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International Journal of Automotive Technology, Vol. ?, No. ?, pp. ?−?(year)                             Copyright © 2000 KSAE

                                                                                                           Serial#Given by KSAE




                         ELECTRO-HYDRAULIC BRAKING SYSTEM
                             FOR AUTONOMOUS VEHICLES

         V. MILANÉS1)*, C. GONZÁLEZ1), J.E. NARANJO2), E. ONIEVA1) and T. DE PEDRO1)
         1)
              Instituto de Automática Industrial (IAI-CSIC), Crta. Campo Real km. 0.200, Madrid 28500, Spain
                 2)
                    Escuela Universitaria de Informática (UPM), Crta. Valencia km. 7, Madrid 28500, Spain

                               (Received date 25 January 2008 ; revised date 8 April 2009)

     ABSTRACT−Reducing the number of traffic accidents is a declared target of most governments. Since dependence
     on driver reaction is the main cause of road accidents, it would be advisable to replace the human factor in some
     driving-related tasks with automated solutions. In order to automate a vehicle it is necessary to control the actuators
     of a car, i.e., the steering wheel, accelerator, and brake. This paper presents the design and implementation of an
     electro-hydraulic braking system consisting of a pump and various valves allowing the control computer to stop the
     car. It is assembled in coexistence with the original circuit for the sake of robustness and to permit the two systems to
     halt the car independently. This system was developed for installation in a commercial Citroën C3 Pluriel of the
     AUTOPIA program. Various tests were carried out of its correct operation, and an experiment showing the
     integration of the system into the longitudinal control of the car is described.

     KEY WORDS: Electro-hydraulic brake, road vehicle control, autonomous systems, safety road, transport systems.



                                                                      Throttle control is necessary for guidance, while
1. INTRODUCTION                                                    brake control is essential in the security functions
                                                                   needed to avoid collisions, including emergency stops
                                                                   (Yi, 2002), “Stop&Go”(Naranjo, 2006), adaptive cruise
   Most road accident victims are not the motor                    control (ACC) (Naranjo, 2006), pedestrian detection (Li,
vehicle's occupants, but pedestrians, motorcyclists,               2006), lane keeping (Wang, 2005), and blind angle
bicyclists, and non-motor vehicle (NMV) occupants                  perception (Collado, 2004).
(World Health Organization, 2004). The main problem                   In order to develop an automatic braking system, one
is the driver's difficulty in reacting quickly to                  has two options: modify the original circuit or design a
unexpected circumstances. To solve this problem, semi-             new system to work in coexistence with the original.
autonomous systems such as antilock or emergency                   The second option allows increased safety since the
braking systems have been developed and tested                     braking system is duplicated.
(Cummings, 2007; Petersen, 2006). Even so, the human                  The system behaviour of brake automation has been
factor continues to play a key role.                               modelled by several authors. Celentano (Celentano,
   Intelligent Transportation Systems (ITS) (Wang,                 2003) proposes a simple but realistic brake system
2005) focus on improving safety and reducing                       model based on a division into four subsystems, taking
transportation times and fuel consumption. One part of             the model's parameters to be those of a Fiat car. Song
ITS is autonomous vehicle guidance. This uses two                  (Song, 2006) adds braking pressure feedback to an
controls. One is lateral control (Naranjo, 2005; Ryu,              antilock braking system (ABS), with simulation results
2007) which is associated with the steering wheel, and             proving that the algorithm is able to recognize road
the other is longitudinal control (Liang, 2003; Gerdes             surface changes. Song (Song, 2004) proposes a new
1997) involving the throttle and brake pedals as                   hybrid electric brake system, with simulation results
actuators.                                                         showing a reduction in stopping distance with less
                                                                   electric power consumption. Liang (Liang, 2003)
* Corresponding author. e-mail: vmilanes@iai.csic.es               significantly reduces the speed and space braking error
V. MILANÉS et al.

during large braking processes. Jung (Jung, 2008) has          brake actuator in parallel in order to generate additional
developed a program to analyze different variables             brake pressure in the pneumatic brake system of a bus,
(pressure, efficiency, and pedal travel) associated with       and Bu (Bu, 2007) developed a pneumatic brake used to
the braking of a vehicle.                                      accurately halt buses in a station.
   In a parallel line of work, different controllers for the         The AUTOPIA project has been working on the
braking system have been developed. Lignon (Lignon,            development of automatic vehicles for over ten years.
2006) uses a robust control in order to eliminate              While the long term goal of achieving an automatic car
friction-induced vibration to obtain stability under all       may be unreachable in the near future, the systems that
operating conditions. Maciuca has designed a non-              have been developed for automatic driving have uses as
smooth controller (Maciuca, 1997) and an adaptive              Advanced Driver Assistance Systems (ADAS). The
controller (Maciuca, 1998) to be applied to the control        present communication describes the implementation of
of brake systems in an automated highway environment.          a new automatic braking system design. It is an electro-
Hong (Hong, 2006) designs a wheel slip controller              hydraulic system consisting of a pump and various
based on the sliding mode control method that is able to       valves allowing the control computer to stop the car. It
control the braking force more precisely, and can be           is assembled in coexistence with the original circuit for
readily adapted to different vehicles. Park (Park, 2006)       the sake of robustness and to permit the two systems to
proposes a different system for the hydraulic brake            halt the car independently. The goal is to have an
system based on a magneto-rheological brake design.            automatic system capable of activating the brake of a
Kang (Kang, 2004) designs an emergency braking                 car by emulating a human driver while not interfering
control system for short distances of cars in platooning.      with the already existing braking system.
   With respect to experimental results, Gerdes (Gerdes,          The paper is organized as follows. Section 2 presents
1997) tested a combined engine and brake controller for        the design of the automatic brake system. Section 3
automated highway vehicles based on the idea of                explains the system's installation in our Citroën C3
multiple-surface sliding control in a car. Kim (Kim,           Pluriel. Section 4 describes the tests performed to
1996) used the control of an original brake system by          evaluate the system and compare it with a human driver.
means of an actuator. Naranjo (Naranjo, 2006) applied          Section 5 presents the integration of the brake with a
an encoder coupled to a dc motor in the original circuit       fuzzy control system, and Section 6 gives some
to obtain an automatic braking system pulling on the           concluding remarks.
brake pedal. Song (Song, 2005) connected an electrical




  Figure 1. The braking system design.
ELECTRO-HYDRAULIC BRAKING SYSTEM FOR AUTONOMOUS VEHICLES

