<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">ENG</journal-id><journal-title-group><journal-title>Engineering</journal-title></journal-title-group><issn pub-type="epub">1947-3931</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/eng.2017.93018</article-id><article-id pub-id-type="publisher-id">ENG-75230</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Engineering</subject></subj-group></article-categories><title-group><article-title>
 
 
  Research on the Stability Control Strategy of Four-Wheel Independent Driving Electric Vehicle
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bo</surname><given-names>Peng</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Huanhuan</surname><given-names>Zhang</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Peiteng</surname><given-names>Zhao</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>College of Automotive Engineering, Shanghai University of Engineering and Science, Shanghai, China</addr-line></aff><pub-date pub-type="epub"><day>31</day><month>03</month><year>2017</year></pub-date><volume>09</volume><issue>03</issue><fpage>338</fpage><lpage>350</lpage><history><date date-type="received"><day>February</day>	<month>15,</month>	<year>2017</year></date><date date-type="rev-recd"><day>Accepted:</day>	<month>March</month>	<year>28,</year>	</date><date date-type="accepted"><day>March</day>	<month>31,</month>	<year>2017</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  In order to research stability of four-wheel independent driving (4WID) electric vehicle, a torque allocation method based on the tire longitudinal forces optimization distribution is adopted. There are two layers in the controller, which includes the upper layer and the lower layer. In the upper layer, according to the demand of the longitudinal force, PID controller is set up to calculate the additional yaw moment created by yaw rate and side-slip angle. In the lower layer, the additional yaw moment is distributed properly to each wheel limited by several constraints. Carsim is used to build up the vehicle model and MATLAB/Simulink is used to build up the control model and both of them are used to simulate jointly. The result of simulation shows that a torque allocation method based on the tire longitudinal forces optimization distribution can ensure the stability of the vehicle.
 
</p></abstract><kwd-group><kwd>Independent Drive</kwd><kwd> Electric Vehicle</kwd><kwd> Torque Allocation</kwd><kwd> Vehicle Stability PID Control</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Four-wheel independent driving electric vehicle removes parts such as engines, clutches, gearboxes. Its structure is simpler than traditional vehicle. Because each wheel has a hub motor, it is more precise and convenient to control the torque on each wheel [<xref ref-type="bibr" rid="scirp.75230-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.75230-ref2">2</xref>] [<xref ref-type="bibr" rid="scirp.75230-ref3">3</xref>] . With the development of technology, consumers’ expectations for vehicle safety are also increasing. Controlling the torque on each wheel to improve the stability of the vehicle has become increasingly valuable [<xref ref-type="bibr" rid="scirp.75230-ref4">4</xref>] [<xref ref-type="bibr" rid="scirp.75230-ref5">5</xref>] [<xref ref-type="bibr" rid="scirp.75230-ref6">6</xref>] .</p><p>In the stability of 4WID electric vehicle research, there are four-wheel steering system and direct yaw moment control method to improve vehicle stability. However, the four-wheel steering system cannot meet the stability requirements under extreme driving condition, and the direct yaw moment control also has the accuracy problem [<xref ref-type="bibr" rid="scirp.75230-ref7">7</xref>] . Therefore, many researchers have focused on the use of optimized torque distribution to improve the stability of the vehicle. Yu et al. simulated the longitudinal force control assignment of the wheel drive electric vehicle, and show the effectiveness of the distribution control algorithm [<xref ref-type="bibr" rid="scirp.75230-ref8">8</xref>] . Ding et al. used the simple average distribution method that is one side increases the torque and the other side reduces the torque by the same amount. The control method does not take into account the vehicle’s constraint condition and the different states, and cannot accurately control the vehicle [<xref ref-type="bibr" rid="scirp.75230-ref9">9</xref>] . Miao used the weighted least squares method to calculate the torque distribution [<xref ref-type="bibr" rid="scirp.75230-ref10">10</xref>] . The weighted least squares method has the advantages in calculating the speed and iterative accuracy, but there is no solution to the case where the yaw moment is large. This paper proposes a torque distribution strategy based on longitudinal force optimization, combined with the designed layered controller and tire constraints. This strategy optimizes the torque distribution and combines with the advantages of 4WID electric vehicle chassis to achieve the stability of the vehicle control. This paper simulates 4WID electric vehicle on a double lane change and slalom. The simulation results show that the proposed control strategy can improve vehicle stability.</p></sec><sec id="s2"><title>2. Control Strategy</title><sec id="s2_1"><title>2.1. Torque Distribution Control</title><p>When the vehicle is running at high speed and suddenly turns, it will cause the yaw rate to be too large and cause the vehicle to be unstable. Comparing the accelerator pedal signal and the steering wheel signal actually entered with the ideal linear two-degree-of-freedom model, the strategy calculates the additional yaw moment required and allocated torque rationally to the hub motor and the brakes on the wheels to correct the excessive yaw moment.