A Survey of Traction Control and Antilock Braking Systems of Full Electric Vehicles with Individually Controlled Electric Motors

IEEE Transactions on Vehicular Technology

Volumn 64, Issue 9, 2015, Pages 3878-3896

  Ivanov, Valentin ^a   Savitski, Dzmitry ^a   Shyrokau, Barys ^b  

^a ILMENAU UNIVERSITY OF TECHNOLOGY   (Germany)

^b DELFT UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

Anti lock braking system; electric vehicle; traction control; wheel slip

Indexed keywords

AMPHIBIOUS VEHICLES; ANTI-LOCK BRAKING SYSTEMS; BRAKING; ELECTRIC MOTORS; ELECTRIC TRACTION; ELECTRIC VEHICLES; GROUND VEHICLES; TRACTION (FRICTION); TRACTION CONTROL; TRACTION MOTORS; VEHICLE WHEELS; VEHICLES; WHEELS;

ANTI-LOCK BRAKING SYSTEMS (ABS); CONTROL METHODS; STATE-OF-THE-ART TECHNOLOGY; WHEEL SLIP CONTROL; WHEEL SLIPS;

ELECTRIC MACHINE CONTROL;

EID: 84942279094     PISSN: 00189545     EISSN: None     Source Type: Journal    
DOI: 10.1109/TVT.2014.2361860     Document Type: Article

References (89)

