Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle
In the dynamic landscape of autonomous transport, the integration of intelligent transport systems and embedded control technology is pivotal. While strides have been made in the development of autonomous agents and multi-agent systems, the unique challenges posed by two-wheeled vehicles remain larg...
- Autores:
-
Rodríguez-Rosa, David
Martín-Parra, Andrea
García-Vanegas, Andrés
Moya-Fernández, Francisco
Payo-Gutiérrez, Ismael
Castillo-García, Fernando J.
- Tipo de recurso:
- Article of investigation
- Fecha de publicación:
- 2024
- Institución:
- Universidad de Ibagué
- Repositorio:
- Repositorio Universidad de Ibagué
- Idioma:
- eng
- OAI Identifier:
- oai:repositorio.unibague.edu.co:20.500.12313/5901
- Acceso en línea:
- https://doi.org/10.3390/ technologies12060076
https://hdl.handle.net/20.500.12313/5901
http://mdpi.com/2227-7080/12/6/76
- Palabra clave:
- Vehículo Eléctrico Autónomo - Equilibrio Vertical
Transporte inteligente
Adaptive control
Intelligent transport
Steering front-wheel angle
Two-wheeled single-track vehicle
Vertical balanc
- Rights
- openAccess
- License
- © 2024 by the authors.
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Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle |
| title |
Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle |
| spellingShingle |
Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle Vehículo Eléctrico Autónomo - Equilibrio Vertical Transporte inteligente Adaptive control Intelligent transport Steering front-wheel angle Two-wheeled single-track vehicle Vertical balanc |
| title_short |
Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle |
| title_full |
Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle |
| title_fullStr |
Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle |
| title_full_unstemmed |
Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle |
| title_sort |
Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle |
| dc.creator.fl_str_mv |
Rodríguez-Rosa, David Martín-Parra, Andrea García-Vanegas, Andrés Moya-Fernández, Francisco Payo-Gutiérrez, Ismael Castillo-García, Fernando J. |
| dc.contributor.author.none.fl_str_mv |
Rodríguez-Rosa, David Martín-Parra, Andrea García-Vanegas, Andrés Moya-Fernández, Francisco Payo-Gutiérrez, Ismael Castillo-García, Fernando J. |
| dc.subject.armarc.none.fl_str_mv |
Vehículo Eléctrico Autónomo - Equilibrio Vertical Transporte inteligente |
| topic |
Vehículo Eléctrico Autónomo - Equilibrio Vertical Transporte inteligente Adaptive control Intelligent transport Steering front-wheel angle Two-wheeled single-track vehicle Vertical balanc |
| dc.subject.proposal.eng.fl_str_mv |
Adaptive control Intelligent transport Steering front-wheel angle Two-wheeled single-track vehicle Vertical balanc |
| description |
In the dynamic landscape of autonomous transport, the integration of intelligent transport systems and embedded control technology is pivotal. While strides have been made in the development of autonomous agents and multi-agent systems, the unique challenges posed by two-wheeled vehicles remain largely unaddressed. Dedicated control strategies for these vehicles have yet to be developed. The vertical balance of an autonomous two-wheeled single-track vehicle is a challenge for engineering. This type of vehicle is unstable and its dynamic behaviour changes with the forward velocity. We designed a scheduled-gain proportional–integral controller that adapts its gains to the forward velocity, maintaining the vertical balance of the vehicle by means of the steering front-wheel angle. The control law was tested with a prototype designed by the authors under different scenarios, smooth and uneven floors, maintaining the vertical balance in all cases. |