</p><p>According to [<xref ref-type="bibr" rid="scirp.75230-ref11">11</xref>] , it can be seen that increasing the torque of the inner wheels of the 4WID electric vehicle and reducing the torque of the outer wheels can reduce the yaw moment of the vehicle. According to the Tang [<xref ref-type="bibr" rid="scirp.75230-ref12">12</xref>] , in the traditional vehicle, the front wheel brake to correct the excessive yaw moment is most effective.</p><p>This paper combines the above two methods to design a control strategy. The strategy is divided into two stages. The first stage is reducing the torque on the motor on the outer wheel when the vehicle’s yaw rate is too large and unstable. The second stage is braking the vehicle outside wheels when the torque on the outer wheels cannot guarantee the stability of the vehicle after the reduction of torque (The flow chart of control strategy is shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>).</p></sec><sec id="s2_2"><title>2.2. Torque Distribution Control Structure</title><p>The structure designed is showed in <xref ref-type="fig" rid="fig2">Figure 2</xref>, including drive torque controller,</p><fig id="fig1"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref></label><caption><title> Flow chart of control strategy</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x2.png"/></fig><fig id="fig2"  position="float"><label><xref ref-type="fig" rid="fig2">Figure 2</xref></label><caption><title> Torque distribution control structure</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x3.png"/></fig><p>actuator and vehicle model. The drive torque controller is divided into an upper controller and a lower controller. The upper controller includes a speed controller, a yaw velocity controller, and a sideslip angle controller. The lower controller is the torque distributor. The upper controller calculates the desired additional yaw moment according to the state of the vehicle input and passes the torque to the lower controller. The lower controller reasonably assigns the additional yaw moment transmitted by the upper controller to the actuator according to the constraints. In <xref ref-type="fig" rid="fig2">Figure 2</xref>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x4.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x5.png" xlink:type="simple"/></inline-formula> represent the target speed and actual speed of the vehicle respectively; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x6.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x7.png" xlink:type="simple"/></inline-formula> represent the ideal yaw rate and actual yaw rate of the vehicle respectively; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x8.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x9.png" xlink:type="simple"/></inline-formula> represent the ideal sideslip angle and the actual sideslip angle.</p></sec></sec><sec id="s3"><title>3. Controller</title><sec id="s3_1"><title>3.1. Speed Controller</title><p>According to the speed controller provided in [<xref ref-type="bibr" rid="scirp.75230-ref13">13</xref>] , the total torque <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x10.png" xlink:type="simple"/></inline-formula> required for the vehicle is related to the front wheel angle<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x11.png" xlink:type="simple"/></inline-formula>, which can be express as:</p><disp-formula id="scirp.75230-formula386"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x12.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x13.png" xlink:type="simple"/></inline-formula> is proportional coefficient.</p><p>Since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x14.png" xlink:type="simple"/></inline-formula>, the total torque is coordinated to the motor on each wheel. Since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x15.png" xlink:type="simple"/></inline-formula>, each wheel shares the motor torque of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x16.png" xlink:type="simple"/></inline-formula>. Although the steering wheel has a large input in a short time and the speed of the vehicle is very high, but the front wheel angle is very small, this time can be considered the average torque distribution. In addition, because it is uniform speed, the difference between <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x17.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x18.png" xlink:type="simple"/></inline-formula> is very small, then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x19.png" xlink:type="simple"/></inline-formula> is also very small.</p></sec><sec id="s3_2"><title>3.2. Yaw Moment Controller</title><p>The linear two-degree-of-freedom model in [<xref ref-type="bibr" rid="scirp.75230-ref14">14</xref>] is showed in <xref ref-type="fig" rid="fig3">Figure 3</xref>. The equation of motion can be expressed as:</p><disp-formula id="scirp.75230-formula387"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x20.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x21.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x22.png" xlink:type="simple"/></inline-formula> are the lateral stiffness of the front and rear wheels; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x23.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x24.png" xlink:type="simple"/></inline-formula> are the distances from the vehicle center of mass to the front and rear axle wheelbase; m is the vehicle mass; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x25.png" xlink:type="simple"/></inline-formula>is the moment of inertia of the vehicle around the Z axis. The equation of motion is rewritten in the state equation form:</p><fig id="fig3"  position="float"><label><xref ref-type="fig" rid="fig3">Figure 3</xref></label><caption><title> 2-DOF vehicle model</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x26.png"/></fig><disp-formula id="scirp.75230-formula388"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x27.png"  xlink:type="simple"/></disp-formula><p>The approximate ideal yaw rate can be expressed by Equation (4):</p><disp-formula id="scirp.75230-formula389"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x28.