1. M. Burckhardt, Fahrwerktechnik: Radschlupf-Regelsysteme Chassis Engineering: Wheel Slip Control Systems.. Wurzburg, Germany: Vogel, 1993.
2. A. G. Ulsoy, H. Peng, and M. Cakmakci, Automotive Control Systems. Cambridge, U.K.: Cambridge Univ. Press, 2012.
3. Automotive Stability Enhancement Systems, J2564 SAE Int. Std., Jun. 7, 2004.
4. ECE/TRANS/WP.29/2007/106, Proposal for the 11 series of amendments to Regulation no. 13 (Braking), 2007.
5. D. A. Crolla and D. Cao"The impact of hybrid and electric powertrains on vehicle dynamics, control systems and energy regeneration"Veh. Syst. Dyn., Int. J. Veh. Mech. Mobility, vol. 50, suppl. 1, pp. 95-109, 2012.
6. M. Kamachi, K. Walters, and H. Yoshida"Improvement of vehicle dynamic performance by means of in-wheel electric motors"Mitsubishi Motors Tech. Rev., no. 18, pp. 106-112, 2006.
7. Y. Itoh, K. Sakai, and Y. Makino"In-wheel motor system"NTN Tech. Rev., no. 79, pp. 22-28, 2011.
8. A. Watts et al."Integrating In-Wheel Motors into Vehicles-Real-World Experiences"SAE Int. J. Alt. Power, vol. 1, no. 1, pp. 289-307, Apr. 2012.
9. H. Miyazaki, T. Yamamoto, H. Kobayashi, and A. Yokoyama"Dynamic motor control system for enhancing energy efficiency and safety of EVs"Hitachi Rev., vol. 63, no. 2, pp. 85-89, 2014.
10. S. Murata"Innovation by in-wheel-motor drive unit"Veh. Syst. Dyn. , Int. J. Veh. Mech. Mobility, vol. 50, no. 6, pp. 807-830, 2012.
11. D. Akaho, M. Nakatsu, E. Katsuyama, K. Takakuwa, and K. Yoshizue"Development of vehicle dynamics control system for in-wheel-motor vehicle"in Proc. JSAE Annu. Congr. Spring, Yokohama, Japan, 2010, pp. 1-6.
12. G. Freitag, M. Gerlich, D. Bergmann, G. Pais, and B. Fischer"Replacement of the friction brake by a wheel hub drive"in Proc. 3rd Int. Munich Chassis Symp. Chassi Tech. Plus, Munich, Germany, 2012, pp. 619-644.
13. G. Freitag, M. Klopzig, K. Schleicher, M. Wilke, and M. Schramm"High-performance and highly efficient electric wheel hub drive in automotive design"in Proc. 3rd Int. EDPC, Nuremberg, Germany, 2013, pp. 1-7.
14. T. Yoshimura, H. Uchida, H. Nasu, and J. Hino"Traction force control of an electric vehicle using fuzzy reasoning"Trans. Japan Soc. Mech. Eng. Series C, vol. 62, no. 600, pp. 3139-3144, 1996, Nippon Kikai Gakkai Ronbunshu.
15. T. Yoshimura, H. Uchida, H. Nasu, J. Hino, and R. Ueno"Traction force control of an electric vehicle in 2WS-4WD using fuzzy reasoning"Int. J. Veh. Des., vol. 18, no. 5, pp. 442-454, May 1997.
16. Y. Hori, Y.Toyoda, and Y. Tsuruoka"Traction control of electric vehicle: Basic experimental results using the test EV 'UOT electric march'"IEEE Trans. Ind. Appl., vol. 34, no. 5, pp. 1131-1138, Aug. 2002.
17. R. Pusca, Y. Ait-Amirat, A. Berthon, and J. M. Kauffmann"Modeling and simulation of a traction control algorithm for an electric vehicle with four separate wheel drives"in Proc. IEEE 56th VTC, Vancouver, BC, Canada, Sep. 24-28, 2002, pp. 1671-1675.
18. J. Wang, Q. Wang, L. Jin, and C. Song"Independent wheel torque control of 4WD electric vehicle for differential drive assisted steering"Mechatronics, vol. 21, no. 1, pp. 63-76, Feb. 2011.
19. J.-S. Hu, Y.-R. Huang, and F.-R. Hu"Development of traction control for front-wheel drive in-wheel motor electric vehicles"Int. J. Electr. Hybrid Veh., vol. 4, no. 4, pp. 344-358, 2012.
20. T.Weiskircher and S. Muller"Control performance of a road vehicle with four independent single-wheel electric motors and steer-by-wire system"Veh. Syst. Dyn., vol. 50, no. suppl. 1, pp. 53-69, 2012.
21. Y.-P. Yang and C.-P. Lo"Current distribution control of dual driven wheel motors for electric vehicles"Control Eng. Practice, vol. 16, no. 11, pp. 1285-1292, Nov. 2008.
22. W. Sung, J. Shin, and Y.-S. Jeong"Energy-efficient and robust control for high-performance induction motor drive with an application in electric vehicles"IEEE Trans. Veh. Technol., vol. 61, no. 8, pp. 3394-3405, Aug. 2012.
23. T.-C. Jeong et al."Current harmonics loss analysis of 150-kW traction interior permanent magnet synchronous motor through co-analysis of d-q axis current control and finite element method"IEEE Trans. Magn., vol. 49, no. 5, pp. 2343-2346, May 2013.