| publishDate |
2024 |
| dc.date.issued.none.fl_str_mv |
2024-06 |
| dc.date.accessioned.none.fl_str_mv |
2025-11-05T16:47:49Z |
| dc.date.available.none.fl_str_mv |
2025-11-05T16:47:49Z |
| dc.type.none.fl_str_mv |
Artículo de revista |
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http://purl.org/coar/resource_type/c_2df8fbb1 |
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Text |
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info:eu-repo/semantics/article |
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info:eu-repo/semantics/publishedVersion |
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Rodríguez-Rosa, D.; Martín-Parra, A.; García-Vanegas, A.; Moya-Fernández, F.; Payo-Gutiérrez, I.; Castillo-García, F.J. Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle. Technologies 2024, 12, 76. https://doi.org/10.3390/ technologies12060076 |
| dc.identifier.doi.none.fl_str_mv |
https://doi.org/10.3390/ technologies12060076 |
| dc.identifier.issn.none.fl_str_mv |
22277080 |
| dc.identifier.uri.none.fl_str_mv |
https://hdl.handle.net/20.500.12313/5901 |
| dc.identifier.url.none.fl_str_mv |
http://mdpi.com/2227-7080/12/6/76 |
| identifier_str_mv |
Rodríguez-Rosa, D.; Martín-Parra, A.; García-Vanegas, A.; Moya-Fernández, F.; Payo-Gutiérrez, I.; Castillo-García, F.J. Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle. Technologies 2024, 12, 76. https://doi.org/10.3390/ technologies12060076 22277080 |
| url |
https://doi.org/10.3390/ technologies12060076 https://hdl.handle.net/20.500.12313/5901 http://mdpi.com/2227-7080/12/6/76 |
| dc.language.iso.none.fl_str_mv |
eng |
| language |
eng |
| dc.relation.citationissue.none.fl_str_mv |
6 |
| dc.relation.citationvolume.none.fl_str_mv |
12 |
| dc.relation.ispartofjournal.none.fl_str_mv |
Technologies |
| dc.relation.references.none.fl_str_mv |
Xiong, R.; Kim, J.; Shen, W.; Lv, C.; Li, H.; Zhu, X.; Zhao, W.; Gao, B.; Guo, H.; Zhang, C.; et al. Key technologies for electric vehicles. Green Energy Intell. Transp. 2022, l1, 100041 Chen, C.; Xiong, R.; Yang, R.; Li, H. A novel data-driven method for mining battery open-circuit voltage characterization. Green Energy Intell. Transp. 2022, 1, 100001. Shao, L.; Karci, A.E.H.; Tavernini, D.; Sorniotti, A.; Cheng, M. Design approaches and control strategies for energy-efficient electric machines for electric vehicles—A review. IEEE Access 2020, 8, 116900–116913. Medaglia, A.; Wilches-Mogollon, M.; Sarmiento, O.; Montes, F.; Guzman, L.; Sanchez-Silva, M.; Menezes, R.; Hidalgo, D.; Parra, K.; Useche, A.; et al. Towards Intelligent Dynamics of an Active Transport System for Biking. R. Acad. Eng. 2022 Stilo, L.; Segura-Velandia, D.; Lugo, H.; Conway, P.P.; West, A.A. Electric bicycles, next generation low carbon transport systems: A survey. Transp. Res. Interdiscip. Perspect. 2021, 10, 100347. Ma, Y.; Chen, J.; Zhu, X.; Xu, Y. Lateral stability integrated with energy efficiency control for electric vehicles. Mech. Syst. Signal Process. 2019, 127, 1–15 Rodriguez-Rosa, D.; Payo-Gutierrez, I.; Castillo-Garcia, F.J.; Gonzalez-Rodriguez, A.; Perez-Juarez, S. Improving Energy Efficiency of an Autonomous Bicycle with Adaptive Controller Design. Sustainability 2017, 9, 866. Manrique-Escobar, C.A.; Pappalardo, C.M.; Guida, D. On the analytical and computational methodologies for modelling two-wheeled vehicles within the multibody dynamics framework: A systematic literature review. J. Appl. Comput. Mech. 2022, 8, 153–181. Ni, T.; Li, W.; Zhao, D.; Kong, Z. Road profile estimation using a 3D sensor and intelligent vehicle. Sensors 2020, 20, 3676. Wang, D.; Tahmasebi, K.N.; Chen, D. Integrated Control of Steering and Braking for Effective Collision Avoidance with Autonomous Emergency Braking in Automated Driving. In Proceedings of the 