2. BRAKING SYSTEMS DESIGNED                                  proportional pilot, being even in the worst case at most
                                                             10 ms.
   The AUTOPIA C3 Pluriel was already automated,                Following the design of the hydraulic and electronic
but with only the steering wheel and accelerator             components, the system needs to be plugged into the
controlled. Speed control was good as long as sudden         existing car braking system. To this end, a shuttle valve
changes in speed were not required. Thus, the necessary      is installed to form the junction between the two
next step was to design and implement a braking system.      systems. This valve permits flow from either of two
This system would have to be capable of operating as a       inlet ports to a common outlet. A free-floating metal
minimum at the AUTOPIA control sampling rate, which          ball shuttles back-and-forth according to the relative
was set by the GPS at 5 Hz.                                  pressure at the two inlets. Flow from the higher pressure
   The main prerequisite was to obtain a brake by wire       inlet through the valve moves the ball to close the
system in coexistence with the original braking system.      opposite inlet. This valve is thus responsible for the
The solution decided on was to design a hydraulic            switching between the two braking systems. The model
system equipped with electronic components to permit         selected was the Hawe Hydraulic WV 6-S. It was
handling by computer generated signals through an            chosen because the smallness of the flow through a
input/output device.                                         braking system permits one to select the valve of least
   Before proceeding with the design, it was necessary       diameter which also has the smallest floating ball, thus
to determine the maximum braking pressure in order to        minimizing the switching time. The valve is mounted
avoid excessive system stress. This datum was                so that the ball under gravity maintains the standard
determined experimentally by means of a manometer. A         braking system open when the electro-hydraulic system
wheel was removed, and a manometer was connected in          is switched off.
lieu of the brake shoe. A pressure of 160 bars was              The shuttle valve introduces a delay associated with
measured when the brake pedal was completely pressed         the movement of the metal ball between the two inlets.
down.                                                        The delay time calculated for the selected model was
   The hydraulic system consists of a one-litre capacity     less than 1 ms for the minimum pressure of 10 bars.
brake fluid tank that includes a gear pump and coupling         The connection between the shuttle valve and the
to a 350-watt, 12-volt supply, dc motor. A pressure          electro-hydraulic braking system is through the output
limiter tube whose value is fixed at 160 bars is added in    of the spool directional valve which is connected to one
order to protect the car elements involved in the braking    of the inputs of the shuttle valve.
process. This system permits one to obtain the                  Figure 1 shows the design scheme of the braking
maximum pressure that the original braking system is         system. The Citroën C3 Pluriel includes a safety system
able to apply on the wheels. Electronic components are       based on a duplicated braking signal. Therefore, two
needed to regulate this pressure as required by the          shuttle valves are used to switch between the
computer. To this end, two electronic components are         conventional and the electro-hydraulic braking systems.
included. One is used to regulate the pressure between 0     The outputs of the two shuttle valves are connected to
and the maximum value, and the other to transmit this        the ABS inputs. Finally, the ABS performs the
pressure from the pump to the wheels. In order to            distribution of the braking.
regulate the flow of the pressure, an electro-proportional      Figure 2 shows the shuttle valves assembled in the
pilot is installed with a nominal pressure between 12        car. One of the goals was to maintain the original brake
and 250 bars. The control voltage varies between 0 and       circuit unchanged. For this reason, the shuttle valves are
10 volts. The electro-proportional pilot yields a non-null   installed as closely as possible to the ABS. One can see
minimum pressure, and hence will always exert some           in the figure the two inputs of each shuttle valve. The
small pressure on the wheels. The second element, a          lower input is connected to the automatic electro-
spool directional valve, is used to resolve this problem.    hydraulic braking system, and the upper input to the
It is normally open, and is only closed when the             original system.
proportional pilot is actuated.                                 The system described is designed to operate built into
   These two elements cause delays that cannot be            the AUTOPIA control system which has a sampling
disregarded if good behaviour of the system is desired.      period of 200 ms. The design constraints of the braking
At the first sampling period after brake actuation is        system were that it should not introduce significant
requested, a signal is sent simultaneously to both valves,   delays. The greatest delay appears on initiation of the
and the actual delay corresponds to that of the slower       automatic brake, and is the sum of the shuttle valve and
element – the spool directional valve whose switching        the spool directional valve delays, the result being
time is about 30 ms. For subsequent sampling periods,        31 ms. In the following sampling periods, there only
the spool directional valve is already closed and the        exist the delays in the electro-proportional pilot, with
delay corresponds only to that of the electro-               values less than 10 ms.
V. MILANÉS et al.

                                                              battery through the dc motor's accessible terminals so
                                                              that it can be switched on by the same manual switch
                                                              and at the same time as the dc motor.
                                                                 Finally, the pump includes two outputs. One is
                                                              divided into two and connected to the shuttle valves.
                                                              The other is installed to measure the pressure with a
                                                              manometer. The manual switch installed in the
                                                              dashboard activates a relay that connects the power
                                                              supply to the dc motor. A DIN rail is used to fix the
                                                              CAN bus module and the relay. Figure 3 shows the
                                                              distribution of each element under the trunk.
                                                                 Several problems had to be solved. Initially, the fluid
                                                              tank of the pump was closed by means of a vent plug,
                                                              and the system worked well. But when the car was
                                                              stationary, the brake fluid passed little by little from the
Figure 2. Locations of the shuttle valves.                    original brake fluid tank of the car into the fluid tank of
                                                              the pump. This was due to the fundamental hydrostatics:
   The automatic system operates as follows. It is turned     the place where we had put the pump was lower than
on by means of a manual switch installed in the               the fluid brake tank of the car. Therefore, the brake fluid
dashboard. The dc motor is started by means of a relay        passed through the shuttle valves and the tank
that is activated when the switch is turned on. As long       overflowed through the vent plug. The solution to this
as the spool directional valve is open, a 10-bar pressure     problem was to fill the tank to the limit and use an
appears through the electro-proportional pilot and the        impervious plug to avoid overflow. This posed a new
flow is driven back to the tank. When the spool               problem: when the pump was disconnected, there
directional valve is closed, the pressure is applied to the   remained a small pressure in the circuit. This pressure
shuttle valves and pushes their metal balls to the upper      increased and exerted a force on the brake shoes, and
position to allow the brake fluid to circulate towards the    eventually the car became permanently braked. The
brake shoes. From this moment onwards, the braking            solution adopted was to communicate the two tanks by
can be regulated by means of the electro-proportional         means of a tube. A perforation was made in the
pilot.                                                        impervious plug to allow a tube to be inserted into the
                                                              tank of the pump. Another perforation in the vent plug
3. IMPLEMENTATION OF THE BRAKING                              of the original tank was made to communicate the two
SYSTEM                                                        tanks. In that way, the necessary air vent for the pump
                                                              was supplied by the original tank. The tank of the pump
   After constructing the braking system, we needed to        was filled to the limit, and the overflow produced
decide on a place within the car in which to place it. The    returned to the circuit by means of the tube. The tube
choice was to install the system under the trunk in the       installed in the pump can be seen in Figure 3.
place reserved for the spare wheel. The compact design
allows the use of this location where the pump is
protected against collisions, and damage that may be
caused by the driver is avoided. The spare wheel is now
located at the same place under the chassis.
   The pump dc motor is connected to a 12-volt
auxiliary battery. This battery is fixed to the chassis by
means of an elastic strap, and can be recharged with a
socket in the lateral wall of the car that is directly
connected to the car battery.
   The auxiliary battery feeds another device as well as
the dc motor. A CAN bus module is used to control the
spool directional valve and the electro-proportional pilot
by means of an on-board PC. This module consists of a
6-ampere relay output that is used to feed the spool
directional valve, and a computer controlled analogue         Figure 3. Location of the electro-hydraulic braking
output that is connected to the electro-proportional pilot.   system.
The CAN module voltage supply is connected to the
ELECTRO-HYDRAULIC BRAKING SYSTEM FOR AUTONOMOUS VEHICLES