24. N. Mutoh, T. Kazama, and K. Takita"Driving characteristics of an electric vehicle system with independently driven front and rear wheels"IEEE Trans. Ind. Electron., vol. 53, no. 3, pp. 803-813, Jun. 2006.
25. Z. Guangcai, L. Yugong, L. Keqiang, and L. Xiaomin"Slip ratio control of independent AWD EV based on fuzzy DSMC"in Proc. IEEE Int. Conf. Veh. Electron. Safety, Beijing, China, Dec. 13-15, 2007, pp. 1-6.
26. B. Subudhi and S. S. Ge"Sliding-mode-observer-based adaptive slip ratio control for electric vehicles and hybrid vehicles"IEEE Trans. Intell. Transp. Syst., vol. 13, no. 4, pp. 1617-1626, May 2012.
27. W.Wang, L. Yuan,W. Zhang, and H. Zou"Development and validation of the controller of vehicular ASR system via braking intervention"in Proc. Int. Conf. CMCE, Changchun, China, Aug. 24-26, 2010, pp. 277-282.
28. H.-Z. Li et al."PID plus fuzzy logic method for torque control in traction control system"Int. J. Autom. Technol., vol. 13, no. 3, pp. 441-450, Apr. 2012.
29. G. Vasiljevic, K. Griparic, and S. Bogdan"Experimental testing of a traction control system with on-line road condition estimation for electric vehicles"in Proc. 21st MED, Platanias-Chania, Greece, Jun. 25-28, 2013, pp. 296-302.
30. W. Liu, H. He, and J. Peng"Driving control research for longitudinal dynamics of electric vehicles with independently driven front and rear wheels"Math. Problems Eng., vol. 2013, pp. 1-17, 2013, Art. ID. 408965.
31. G. Xu, K. Xu, and W. Li"Novel estimation of tyre-road friction coefficient and slip ratio using electrical parameters of traction motor for electric vehicles"Int. J. Veh. Auton. Syst., vol. 11, no. 2-3, pp. 261-278, 2013.
32. G. A. Magallan, C. H. De Angelo, and G. O. Garcia"Maximization of the traction forces in a 2WD electric vehicle"IEEE Trans. Veh. Technol., vol. 60, no. 2, pp. 369-380, Nov. 2011.
33. G. Gotting and R.W. De Doncker"Active drive control of electric vehicles using a modal state observer"in Proc. 35th Annu. IEEE Power Electron. Spec. Conf., Aachen, Germany, Jun. 20-25, 2004, pp. 4585-4590.
34. J. M. Rodriguez, R. Meneses, and J. Orus"Active vibration control for electric vehicle compliant drivetrains"in Proc. IEEE IECON/IECON Ind. Electron. Soc., Vienna, Austria, Nov. 10-13, 2013, pp. 2590-2595.
35. T. Akiba, R. Shirato, T. Fujita, and J. Tamura"A study of novel traction control method for electric motor driven vehicle"in Proc. PCC, Nagoya, Japan, 2007, pp. 699-704.
36. T. Kawabe"Slip suppression of electric vehicles using model predictive PID controller"Int. J. World Academy Sci., Eng. Technol., vol. 67, pp. 524-529, Jul. 2012.
37. M. Kato"Proposal of anti-slip control method for electric vehicles with adaptive torque limiter"in Proc. JSAE Annu. Congr. Spring, Yokohama, Japan, 2013, pp. 1-4.
38. J. Deur, D. Pavkovic, G. Burgio, and D. Hrovat"A model-based traction control strategy non-reliant on wheel slip information"Veh. Syst. Dyn., vol. 49, no. 8, pp. 1245-1265, 2011.
39. V. Delli Colli, G. Tomassi, and M. Scarano"Single Wheel longitudinal traction control for electric vehicles"IEEE Trans. Power Electron., vol. 21, no. 3, pp. 799-808, May 2006.
40. M. S. Geamanu, H. Mounier, S. Niculescu, A. Cela, and G. LeSolliec"Longitudinal control for an all-electric vehicle"in Proc. IEEE IEVC, Greenville, SC, USA, 2012, pp. 1-6.
41. M. S. Geamanu, A. Cela, G. LeSolliec, H. Mounier, and S. I. Niculescu"Maximum friction estimation and longitudinal control for a full in-wheel electric motor vehicle"in Proc. 12th ICCAS, Jeju Island, Korea, 2012, pp. 856-861.
42. P. Khatun, C. M. Bingham, N. Schofield, and P. H. Mellor"Application of fuzzy control algorithms for electric vehicle antilock braking/traction control systems"IEEE Trans. Veh. Technol., vol. 52, no. 5, pp. 1356-1364, Sep. 2003.
43. K. Maeda, H. Fujimoto, and Y. Hori"Four-wheel driving-force distribution method for instantaneous or split slippery roads for electric vehicle with in-wheel motors"in Proc. 12th IEEE Int. Workshop AMC, Sarajevo, Bosnia and Herzegovina, 2012, pp. 1-6.
44. K. Maeda, H. Fujimoto, and Y. Hori"Four-wheel driving-force distribution method based on driving stiffness and slip ratio estimation for electric vehicle with in-wheel motors"in Proc. IEEE VPPC, Seoul, Korea, 2012, pp. 1286-1291.
45. H. Chen, J. Yang, Z. Du, and W. Wang"Adhesion control method based on fuzzy logic control for four-wheel driven electric vehicles"presented at the SAE Tech. Paper Series, 2010, paper 2010-01-0109.