2022 30th Mediterranean Conference on Control and Automation (MED), Vouliagmeni, Greece, 28 June–1 July 2022; IEEE: Piscataway, NJ, USA, 2022; pp. 945–950. Tahir, M.N.; Mäenpää, K.; Sukuvaara, T.; Leviäkangas, P. Deployment and analysis of cooperative intelligent transport system pilot service alerts in real environment. IEEE Open J. Intell. Transp. Syst. 2021, 2, 140–148. Vu, V.; Warg, F.; Thorsén, A.; Ursing, S.; Sunnerstam, F.; Holler, J.; Bergenhem, C.; Cosmin, I. Minimal Risk Manoeuvre Strategies for Cooperative and Collaborative Automated Vehicles. In Proceedings of the 2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), Porto, Portugal, 27–30 June 2023; IEEE: Piscataway, NJ, USA, 2023; pp. 116–123. Koenders, E.; Vreeswijk, J. Cooperative infrastructure. In Proceedings of the 2008 IEEE Intelligent Vehicles Symposium, Eindhoven, The Netherlands, 4–6 June 2008; IEEE: Piscataway, NJ, USA, 2008; pp. 721–726. Malizia, F.; Blocken, B. Bicycle aerodynamics: History, state-of-the-art and future perspectives. J. Wind. Eng. Ind. Aerodyn. 2020, 200, 104134 Meijaard, J.; Papadopoulos, J.M.; Ruina, A.; Schwab, A. Supplementary appendices. Linearized dynamics equations for the balance and steer of a bicycle: A benchmark and review. Proc. R. Soc. Ser. 2007. Whipple, F.J. The stability of the motion of a bicycle. Q. J. Pure Appl. Math. 1899, 30, 312–384. Carvallo, E. Théorie du mouvement du monocycle et de la bicyclette. L’Ecole Polytech. 1900. Boussinesq, J. Aperçu sur la théorie de la bicyclette. J. MathÉMatiques Pures AppliquÉEs 1899, 5, 117–136. Rill, G. Sophisticated but quite simple contact calculation for handling tire models. Multibody Syst. Dyn. 2019, 45, 131–153 Schwab, A.L.; Meijaard, J.P. A review on bicycle dynamics and rider control. Veh. Syst. Dyn. 2013, 51, 1059–1090 Carputo, F.; D’Andrea, D.; Risitano, G.; Sakhnevych, A.; Santonocito, D.; Farroni, F. A neural-network-based methodology for the evaluation of the center of gravity of a motorcycle rider. Vehicles 2021, 3, 377–389. Hu, J.; Rakheja, S.; Zhang, Y. Real-time estimation of tire–road friction coefficient based on lateral vehicle dynamics. Proc. Inst. Mech. Eng. Part J. Automob. Eng. 2020, 234, 2444–2457 Manrique-Escobar, C.A.; Pappalardo, C.M.; Guida, D. A multibody system approach for the systematic development of a closed-chain kinematic model for two-wheeled vehicles. Machines 2021, 9, 245. Wang, J.J. Simulation studies of inverted pendulum based on PID controllers. Simul. Model. Pract. Theory 2011, 19, 440–449. Dang, Q.V.; Allouche, B.; Vermeiren, L.; Dequidt, A.; Dambrine, M. Design and implementation of a robust fuzzy controller for a rotary inverted pendulum using the Takagi-Sugeno descriptor representation. In Proceedings of the 2014 IEEE Symposium on Computational Intelligence in Control and Automation (CICA), Orlando, FL, USA, 9–12 December 2014; IEEE: Piscataway, NJ, USA, 2014; pp. 1–6 Wei, E.; Li, T.; Li, J.; Hu, Y.; Li, Q. Neural network-based adaptive dynamic surface control for inverted pendulum system. In Foundations and Practical Applications of Cognitive Systems and Information Processing; Springer: Berlin/Heidelberg, Germany, 2014; pp. 695–704 Gupta, N.K.; Ambikapathy, A. Self-Balancing Bicycle using Reaction Wheel. Int. J. Eng. Sci. 2019, 21405, 21402–21407. Zheng, X.; Zhu, X.; Chen, Z.; Sun, Y.; Liang, B.; Wang, T. Dynamic modeling of an unmanned motorcycle and combined balance control with both steering and double CMGs. Mech. Mach. Theory 2022, 169, 104643 Yang, C.; Murakami, T. Full-speed range self-balancing electric motorcycles without the handlebar. IEEE Trans. Ind. Electron. 