mode Dynamic Control for Wheeled 179(1-2), 180-195, 2009. Information Sciences,
- Hwang CL, Chang LJ, Yu YS. “Network-Based Fuzzy Decentralized Sliding-Mode Control for Car-Like Mobile Robots”. IEEE Transactions on Industrial Electronics, 54(1), 574-585, 2007.
- Antonelli G, Chiaverini S, Fusco G. “A Fuzzy-Logic-Based Approach IEEE Transactions on Fuzzy Systems, 15(2), 211-221, 2007. Robot Path Tracking”.
- Başçi A, Derdiyok A. “Real-Time Velocity and Direction Angle Control of an Automated Guided Vehicle”. International Journal of Robotics and Automation, 3(29), 227-233, 2014.
- Başçi A, Mercan E, Derdiyok A. "Otomatik Yönlendirmeli Aracın (OYA) Gerçek Zamanlı Bulanık Mantık Kontrolü". TOK Otomatik Kontrol Ulusal Toplantısı, Malatya, Türkiye, 26-28 Eylül, 2013.
- Hsiao MC, Chen Tsai S, Liu S. “Combined Interval Type-2 Fuzzy Kinematic and Dynamic Controls of the Wheeled Mobile Robot with Adaptive Sliding-Mode Technique”. FUZZ-IEEE 2009, Korea, 20-24 August 2009.
- Sepşlveda R, Castillo O, Melin P, Rodríguez-Díaz A, Montiel O. “Experimental Study of Intelligent Controllers Under Uncertainty Using Type-1 and Type-2 Fuzzy Logic”. Information Sciences, 177(10), 2023-2048, 2007.
- Lin WS, Huang CL, Chuang MK. “Hierarchical Fuzzy Control for Autonomous Navigation of Wheeled Robots”. IEEE Proceedings: Control Theory and Applications, 152(5), 598-606, 2005.
- Ertugrul M, Sabanoviç A, Kaynak O. “Various VSS Techniques on the Control of Automated Guided Vehicles and Autonomous Mobile Robots”. PROJECT Report of CAD/CAM Robotics Dept. TUBITAK Marmara Research Center, Gebze-Kocaeli, Turkey, 1994.