                                                              stopped so that different responses can be studied. The
                                                              top plot of the figure corresponds to no braking force
                                                              being applied, and shows a slow decrease in speed. At
                                                              around second 24, a change in slope can be observed
                                                              that is due to the reduction in the gearbox. The middle
                                                              plot shows the speed reduction when the human driver
                                                              executes “soft” braking. In this case, around fifty metres
                                                              are needed to stop the car. The idea is to try to identify
                                                              habitual driver action while the driver is attentive to
                                                              traffic. The bottom plot illustrates a case of “hard”
Figure 4. Private driving circuit at the IAI facilities.      braking, the idea being to identify an unexpected
                                                              incident on the road requiring hard braking.
4. BRAKING SYSTEM TEST                                           Figure 6 shows the results of automatic braking with
                                                              different tests carried out in order to compare their
                                                              results with those of the manual response shown in
   The system was implemented in a Citroën C3 Pluriel
                                                              Figure 5. As in the previous tests, the first part of each
car. Several tests were performed to evaluate its
                                                              trial was done in automatic mode. The experiments
behaviour in different situations, with very good results.
                                                              were carried out by activating the electro-proportional
   Figure 4 is a map of the private driving circuit at the
                                                              pilot at different sets of values.
IAI facilities. This circuit represents an inner-city area,
                                                                 The electro-hydraulic pump is limited to 160 bars,
with a combination of straight road segments, curves,
                                                              and when it is working at this pressure the electro-
and 90° intersections.        The longest straight-road
                                                              proportional pilot is totally open (100%). Figure 7
segment was used to carry out the tests since their main
                                                              shows the experimentally determined relationship
purpose was to observe the behaviour of the new
                                                              between the opening percentage of the electro-
braking system.
                                                              proportional pilot and the pressure supplied by the pump.
   At each end of this stretch there are traffic
                                                              One observes that the relationship between the two
roundabouts, and the car is initially located at one of
                                                              variables is close to linear. The system designed thus
them. The car is accelerated until the braking point to a
                                                              exerts a pressure on the wheels that is linearly related to
speed of 46 kilometres per hour. The distance covered is
                                                              the control variable which is generated with an analogue
around one hundred metres. During this time, the car is
                                                              output whose value ranges from 0 to 10 volts.
driven automatically, and the speed reference is
                                                                 The pressure percentages, i.e., openings of the
introduced by means of software commands.
                                                              electro-proportional pilot, used in the tests were the
   When the car reaches the braking point (Figure 4), a
                                                              following: 10%, corresponding to very soft braking;
new speed reference of zero kilometres per hour is
                                                              20%, with a response similar to that of the manual soft
assigned. From this moment on, only friction forces are
                                                              braking but with a more uniform decrease in speed;
acting on the car, and the braking force can be evaluated.
                                                              30%, where the car's behaviour is comparable to that of
   First, manual tests were performed to determine the
                                                              the manual hard braking; and finally 40%,
car's response to braking (Figure 5). The plots show the
                                                              corresponding to very hard braking to simulate an
variation of speed with time along the road. The car
                                                              emergency stop. The braking in this last case is stronger
accelerates during the first 13 seconds in automatic
                                                              that what a human driver would consider “hard” braking.
mode. The changes in slope in this interval are due to
                                                              Values greater than 40% were not used because they
the automatic gearbox. Then the acceleration is
                                                              were considered uncomfortable for passengers.




  Figure 5. Manual braking tests.                               Figure 6. Automatic braking tests.
V. MILANÉS et al.




Figure 7. Relationship between the electro-proportional
pilot and the pressure.

   The results showed the electro-hydraulic braking
system to present good behaviour, and even to have a
better response than the manual system thanks to the
linearization of the decrease in speed due to the constant
braking reference.