2015, 63, 1911–1922. Yamakita, M.; Utano, A.; Sekiguchi, K. Experimental study of automatic control of bicycle with balancer. In Proceedings of the 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems, Beijing, China, 9–15 October 2006; IEEE: Piscataway, NJ, USA, 2006; pp. 5606–5611 Keo, L.; Yamakita, M. Controlling balancer and steering for bicycle stabilization. In Proceedings of the 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems, St. Louis, MO, USA, 10–15 October 2009; IEEE: Piscataway, NJ, USA, 2009; pp. 4541–4546. Keo, L.; Yoshino, K.; Kawaguchi, M.; Yamakita, M. Experimental results for stabilizing of a bicycle with a flywheel balancer. In Proceedings of the 2011 IEEE International Conference on Robotics and Automation, Shanghai, China, 9–13 May 2011; IEEE: Piscataway, NJ, USA, 2011; pp. 6150–6155. Kawaguchi, M.; Yamakita, M. Stabilizing of bike robot with variable configured balancer. In Proceedings of the SICE Annual Conference 2011, Tokyo, Japan, 13–18 September 2011; IEEE: Piscataway, NJ, USA, 2011; pp. 1057–1062. Yeh, T.J.; Lu, H.; Tseng, P. Balancing Control of a Self-driving Bicycle. In Proceedings of the 16th International Conference on Informatics in Control, Automation and Robotics, Prague, Czech Republic, 29–31 July 2019; Volume 2, pp. 34–41 Limebeer, D.J.; Sharp, R.S. Bicycles, motorcycles, and models. IEEE Control. Syst. 2006, 26, 34–61 Anjumol, M.; Jisha, V. Optimal stabilization and straight line tracking of an electric bicycle. In Proceedings of the 2014 International Conference on Power Signals Control and Computations (EPSCICON), Thrissur, India, 6–11 January 2014; IEEE: Piscataway, NJ, USA, 2014; pp. 1–6. Yuan, J.; Chen, H.; Sun, F.; Huang, Y. Trajectory planning and tracking control for autonomous bicycle robot. Nonlinear Dyn. 2014, 78, 421–431 Yuan, J.; Zhang, J.; Ding, S. Pseudospectral motion planning for autonomous bicycles. In Proceedings of the 2015 IEEE International Conference on Advanced Intelligent Mechatronics (AIM), Busan, Republic of Korea, 7–11 July 2015; IEEE: Piscataway, NJ, USA, 2015; pp. 482–487. Zhuang, W.; Zhang, R.; Su, X.; Huang, Y. Research on the Lateral Balance Control of a Bicycle Robot. In Proceedings of the 2019 International Conference on Robotics, Intelligent Control and Artificial Intelligence, Beijing, China, 19–22 April 2019; pp. 744–750. Hatano, R.; Tani, T.; Iwase, M. Stability analysis and autonomous stabilization control of a bicycle based on a three-dimensional detailed physical model. In Proceedings of the IECON 2016-42nd Annual Conference of the IEEE Industrial Electronics Society, Florence, Italy, 23–26 October 2016; IEEE: Piscataway, NJ, USA, 2016; pp. 324–329. Tanaka, Y.; Murakami, T. A study on straight-line tracking and posture control in electric bicycle. IEEE Trans. Ind. Electron. 2008, 56, 159–168. Defoort, M.; Murakami, T. Sliding-mode control scheme for an intelligent bicycle. IEEE Trans. Ind. Electron. 2009, 56, 3357–3368. Yamaguchi, T.; Shibata, T.; Murakami, T. Self-sustaining approach of electric bicycle by acceleration control based backstepping. In Proceedings of the IECON 2007-33rd Annual Conference of the IEEE Industrial Electronics Society, Taipei, Taiwan, 5–8 November 2007; IEEE: Piscataway, NJ, USA, 2007; pp. 2610–2614. Defoort, M.; Murakami, T. Second order sliding mode control with disturbance observer for bicycle stabilization. In Proceedings of the 2008 IEEE/RSJ International Conference on Intelligent Robots and Systems, Nice, France, 22–26 September 2008; IEEE: Piscataway, NJ, USA, 2008; pp. 2822–2827 Rodriguez-Rosa, D.; Payo-Gutierrez, I.; Gonzalez-Lucena, I.; Gonzalez-Rodriguez, A.; Castillo-Garcia, F.J.; Gonzalez-Rodriguez, A. Controlador proporcional-integral adaptativo para el ahorro energético en bicicletas autónomas. DYNA 2014, 89, 656–664. Hashemnia, S.; Shariat Panahi, M.; Mahjoob, M.J. Unmanned bicycle balancing via Lyapunov rule-based fuzzy control. Multibody Syst. Dyn. 2014, 