46. H. Chen, Z. Du, G. Zhuo, J. Zuo, and Z. Yu"A study on anti-slip control of electric vehicle with in-wheel-motor"in Proc. 31st FISITA World Autom. Congr., Yokohama, Japan, 2006, pp. 1-11.
47. D. Yin and Y. Hori"A new approach to traction control of EV based on maximum effective torque estimation"in Proc. IEEE IECON/IECON 34th Annu. Conf., Orlando, FL, USA, 2008, pp. 2764-2769.
48. D. Yin, S. Oh, and Y. Hori"A novel traction control for EV based on maximum transmissible torque estimation"IEEE Trans. Ind. Electron., vol. 56, no. 6, pp. 2086-2094, Mar. 2009.
49. J. S. Hu, D. Yin, and Y. Hori"Fault-tolerant traction control of electric vehicles"Control Eng. Practice, vol. 19, no. 2, pp. 204-213, Feb. 2011.
50. J. S. Hu, D. Yin, Y. Hori, and F. R. Hu"Electric vehicle traction control: A new MTTE Methodology"IEEE Ind. Appl. Mag., vol. 18, no. 2, pp. 23-31, Dec. 2011.
51. K. Fujii and H. Fujimoto"Traction control based on slip ratio estimation without detecting vehicle speed for electric vehicle"in Proc. PCC, Nagoya, Japan, 2007, pp. 688-693.
52. H. Fujimoto, K. Fujii, and N. Takahashi"Motion control and road condition estimation for electric vehicle"in Proc. 22nd Int. Battery, Hybrid Fuel Cell Electr. Veh. Symp. Expo., Yokohama, Japan, 2006, pp. 1806-1817.
53. L. Li, S. Kodama, and Y. Hori"Back-EMF-based slip prevention controller for EV simulated by DC motor system"in Proc. 23rd Chin. Control Conf., Shanghai, China, 2004, pp. 1-5.
54. X. Liu, L. Li, Y. Hori, T. Akiba, and R. Shirato"Optimal traction control for EV utilizing fast torque response of electric motor"in Proc. IEEE IECON/IECON 31st Annu. Conf., Raleigh, NC, USA, 2005, pp. 1-6.
55. R. de Castro, R. E. Araujo, M. Tanelli, S. M. Savaresi, and D. Freitas"Torque blending and wheel slip control in EVs with in-wheel motors"Veh. Syst. Dyn. , Int. J. Veh. Mech. Mobility, vol. 50, suppl. 1, pp. 71-94, Jan. 2012.
56. R. de Castro, R. E. Araujo, and D. Freitas"Wheel slip control of EVs based on sliding mode technique with conditional integrators"IEEE Trans. Ind. Electron., vol. 60, no. 8, pp. 3256-3271, Aug. 2013.
57. F. Bottiglione, A. Sorniotti, and A. Shead"The effect of half-shaft torsion dynamics on the performance of a traction control system for electric vehicles"in Proc. IMechE Part D, J. Autom. Eng., 2012, vol. 226, no. 9, pp. 1145-1159.
58. C. K. Maini, P. Ramaraju, S. Veerabetappa Munirangiah, B. Paul, and S. A. Hameed"Antilock braking for vehicles"Patent publication WO 2010/049945 A1, 2010.
59. S. Murata"Vehicle behavior control device, vehicle behavior control method"U.S. Patent 20 100 292 882, Nov. 18, 2010.
60. P. Khatun, C. Bingham, and P. Mellor"Comparison of control methods for electric vehicle antilock braking/traction control systems"presented at the SAE Tech. Paper Series, 2001, Paper no. 2001-01-0596.
61. J. Zhang, D. Kong, L. Chen, and X. Chen"Optimization of control strategy for regenerative braking of an electrified bus equipped with an anti-lock braking system"in Proc. IMechE Part D, J. Autom. Eng., 2012, vol. 226, no. 4, pp. 494-506.
62. Y. Zhou, S. Li, Z. Fang, and Q. Zhou"Control strategy for ABS of EV with independently controlled four in-wheel motors"in Proc. 4th IEEE Conf. ICIEA, Xi'an, China, May 25-27, 2009, pp. 2471-2476.
63. F. Tian andM. Voskuijl"Knowledge based engineering to support electric and electronic system design and automatic control software development"in Proc. AIAA/IEEE 32nd Dig. Avionics Syst. Conf., East Syracuse, NY, USA, Oct. 06-10, 2013, pp. 7A4-1-7A4-9.
64. B. Shyrokau, D. Wang, D. Savitski, and V. Ivanov"Vehicle dynamics control with energy recuperation based on control allocation for independent wheel motors and brake system"Int. J. Powertrains, vol. 2, no. 2/3, pp. 153-181, Jan. 2013.
65. H. Ha, J. Kim, and J. Lee"VDC of in-wheel EV simulation based on precise wheel torque control"Intell. Robot. Appl., vol. 8102, Lecture Notes in Computer Science, pp. 45-55, 2013 (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics).
66. M. Ellims, H. E. Monkhouse, D. Harty, and T. Gade"Using vehicle simulation to investigate controllability"SAE Int. J. Alternative Powertrains, vol. 2, no. 1, pp. 18-36, May 2013.