5. AUTOMATIC CONTROL OF BRAKING
                                                              Figure 8. Targets for accelerator and brake on a track.
   After the implementation and testing of the system,
                                                              controllers. One observes that the brake signal is
the following step was to incorporate it into the
                                                              greatest when a large decrease in speed is requested.
automatic vehicle. The AUTOPIA project's Citröen C3
                                                              The variations in speed shown in the plot when the
Pluriel was already controlled longitudinally and
                                                              target speed is reached were small, about ±2.5 km/h,
laterally, but only the accelerator was used to control the
                                                              and imperceptible to the car's occupants.
speed so that the behaviour was still not sufficiently
satisfactory.
   Optimal longitudinal control of the vehicle requires
cooperation between throttle and brake pedal. The             6. CONCLUSIONS
AUTOPIA group had already implemented a braking
system in two Citroën Berlingo vans in which the brake           This paper has described the design and
pedal was controlled by means of a motor that moved           implementation of an electro-hydraulic braking system.
the pedal via a pulley. Since this method was too error-      A pump governed by means of three valves was
prone, the present novel way of controlling the brake         designed to perform the control. One of these valves
was developed. However, the fuzzy-logic based                 was used to limit the pressure, another to allow or avoid
controllers used in the Citroën Berlingo vans (Naranjo,       pressure circulation, and the third was an electro-
2006) were easily transferred to the Citroën C3 Pluriel       proportional pilot to control the pressure of the brake
because they yield normalized output values between 0         fluid.
and 1, where 0 means no braking at all and 1 maximum             Some problems arose associated with the brake fluid
pull.                                                         pressure. They were resolved using a tube to
   The automatic system's behaviour shown in Figure 6         communicate the tank of the pump and the car's brake
allows one to evaluate the braking response to different      fluid tank. A CAN bus module was used to perform the
target values and match it with that of the human driver      control of the system by means of software commands,
(Figure 5). Thus, the upper limit of the fuzzy controller     and a relay connected to a manual switch in the
was set to 40% of the maximum pressure of the pump.           dashboard was implemented to start the system.
Figure 8 shows the data of an automatic driving                  Various tests of the designed system were carried out
experiment around the private circuit at the IAI facility.    to verify its correct operation, yielding good results.
The curves in the circuit force the changes in speed. The     Experimental trials were conducted to determine how
upper plot shows the comparison between the real speed        the system behaves in imitating driver actions in
and the target speed for 100 seconds, and the lower plot      different situations. The automatic system was shown to
the output values of the brake and throttle fuzzy             achieve linear reductions in speed in stopping the car –
ELECTRO-HYDRAULIC BRAKING SYSTEM FOR AUTONOMOUS VEHICLES

one of the objectives in providing comfortable and safe    Li Z., Wang K., Li L., Wang F (2006). A Review on
braking.                                                     Vision-Based Pedestrian Detection for Intelligent
   The electro-hydraulic braking system was installed in     Vehicles. IEEE International Conference on
the AUTOPIA automatic control car, and the                   Vehicular Electronics and Safety 57-62.
experiments performed showed the behaviour to be           Liang H., Chong K., No T., Yi S (2003). Vehicle
good, with good speed control, and good subjective           Longitudinal Brake Control Using Variable
rating of the system by the car's passengers.                Parameter Sliding Control. Control Engineering
   The results strongly suggest that an automatic            Practice 11, 403-411.
collision-avoidance system can be used if an electro-      Lignon S., Sinou J-J., Jézéquel L (2006). Stability
hydraulic braking system is allowed to work at 100% of       analysis and μ-synthesis control of brake systems.
its strength. This would thus offer a possible solution      Journal of Sound and Vibration 1073-1087.
for the reduction of car accidents on roads as a           Maciuca D., Hedrick J.K (1997). Nonsmooth Dynamic
complement to obstacle detection systems.                    Surface Control of Non-Lipschitz Nonlinear Systems
                                                             with Application to Brake Control. Proceedings of
ACKNOWLEDGEMENT− This work was carried out with              the 1997 IEEE International Conference on Control
the support of TRANSITO (TRA2008-06602-C03-01) project       Applications 711-716.
from Plan Nacional, GUIADE (P 9/08) project from           Maciuca D., Hedrick J.K (1998). Nonsmooth Estimation
Ministerio de Fomento and MARTA project (CENIT-              and Adaptative Control with Application to
20072006).
                                                             Automotive Brake Torque. Proceedings of the
                                                             American Control Conference 2253-2257.
REFERENCES                                                 Naranjo J.E., González C., García R., de Pedro T (2006).
                                                             ACC+Stop&go maneuvers with throttle and brake
Bu F., Tan H. (2007). Pneumatic Brake Control for            fuzzy control. IEEE Trans. on Intelligent
  Precision Stopping of Heavy-Duty Vehicles. IEEE            Transportation Systems 7,2, 213-225.
  Trans. on Control System Technology 15, 1, 53-64.        Naranjo J.E., González C., García R., de Pedro T.,
Celentano G., Iervolino R., Porreca S., Fontana V.           Haber, R.E (2005). Power-steering control
  (2003). Car Brake System Modeling for Longitudinal         architecture for automatic driving. IEEE Trans. on
  Control Design. IEEE Conference on Control                 Intelligent Transportation Systems 6, 4, 406-415.
  Applications – Proceedings; 1 25-30.                     Park E.J., Stoikov D., Falcao L., Suleman A (2006). A
Collado J.M., Hilario C., de la Escalera A., Armingol        performance Evaluation of an Automotive
  J.M (2004). Model Based Vehicle Detection for              Magnetorheological Brake Design with a Sliding
  Intelligent Vehicles. IEEE Intelligent Vehicles            Mode Controller. Mechatronics 16, 405-416.
  Symposium 572-577.                                       Petersen A., Barrett R., Morrison S. (2006). Driver-
Cummings P., Grossman D.C (2007). Antilock Brakes            Training and Emergency Brake Performance in Cars
  and the Risk of Driver Injury in a Crash: A Case-          with Antilock Braking Systems. Safety Science 44,
  Control Study. Accident Analysis &Prevention 39,           905-917.
  995-10.                                                  Ryu J. H., Kim C. S., Lee S. H., Lee M. H. (2007) H∞
Gerdes J.C., Hedrick J.K (1997). Vehicle Speed and           Lateral Control of an Autonomous Vehicle using the
  Spacing Control Via Coordinated Throttle and Brake         RTK-DGPS. International Journal of Automotive
  Actuation. Control Eng. Practice 5, 11, 1607-1614.         Technology 8, 5, 583-591.
Hong D., Yoon P., Kang H., Hwang I., Huh K (2006).         Song B., Hedrick J. K (2004). Design and Experimental
  Wheel Slip Control Systems Utilizing the Estimated         Implementation of Longitudinal Control for
  Tire Force. Proceedings of the 2006 American               Automated Transit Buses. Proceeding of the 2004
  Control Conference 5873-5878.                              American Control Conference 2751-2756.
Jung S. P., Jun K. J, Park T. WYoon., J. H. (2008).        Song G., Jiang M., Zhao G (2006). The Research of an
  Development Of The Brake System Design Program             Intelligent Braking Control System. 7th IEEE
  For A Vehicle, International Journal of Automotive         International Conference on Computer Aided
  Technology 9, 1, 45-51.                                    Industrial Design and Conceptual Design .
Kang Y., Hedrick J. K. (2004). Emergency Braking           Song J (2005). Performance Evaluation of a Hybrid
  Control Of A Platoon Using String Stable Controller.       Electric Brake System with a Sliding Mode
  International Journal of Automotive Technology; 5, 2,      Controller. Mechatronics 15, 339-358.
  89-94.                                                   Wang F., Herget C., Zeng D (2005). Guest Editorial
Kim H., Dickerson J., Kosko B (1996). Fuzzy Throttle         Developing and Improving Transportation Systems:
  and Brake Control for Platoons of Smart Cars. Fuzzy        The Structure and Operation of IEEE Intelligent
  Sets and Systems 84, 209-234.
V. MILANÉS et al.