31, 147–168. Dao, T.K.; Chen, C.K. Sliding-mode control for the roll-angle tracking of an unmanned bicycle. Veh. Syst. Dyn. 2011, 49, 915–930. Keo, L.; Masaki, Y. Trajectory control for an autonomous bicycle with balancer. In Proceedings of the 2008 IEEE/ASME International Conference on Advanced Intelligent Mechatronics, Xi’an, China, 2–5 July 2008; IEEE: Piscataway, NJ, USA, 2008; pp. 676–681. Getz, N.H.; Marsden, J.E. Control for an autonomous bicycle. In Proceedings of the 1995 IEEE International Conference on Robotics and Automation, Nagoya, Aichi, Japan, 21–27 May 1995; IEEE: Piscataway, NJ, USA, 1995; Volume 2, pp. 1397–1402. Baquero-Suárez, M.; Cortés-Romero, J.; Arcos-Legarda, J.; Coral-Enriquez, H. A robust two-stage active disturbance rejection control for the stabilization of a riderless bicycle. Multibody Syst. Dyn. 2019, 45, 7–35 Xiong, C.; Huang, Z.; Gu, W.; Pan, Q.; Liu, Y.; Li, X.; Wang, E. Static balancing of robotic bicycle through nonlinear modeling and control. In Proceedings of the 2018 3rd International Conference on Robotics and Automation Engineering (ICRAE), Guangzhou, China, 17–19 November 2018; IEEE: Piscataway, NJ, USA, 2018; pp. 24–28 Tanaka, Y.; Murakami, T. Self sustaining bicycle robot with steering controller. In Proceedings of the 8th IEEE International Workshop on Advanced Motion Control, 2004. AMC’04, Kawasaki, Japan, 25–28 March 2004; IEEE: Piscataway, NJ, USA, 2004; pp. 193–197 Li, C.; Xie, Y.F.; Wang, G.; Zeng, X.F.; Jing, H. Lateral stability regulation of intelligent electric vehicle based on model predictive control. J. Intell. Connect. Veh. 2021, 4, 104–114. Wen, G.; Sjöberg, J. Lateral control of a self-driving bike. In Proceedings of the 2022 IEEE International Conference on Vehicular Electronics and Safety (ICVES), Bogota, Colombia, 14–16 November 2022; IEEE: Piscataway, NJ, USA, 2022; pp. 1–6 Chu, T.; Chen, C. Modelling and model predictive control for a bicycle-rider system. Veh. Syst. Dyn. 2018, 56, 128–149. Coppola, A.; Lui, D.G.; Petrillo, A.; Santini, S. Eco-driving control architecture for platoons of uncertain heterogeneous nonlinear connected autonomous electric vehicles. IEEE Trans. Intell. Transp. Syst. 2022, 23, 24220–24234. |
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Rodríguez-Rosa, David09e0339e-f51f-4f6b-9928-5f716681e474-1Martín-Parra, Andrea13d8d566-d129-4a36-a661-08812beaf08f-1García-Vanegas, Andrés55e6add1-6289-451d-b876-6075af306d1d-1Moya-Fernández, Francisco3a00e092-a4a4-421e-8d1a-14199bfbe0e1-1Payo-Gutiérrez, Ismaelc598ace1-4c6a-43f4-bb74-607fe04d57b5-1Castillo-García, Fernando J.87dace97-7b6e-42e7-8db7-b73f0013bd07-12025-11-05T16:47:49Z2025-11-05T16:47:49Z2024-06In the dynamic landscape of autonomous transport, the integration of intelligent transport systems and embedded control technology is pivotal. While strides have been made in the development of autonomous agents and multi-agent systems, the unique challenges posed by two-wheeled vehicles remain largely unaddressed. Dedicated control strategies for these vehicles have yet to be developed. The vertical balance of an autonomous two-wheeled single-track vehicle is a challenge for engineering. This type of vehicle is unstable and its dynamic behaviour changes with the forward velocity. We designed a scheduled-gain proportional–integral controller that adapts its gains to the forward velocity, maintaining the vertical balance of the vehicle by means of the steering front-wheel angle. The control law was tested with a prototype designed by the authors under different scenarios, smooth and uneven floors, maintaining the vertical balance in all cases.application/pdfRodríguez-Rosa, D.; Martín-Parra, A.; García-Vanegas, A.; Moya-Fernández, F.; Payo-Gutiérrez, I.; Castillo-García, F.J. Vertical Balance of an Autonomous Two-Wheeled Single-Track Electric Vehicle. Technologies 2024, 12, 76. https://doi.org/10.3390/ technologies12060076https://doi.org/10.3390/ technologies1206007622277080https://hdl.handle.net/20.500.12313/5901http://mdpi.com/2227-7080/12/6/76engMultidisciplinary Digital Publishing Institute (MDPI)Suiza612TechnologiesXiong, R.; Kim, J.; Shen, W.; Lv, C.; Li, H.; Zhu, X.; Zhao, W.; Gao, B.; Guo, H.; Zhang, C.; et al. Key technologies for electric vehicles. Green Energy Intell. Transp. 