67. N. Mutoh and Y. Nakano"Dynamics of front-and-rear-wheelindependent-drive-type electric vehicles at the time of failure"IEEE Trans. Ind. Electron., vol. 59, no. 3, pp. 1488-1499, Mar. 2012.
68. M. Rosenberger, R. Uhlig, T. Koch, and M. Lienkamp"Combining regenerative braking and anti-lock braking for enhanced braking performance and efficiency"presented at the SAE Tech. Paper Series, 2012, Paper no. 2012-01-0234.
69. U. Kiencke and L. Nielsen, Automotive Control Systems: For Engine, Driveline, Vehicle. Berlin, Germany: Springer-Verlag, 2005.
70. S. M. Savaresi and M. Tanelli, Active Braking Control Systems Design for Vehicles. London, U.K.: Springer-Verlag, 2010.
71. Bosch Automotive Handbook., 8th ed. Warrendale, PA, USA: SAE, 2011.
72. W. Pasillas-Lepine"Hybrid modeling and limit cycle analysis for a class of five-phase anti-lock brake algorithms"Veh. Syst. Dyn., vol. 44, no. 2, pp. 173-188, 2006.
73. M. Tanelli, G. Osorio, M. di Bernardo, S. M. Savaresi, and A. Astolfi"Limit cycles analysis in hybrid anti-lock braking systems"in Proc. 46th IEEE Conf. Decision Control, New Orleans, LA, USA, Dec. 12-14, 2007, pp. 3865-3870.
74. E. de Vries, A. Fehn, and D. Rixen"Flatness-based model inverse for feed-forward braking control"Veh. Syst. Dyn., vol. 48, suppl. 1, pp. 353-372, 2010.
75. F. Sun, K. Lolenko, and J. Rudolph"Nonlinear observer design for state estimation during antilock braking"in Proc. IMechE Part I, J. Syst. Control Eng., 2014, vol. 228, no. 2, pp. 78-86.
76. T. A. Johansen, I. Petersen, J. Kalkkuhl, and J. Ludemann"Gainscheduled wheel slip control in automotive brake systems"IEEE Trans. Control Syst. Technol., vol. 11, no. 6, pp. 799-811, Nov. 2003.
77. M.-H. Hsiao and C.-H. Lin"Antilock braking control of electric vehicles with electric brake"presented at the SAE Tech. Paper Series, 2005, Paper 2005-01-1581.
78. K. Jalali, T. Uchida, J. McPhee, and S. Lambert"Development of a fuzzy slip control system for electric vehicles with in-wheel motors"SAE Int. J. Alt. Power., vol. 1, no. 1, pp. 46-64, Apr. 2012.
79. H. Zhu, Z. Yu, L. Xiong, and H. Zheng"An anti-lock braking control strategy for 4WD electric vehicle based on variable structure control"presented at the SAE Tech. Paper Series, 2013, Paper 2013-01-0717.
80. S.-I. Sakai and Y. Hori"Advantage of electric motor for anti skid control of electric vehicle"Eur. Power Electron. Drives J., vol. 11, no. 4, pp. 26-32, 2001.
81. J. L. Zhang, C. L. Yin, and J. W. Zhang"Improvement of drivability and fuel economy with a hybrid antiskid braking system in hybrid electric vehicles"Int. J. Autom. Technol., vol. 11, no. 2, pp. 205-213, Apr. 2010.
82. C. Song, J. Wang, and L. Jin"Study on the composite ABS control of vehicles with four electric wheels"J. Comput., vol. 6, no. 3, pp. 618-626, Mar. 2011.
83. N. Mutoh"Driving and braking torque distribution methods for front-and rear-wheel-independent drive-type electric vehicles on roads with low friction coefficient"IEEE Trans. Ind. Electron., vol. 59, no. 10, pp. 3919-3933, Feb. 2012.
84. T. K. Bera, K. Bhattacharya, and A. K. Samantaray"Bond graph modelbased evaluation of a sliding mode controller for a combined regenerative and antilock braking system"in Proc. IMechE I, J. Syst. Control Eng., 2012, vol. 226, no. 8, pp. 1060-1076.
85. C. Mi, H. Lin, and Y. Zhang"Iterative learning control of antilock braking of electric and hybrid vehicles"IEEE Trans. Veh. Technol., vol. 54, no. 2, pp. 486-494, Apr. 2005.
86. M. Ringdorfer and M. Horn"Development of a wheel slip actuator controller for electric vehicles using energy recuperation and hydraulic brake control"in Proc. IEEE Int. CCA, Denver, CO, USA, Sep. 28-30, 2011, pp. 313-318.
87. A. Dadashnialehi, A. Bab-Hadiashar, C. Zhenwei, and A. Kapoor"Intelligent sensorless ABS for in-wheel electric vehicles"IEEE Trans. Ind. Electron., vol. 61, no. 4, pp. 1957-1969, Jun. 2014.
88. M. Dhaens"Recuperative braking in electric vehicles: Flemish and European initiatives"in Proc. IQPC 4th Int. Congr. Electr. Veh., Berlin, Germany, 2011, pp. 1-6.
89. V. Ivanov et al."Design and testing of ABS for electric vehicles with individually controlled on-board motor drives"SAE Int. J. Passenger Cars-Mech. Syst., vol. 7, no. 2, pp. 902-913, Aug. 2014.