 Transportation System Society. IEEE Trans. on          World Health Organization (2004). World Report on
 Intelligent Transportation System, 6, 3, 261-264.        Road Traffic Injury Prevention.
Wang J., Schroedl S., Mezger K., Ortloff R., Joos A.,   Yi J., Alvarez L., Horowitz R (2002). Adaptative
 Passegger T (2005). “Lane Keeping Based on               Emergency Braking Control with Underestimation of
 Location Technology”. IEEE Trans. on Intelligent         Friction Coefficient. IEEE Trans. on Control Systems
 Transportation Systems 6,3, 351-356.                     Technology 10, 3, 381-392.

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2010 electro hydraulic%20braking%20system%20for%20autonomous%20vehicles

  • 1. International Journal of Automotive Technology, Vol. ?, No. ?, pp. ?−?(year) Copyright © 2000 KSAE Serial#Given by KSAE ELECTRO-HYDRAULIC BRAKING SYSTEM FOR AUTONOMOUS VEHICLES V. MILANÉS1)*, C. GONZÁLEZ1), J.E. NARANJO2), E. ONIEVA1) and T. DE PEDRO1) 1) Instituto de Automática Industrial (IAI-CSIC), Crta. Campo Real km. 0.200, Madrid 28500, Spain 2) Escuela Universitaria de Informática (UPM), Crta. Valencia km. 7, Madrid 28500, Spain (Received date 25 January 2008 ; revised date 8 April 2009) ABSTRACT−Reducing the number of traffic accidents is a declared target of most governments. Since dependence on driver reaction is the main cause of road accidents, it would be advisable to replace the human factor in some driving-related tasks with automated solutions. In order to automate a vehicle it is necessary to control the actuators of a car, i.e., the steering wheel, accelerator, and brake. This paper presents the design and implementation of an electro-hydraulic braking system consisting of a pump and various valves allowing the control computer to stop the car. It is assembled in coexistence with the original circuit for the sake of robustness and to permit the two systems to halt the car independently. This system was developed for installation in a commercial Citroën C3 Pluriel of the AUTOPIA program. Various tests were carried out of its correct operation, and an experiment showing the integration of the system into the longitudinal control of the car is described. KEY WORDS: Electro-hydraulic brake, road vehicle control, autonomous systems, safety road, transport systems. Throttle control is necessary for guidance, while 1. INTRODUCTION brake control is essential in the security functions needed to avoid collisions, including emergency stops (Yi, 2002), “Stop&Go”(Naranjo, 2006), adaptive cruise Most road accident victims are not the motor control (ACC) (Naranjo, 2006), pedestrian detection (Li, vehicle's occupants, but pedestrians, motorcyclists, 2006), lane keeping (Wang, 2005), and blind angle bicyclists, and non-motor vehicle (NMV) occupants perception (Collado, 2004). (World Health Organization, 2004). The main problem In order to develop an automatic braking system, one is the driver's difficulty in reacting quickly to has two options: modify the original circuit or design a unexpected circumstances. To solve this problem, semi- new system to work in coexistence with the original. autonomous systems such as antilock or emergency The second option allows increased safety since the braking systems have been developed and tested braking system is duplicated. (Cummings, 2007; Petersen, 2006). Even so, the human The system behaviour of brake automation has been factor continues to play a key role. modelled by several authors. Celentano (Celentano, Intelligent Transportation Systems (ITS) (Wang, 2003) proposes a simple but realistic brake system 2005) focus on improving safety and reducing model based on a division into four subsystems, taking transportation times and fuel consumption. One part of the model's parameters to be those of a Fiat car. Song ITS is autonomous vehicle guidance. This uses two (Song, 2006) adds braking pressure feedback to an controls. One is lateral control (Naranjo, 2005; Ryu, antilock braking system (ABS), with simulation results 2007) which is associated with the steering wheel, and proving that the algorithm is able to recognize road the other is longitudinal control (Liang, 2003; Gerdes surface changes. Song (Song, 2004) proposes a new 1997) involving the throttle and brake pedals as hybrid electric brake system, with simulation results actuators. showing a reduction in stopping distance with less electric power consumption. Liang (Liang, 2003) * Corresponding author. e-mail: vmilanes@iai.csic.es significantly reduces the speed and space braking error
  • 2. V. MILANÉS et al. during large braking processes. Jung (Jung, 2008) has brake actuator in parallel in order to generate additional developed a program to analyze different variables brake pressure in the pneumatic brake system of a bus, (pressure, efficiency, and pedal travel) associated with and Bu (Bu, 2007) developed a pneumatic brake used to the braking of a vehicle. accurately halt buses in a station. In a parallel line of work, different controllers for the The AUTOPIA project has been working on the braking system have been developed. Lignon (Lignon, development of automatic vehicles for over ten years. 2006) uses a robust control in order to eliminate While the long term goal of achieving an automatic car friction-induced vibration to obtain stability under all may be unreachable in the near future, the systems that operating conditions. Maciuca has designed a non- have been developed for automatic driving have uses as smooth controller (Maciuca, 1997) and an adaptive Advanced Driver Assistance Systems (ADAS). The controller (Maciuca, 1998) to be applied to the control present communication describes the implementation of of brake systems in an automated highway environment. a new automatic braking system design. It is an electro- Hong (Hong, 2006) designs a wheel slip controller hydraulic system consisting of a pump and various based on the sliding mode control method that is able to valves allowing the control computer to stop the car. It control the braking force more precisely, and can be is assembled in coexistence with the original circuit for readily adapted to different vehicles. Park (Park, 2006) the sake of robustness and to permit the two systems to proposes a different system for the hydraulic brake halt the car independently. The goal is to have an system based on a magneto-rheological brake design. automatic system capable of activating the brake of a Kang (Kang, 2004) designs an emergency braking car by emulating a human driver while not interfering control system for short distances of cars in platooning. with the already existing braking system. With respect to experimental results, Gerdes (Gerdes, The paper is organized as follows. Section 2 presents 1997) tested a combined engine and brake controller for the design of the automatic brake system. Section 3 automated highway vehicles based on the idea of explains the system's installation in our Citroën C3 multiple-surface sliding control in a car. Kim (Kim, Pluriel. Section 4 describes the tests performed to 1996) used the control of an original brake system by evaluate the system and compare it with a human driver. means of an actuator. Naranjo (Naranjo, 2006) applied Section 5 presents the integration of the brake with a an encoder coupled to a dc motor in the original circuit fuzzy control system, and Section 6 gives some to obtain an automatic braking system pulling on the concluding remarks. brake pedal. Song (Song, 2005) connected an electrical Figure 1. The braking system design.