2022, l1, 100041Chen, C.; Xiong, R.; Yang, R.; Li, H. A novel data-driven method for mining battery open-circuit voltage characterization. Green Energy Intell. Transp. 2022, 1, 100001.Shao, L.; Karci, A.E.H.; Tavernini, D.; Sorniotti, A.; Cheng, M. Design approaches and control strategies for energy-efficient electric machines for electric vehicles—A review. IEEE Access 2020, 8, 116900–116913.Medaglia, A.; Wilches-Mogollon, M.; Sarmiento, O.; Montes, F.; Guzman, L.; Sanchez-Silva, M.; Menezes, R.; Hidalgo, D.; Parra, K.; Useche, A.; et al. Towards Intelligent Dynamics of an Active Transport System for Biking. R. Acad. Eng. 2022Stilo, L.; Segura-Velandia, D.; Lugo, H.; Conway, P.P.; West, A.A. Electric bicycles, next generation low carbon transport systems: A survey. Transp. Res. Interdiscip. Perspect. 2021, 10, 100347.Ma, Y.; Chen, J.; Zhu, X.; Xu, Y. Lateral stability integrated with energy efficiency control for electric vehicles. Mech. Syst. Signal Process. 2019, 127, 1–15Rodriguez-Rosa, D.; Payo-Gutierrez, I.; Castillo-Garcia, F.J.; Gonzalez-Rodriguez, A.; Perez-Juarez, S. Improving Energy Efficiency of an Autonomous Bicycle with Adaptive Controller Design. Sustainability 2017, 9, 866.Manrique-Escobar, C.A.; Pappalardo, C.M.; Guida, D. On the analytical and computational methodologies for modelling two-wheeled vehicles within the multibody dynamics framework: A systematic literature review. J. Appl. Comput. Mech. 2022, 8, 153–181.Ni, T.; Li, W.; Zhao, D.; Kong, Z. Road profile estimation using a 3D sensor and intelligent vehicle. Sensors 2020, 20, 3676.Wang, D.; Tahmasebi, K.N.; Chen, D. Integrated Control of Steering and Braking for Effective Collision Avoidance with Autonomous Emergency Braking in Automated Driving. In Proceedings of the 2022 30th Mediterranean Conference on Control and Automation (MED), Vouliagmeni, Greece, 28 June–1 July 2022; IEEE: Piscataway, NJ, USA, 2022; pp. 945–950.Tahir, M.N.; Mäenpää, K.; Sukuvaara, T.; Leviäkangas, P. Deployment and analysis of cooperative intelligent transport system pilot service alerts in real environment. IEEE Open J. Intell. Transp. Syst. 2021, 2, 140–148.Vu, V.; Warg, F.; Thorsén, A.; Ursing, S.; Sunnerstam, F.; Holler, J.; Bergenhem, C.; Cosmin, I. Minimal Risk Manoeuvre Strategies for Cooperative and Collaborative Automated Vehicles. In Proceedings of the 2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), Porto, Portugal, 27–30 June 2023; IEEE: Piscataway, NJ, USA, 2023; pp. 116–123.Koenders, E.; Vreeswijk, J. Cooperative infrastructure. In Proceedings of the 2008 IEEE Intelligent Vehicles Symposium, Eindhoven, The Netherlands, 4–6 June 2008; IEEE: Piscataway, NJ, USA, 2008; pp. 721–726.Malizia, F.; Blocken, B. Bicycle aerodynamics: History, state-of-the-art and future perspectives. J. Wind. Eng. Ind. Aerodyn. 2020, 200, 104134Meijaard, J.; Papadopoulos, J.M.; Ruina, A.; Schwab, A. Supplementary appendices. Linearized dynamics equations for the balance and steer of a bicycle: A benchmark and review. Proc. R. Soc. Ser. 2007.Whipple, F.J. The stability of the motion of a bicycle. Q. J. Pure Appl. Math. 1899, 30, 312–384.Carvallo, E. Théorie du mouvement du monocycle et de la bicyclette. L’Ecole Polytech. 1900.Boussinesq, J. 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