  • 3. ELECTRO-HYDRAULIC BRAKING SYSTEM FOR AUTONOMOUS VEHICLES 2. BRAKING SYSTEMS DESIGNED proportional pilot, being even in the worst case at most 10 ms. The AUTOPIA C3 Pluriel was already automated, Following the design of the hydraulic and electronic but with only the steering wheel and accelerator components, the system needs to be plugged into the controlled. Speed control was good as long as sudden existing car braking system. To this end, a shuttle valve changes in speed were not required. Thus, the necessary is installed to form the junction between the two next step was to design and implement a braking system. systems. This valve permits flow from either of two This system would have to be capable of operating as a inlet ports to a common outlet. A free-floating metal minimum at the AUTOPIA control sampling rate, which ball shuttles back-and-forth according to the relative was set by the GPS at 5 Hz. pressure at the two inlets. Flow from the higher pressure The main prerequisite was to obtain a brake by wire inlet through the valve moves the ball to close the system in coexistence with the original braking system. opposite inlet. This valve is thus responsible for the The solution decided on was to design a hydraulic switching between the two braking systems. The model system equipped with electronic components to permit selected was the Hawe Hydraulic WV 6-S. It was handling by computer generated signals through an chosen because the smallness of the flow through a input/output device. braking system permits one to select the valve of least Before proceeding with the design, it was necessary diameter which also has the smallest floating ball, thus to determine the maximum braking pressure in order to minimizing the switching time. The valve is mounted avoid excessive system stress. This datum was so that the ball under gravity maintains the standard determined experimentally by means of a manometer. A braking system open when the electro-hydraulic system wheel was removed, and a manometer was connected in is switched off. lieu of the brake shoe. A pressure of 160 bars was The shuttle valve introduces a delay associated with measured when the brake pedal was completely pressed the movement of the metal ball between the two inlets. down. The delay time calculated for the selected model was The hydraulic system consists of a one-litre capacity less than 1 ms for the minimum pressure of 10 bars. brake fluid tank that includes a gear pump and coupling The connection between the shuttle valve and the to a 350-watt, 12-volt supply, dc motor. A pressure electro-hydraulic braking system is through the output limiter tube whose value is fixed at 160 bars is added in of the spool directional valve which is connected to one order to protect the car elements involved in the braking of the inputs of the shuttle valve. process. This system permits one to obtain the Figure 1 shows the design scheme of the braking maximum pressure that the original braking system is system. The Citroën C3 Pluriel includes a safety system able to apply on the wheels. Electronic components are based on a duplicated braking signal. Therefore, two needed to regulate this pressure as required by the shuttle valves are used to switch between the computer. To this end, two electronic components are conventional and the electro-hydraulic braking systems. included. One is used to regulate the pressure between 0 The outputs of the two shuttle valves are connected to and the maximum value, and the other to transmit this the ABS inputs. Finally, the ABS performs the pressure from the pump to the wheels. In order to distribution of the braking. regulate the flow of the pressure, an electro-proportional Figure 2 shows the shuttle valves assembled in the pilot is installed with a nominal pressure between 12 car. One of the goals was to maintain the original brake and 250 bars. The control voltage varies between 0 and circuit unchanged. For this reason, the shuttle valves are 10 volts. The electro-proportional pilot yields a non-null installed as closely as possible to the ABS. One can see minimum pressure, and hence will always exert some in the figure the two inputs of each shuttle valve. The small pressure on the wheels. The second element, a lower input is connected to the automatic electro- spool directional valve, is used to resolve this problem. hydraulic braking system, and the upper input to the It is normally open, and is only closed when the original system. proportional pilot is actuated. The system described is designed to operate built into These two elements cause delays that cannot be the AUTOPIA control system which has a sampling disregarded if good behaviour of the system is desired. period of 200 ms. The design constraints of the braking At the first sampling period after brake actuation is system were that it should not introduce significant requested, a signal is sent simultaneously to both valves, delays. The greatest delay appears on initiation of the and the actual delay corresponds to that of the slower automatic brake, and is the sum of the shuttle valve and element – the spool directional valve whose switching the spool directional valve delays, the result being time is about 30 ms. For subsequent sampling periods, 31 ms. In the following sampling periods, there only the spool directional valve is already closed and the exist the delays in the electro-proportional pilot, with delay corresponds only to that of the electro- values less than 10 ms.
  • 4. V. MILANÉS et al. battery through the dc motor's accessible terminals so that it can be switched on by the same manual switch and at the same time as the dc motor. Finally, the pump includes two outputs. One is divided into two and connected to the shuttle valves. The other is installed to measure the pressure with a manometer. The manual switch installed in the dashboard activates a relay that connects the power supply to the dc motor. A DIN rail is used to fix the CAN bus module and the relay. Figure 3 shows the distribution of each element under the trunk. Several problems had to be solved. Initially, the fluid tank of the pump was closed by means of a vent plug, and the system worked well. But when the car was stationary, the brake fluid passed little by little from the Figure 2. Locations of the shuttle valves. original brake fluid tank of the car into the fluid tank of the pump. This was due to the fundamental hydrostatics: The automatic system operates as follows. It is turned the place where we had put the pump was lower than on by means of a manual switch installed in the the fluid brake tank of the car. Therefore, the brake fluid dashboard. The dc motor is started by means of a relay passed through the shuttle valves and the tank that is activated when the switch is turned on. As long overflowed through the vent plug. The solution to this as the spool directional valve is open, a 10-bar pressure problem was to fill the tank to the limit and use an appears through the electro-proportional pilot and the impervious plug to avoid overflow. This posed a new flow is driven back to the tank. When the spool problem: when the pump was disconnected, there directional valve is closed, the pressure is applied to the remained a small pressure in the circuit. This pressure shuttle valves and pushes their metal balls to the upper increased and exerted a force on the brake shoes, and position to allow the brake fluid to circulate towards the eventually the car became permanently braked. The brake shoes. From this moment onwards, the braking solution adopted was to communicate the two tanks by can be regulated by means of the electro-proportional means of a tube. A perforation was made in the pilot. impervious plug to allow a tube to be inserted into the tank of the pump. Another perforation in the vent plug 3. IMPLEMENTATION OF THE BRAKING of the original tank was made to communicate the two SYSTEM tanks. In that way, the necessary air vent for the pump was supplied by the original tank. The tank of the pump After constructing the braking system, we needed to was filled to the limit, and the overflow produced decide on a place within the car in which to place it. The returned to the circuit by means of the tube. The tube choice was to install the system under the trunk in the installed in the pump can be seen in Figure 3. place reserved for the spare wheel. The compact design allows the use of this location where the pump is protected against collisions, and damage that may be caused by the driver is avoided. The spare wheel is now located at the same place under the chassis. The pump dc motor is connected to a 12-volt auxiliary battery. This battery is fixed to the chassis by means of an elastic strap, and can be recharged with a socket in the lateral wall of the car that is directly connected to the car battery. The auxiliary battery feeds another device as well as the dc motor. A CAN bus module is used to control the spool directional valve and the electro-proportional pilot by means of an on-board PC. This module consists of a 6-ampere relay output that is used to feed the spool directional valve, and a computer controlled analogue Figure 3. Location of the electro-hydraulic braking output that is connected to the electro-proportional pilot. system. The CAN module voltage supply is connected to the
  • 5. ELECTRO-HYDRAULIC BRAKING SYSTEM FOR AUTONOMOUS VEHICLES stopped so that different responses can be studied. The top plot of the figure corresponds to no braking force being applied, and shows a slow decrease in speed. At around second 24, a change in slope can be observed that is due to the reduction in the gearbox. The middle plot shows the speed reduction when the human driver executes “soft” braking. In this case, around fifty metres are needed to stop the car. The idea is to try to identify habitual driver action while the driver is attentive to traffic. The bottom plot illustrates a case of “hard” Figure 4. Private driving circuit at the IAI facilities. braking, the idea being to identify an unexpected incident on the road requiring hard braking. 4. BRAKING SYSTEM TEST Figure 6 shows the results of automatic braking with different tests carried out in order to compare their results with those of the manual response shown in The system was implemented in a Citroën C3 Pluriel Figure 5. As in the previous tests, the first part of each car. Several tests were performed to evaluate its trial was done in automatic mode. The experiments behaviour in different situations, with very good results. were carried out by activating the electro-proportional Figure 4 is a map of the private driving circuit at the pilot at different sets of values. IAI facilities. This circuit represents an inner-city area, The electro-hydraulic pump is limited to 160 bars, with a combination of straight road segments, curves, and when it is working at this pressure the electro- and 90° intersections. The longest straight-road proportional pilot is totally open (100%). Figure 7 segment was used to carry out the tests since their main shows the experimentally determined relationship purpose was to observe the behaviour of the new between the opening percentage of the electro- braking system. proportional pilot and the pressure supplied by the pump. At each end of this stretch there are traffic One observes that the relationship between the two roundabouts, and the car is initially located at one of variables is close to linear. The system designed thus them. The car is accelerated until the braking point to a exerts a pressure on the wheels that is linearly related to speed of 46 kilometres per hour. The distance covered is the control variable which is generated with an analogue around one hundred metres. During this time, the car is output whose value ranges from 0 to 10 volts. driven automatically, and the speed reference is The pressure percentages, i.e., openings of the introduced by means of software commands. electro-proportional pilot, used in the tests were the When the car reaches the braking point (Figure 4), a following: 10%, corresponding to very soft braking; new speed reference of zero kilometres per hour is 20%, with a response similar to that of the manual soft assigned. From this moment on, only friction forces are braking but with a more uniform decrease in speed; acting on the car, and the braking force can be evaluated. 30%, where the car's behaviour is comparable to that of First, manual tests were performed to determine the the manual hard braking; and finally 40%, car's response to braking (Figure 5). The plots show the corresponding to very hard braking to simulate an variation of speed with time along the road. The car emergency stop. The braking in this last case is stronger accelerates during the first 13 seconds in automatic that what a human driver would consider “hard” braking. mode. The changes in slope in this interval are due to Values greater than 40% were not used because they the automatic gearbox. Then the acceleration is were considered uncomfortable for passengers. Figure 5. Manual braking tests. Figure 6. Automatic braking tests.
  • 6. V. MILANÉS et al. Figure 7. Relationship between the electro-proportional pilot and the pressure. The results showed the electro-hydraulic braking system to present good behaviour, and even to have a better response than the manual system thanks to the linearization of the decrease in speed due to the constant braking reference. 5. AUTOMATIC CONTROL OF BRAKING Figure 8. Targets for accelerator and brake on a track. After the implementation and testing of the system, controllers. One observes that the brake signal is the following step was to incorporate it into the greatest when a large decrease in speed is requested. automatic vehicle. The AUTOPIA project's Citröen C3 The variations in speed shown in the plot when the Pluriel was already controlled longitudinally and target speed is reached were small, about ±2.5 km/h, laterally, but only the accelerator was used to control the and imperceptible to the car's occupants. speed so that the behaviour was still not sufficiently satisfactory. Optimal longitudinal control of the vehicle requires cooperation between throttle and brake pedal. The 6. CONCLUSIONS AUTOPIA group had already implemented a braking system in two Citroën Berlingo vans in which the brake This paper has described the design and pedal was controlled by means of a motor that moved implementation of an electro-hydraulic braking system. the pedal via a pulley. Since this method was too error- A pump governed by means of three valves was prone, the present novel way of controlling the brake designed to perform the control. One of these valves was developed. However, the fuzzy-logic based was used to limit the pressure, another to allow or avoid controllers used in the Citroën Berlingo vans (Naranjo, pressure circulation, and the third was an electro- 2006) were easily transferred to the Citroën C3 Pluriel proportional pilot to control the pressure of the brake because they yield normalized output values between 0 fluid. and 1, where 0 means no braking at all and 1 maximum Some problems arose associated with the brake fluid pull. pressure. They were resolved using a tube to The automatic system's behaviour shown in Figure 6 communicate the tank of the pump and the car's brake allows one to evaluate the braking response to different fluid tank. A CAN bus module was used to perform the target values and match it with that of the human driver control of the system by means of software commands, (Figure 5). Thus, the upper limit of the fuzzy controller and a relay connected to a manual switch in the was set to 40% of the maximum pressure of the pump. dashboard was implemented to start the system. Figure 8 shows the data of an automatic driving Various tests of the designed system were carried out experiment around the private circuit at the IAI facility. to verify its correct operation, yielding good results. The curves in the circuit force the changes in speed. The Experimental trials were conducted to determine how upper plot shows the comparison between the real speed the system behaves in imitating driver actions in and the target speed for 100 seconds, and the lower plot different situations. The automatic system was shown to the output values of the brake and throttle fuzzy achieve linear reductions in speed in stopping the car –
  • 7. ELECTRO-HYDRAULIC BRAKING SYSTEM FOR AUTONOMOUS VEHICLES one of the objectives in providing comfortable and safe Li Z., Wang K., Li L., Wang F (2006). A Review on braking. Vision-Based Pedestrian Detection for Intelligent The electro-hydraulic braking system was installed in Vehicles. IEEE International Conference on the AUTOPIA automatic control car, and the Vehicular Electronics and Safety 57-62. experiments performed showed the behaviour to be Liang H., Chong K., No T., Yi S (2003). Vehicle good, with good speed control, and good subjective Longitudinal Brake Control Using Variable rating of the system by the car's passengers. Parameter Sliding Control. Control Engineering The results strongly suggest that an automatic Practice 11, 403-411. collision-avoidance system can be used if an electro- Lignon S., Sinou J-J., Jézéquel L (2006). Stability hydraulic braking system is allowed to work at 100% of analysis and μ-synthesis control of brake systems. its strength. This would thus offer a possible solution Journal of Sound and Vibration 1073-1087. for the reduction of car accidents on roads as a Maciuca D., Hedrick J.K (1997). Nonsmooth Dynamic complement to obstacle detection systems. Surface Control of Non-Lipschitz Nonlinear Systems with Application to Brake Control. Proceedings of ACKNOWLEDGEMENT− This work was carried out with the 1997 IEEE International Conference on Control the support of TRANSITO (TRA2008-06602-C03-01) project Applications 711-716. from Plan Nacional, GUIADE (P 9/08) project from Maciuca D., Hedrick J.K (1998). Nonsmooth Estimation Ministerio de Fomento and MARTA project (CENIT- and Adaptative Control with Application to 20072006). Automotive Brake Torque. Proceedings of the American Control Conference 2253-2257. REFERENCES Naranjo J.E., González C., García R., de Pedro T (2006). ACC+Stop&go maneuvers with throttle and brake Bu F., Tan H. (2007). Pneumatic Brake Control for fuzzy control. IEEE Trans. on Intelligent Precision Stopping of Heavy-Duty Vehicles. IEEE Transportation Systems 7,2, 213-225. Trans. on Control System Technology 15, 1, 53-64. Naranjo J.E., González C., García R., de Pedro T., Celentano G., Iervolino R., Porreca S., Fontana V. Haber, R.E (2005). Power-steering control (2003). Car Brake System Modeling for Longitudinal architecture for automatic driving. IEEE Trans. on Control Design. IEEE Conference on Control Intelligent Transportation Systems 6, 4, 406-415. Applications – Proceedings; 1 25-30. Park E.J., Stoikov D., Falcao L., Suleman A (2006). A Collado J.M., Hilario C., de la Escalera A., Armingol performance Evaluation of an Automotive J.M (2004). Model Based Vehicle Detection for Magnetorheological Brake Design with a Sliding Intelligent Vehicles. IEEE Intelligent Vehicles Mode Controller. Mechatronics 16, 405-416. Symposium 572-577. Petersen A., Barrett R., Morrison S. (2006). Driver- Cummings P., Grossman D.C (2007). Antilock Brakes Training and Emergency Brake Performance in Cars and the Risk of Driver Injury in a Crash: A Case- with Antilock Braking Systems. Safety Science 44, Control Study. Accident Analysis &Prevention 39, 905-917. 995-10. Ryu J. H., Kim C. S., Lee S. H., Lee M. H. (2007) H∞ Gerdes J.C., Hedrick J.K (1997). Vehicle Speed and Lateral Control of an Autonomous Vehicle using the Spacing Control Via Coordinated Throttle and Brake RTK-DGPS. International Journal of Automotive Actuation. Control Eng. Practice 5, 11, 1607-1614. Technology 8, 5, 583-591. Hong D., Yoon P., Kang H., Hwang I., Huh K (2006). Song B., Hedrick J. K (2004). Design and Experimental Wheel Slip Control Systems Utilizing the Estimated Implementation of Longitudinal Control for Tire Force. Proceedings of the 2006 American Automated Transit Buses. Proceeding of the 2004 Control Conference 5873-5878. American Control Conference 2751-2756. Jung S. P., Jun K. J, Park T. WYoon., J. H. (2008). Song G., Jiang M., Zhao G (2006). The Research of an Development Of The Brake System Design Program Intelligent Braking Control System. 7th IEEE For A Vehicle, International Journal of Automotive International Conference on Computer Aided Technology 9, 1, 45-51. Industrial Design and Conceptual Design . Kang Y., Hedrick J. K. (2004). Emergency Braking Song J (2005). Performance Evaluation of a Hybrid Control Of A Platoon Using String Stable Controller. Electric Brake System with a Sliding Mode International Journal of Automotive Technology; 5, 2, Controller. Mechatronics 15, 339-358. 89-94. Wang F., Herget C., Zeng D (2005). Guest Editorial Kim H., Dickerson J., Kosko B (1996). Fuzzy Throttle Developing and Improving Transportation Systems: and Brake Control for Platoons of Smart Cars. Fuzzy The Structure and Operation of IEEE Intelligent Sets and Systems 84, 209-234.
  • 8. V. MILANÉS et al. Transportation System Society. IEEE Trans. on World Health Organization (2004). World Report on Intelligent Transportation System, 6, 3, 261-264. Road Traffic Injury Prevention. Wang J., Schroedl S., Mezger K., Ortloff R., Joos A., Yi J., Alvarez L., Horowitz R (2002). Adaptative Passegger T (2005). “Lane Keeping Based on Emergency Braking Control with Underestimation of Location Technology”. IEEE Trans. on Intelligent Friction Coefficient. IEEE Trans. on Control Systems Transportation Systems 6,3, 351-356. Technology 10, 3, 381-392.