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x29.png" xlink:type="simple"/></inline-formula> is approximate ideal yaw rate; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x30.png" xlink:type="simple"/></inline-formula>is wheelbase; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x31.png" xlink:type="simple"/></inline-formula>is stability coef-</p><p>ficient,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x32.png" xlink:type="simple"/></inline-formula>.</p><p>However, under the ground attachment limit, the lateral acceleration <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x33.png" xlink:type="simple"/></inline-formula> of the vehicle is affected by the formula (5):</p><disp-formula id="scirp.75230-formula390"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x34.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x35.png" xlink:type="simple"/></inline-formula> is adhesion coefficient; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x36.png" xlink:type="simple"/></inline-formula>is gravitational acceleration.</p><p>When the sideslip angle is small, ignore the influence of the side angle, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x37.png" xlink:type="simple"/></inline-formula>can be expressed by (6):</p><disp-formula id="scirp.75230-formula391"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x38.png"  xlink:type="simple"/></disp-formula><p>Combining Equations (5) and (6), it can be corrected to the ideal yaw rate<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x39.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.75230-formula392"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x40.png"  xlink:type="simple"/></disp-formula><p>The yaw moment controller uses the PID control method to track the yaw rate and find the additional yaw moment required to maintain the vehicle’s handling stability. The difference between the actual yaw rate <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x41.png" xlink:type="simple"/></inline-formula> and the ideal yaw rate <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x42.png" xlink:type="simple"/></inline-formula> is defined as<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x43.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.75230-formula393"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x44.png"  xlink:type="simple"/></disp-formula><p>According to the PID control of the mathematical model can be obtained additional yaw moment<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x45.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.75230-formula394"><label>(9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x46.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x47.png" xlink:type="simple"/></inline-formula> is the scale factor; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x48.png" xlink:type="simple"/></inline-formula>is the integral time constant; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x49.png" xlink:type="simple"/></inline-formula>is the differential time constant.</p></sec><sec id="s3_3"><title>3.3. Torque Distributor</title><p>The role of the torque distributor is reasonably generalized force assigned to an actuator. For 4IWD electric vehicles, the force of each actuator refers to the wheel motor/brake applied to the tire on the longitudinal force.</p><p>1) First stage: torque distribution</p><p>Taking the left-turn condition as an example, the actual yaw moment <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x50.png" xlink:type="simple"/></inline-formula> of the vehicle and the additional yaw moment required <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x51.png" xlink:type="simple"/></inline-formula> for the first stage can be expressed as:</p><disp-formula id="scirp.75230-formula395"><label>(10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x52.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.75230-formula396"><label>(11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x53.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x54.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x55.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x56.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x57.png" xlink:type="simple"/></inline-formula> are longitudinal force for the left front wheel, right front wheel, left rear wheel, right rear wheel. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x58.png" xlink:type="simple"/></inline-formula>is the distance between the wheels.</p><p>As the vehicle in the uniform phase, the torque on each wheel is the same, then<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x59.png" xlink:type="simple"/></inline-formula>. This stage does not control the inner wheels, and ultimately the longitudinal force on each wheel and the required torque:</p><disp-formula id="scirp.75230-formula397"><label>(12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x60.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.75230-formula398"><label>(13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x61.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x62.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x63.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x64.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x65.png" xlink:type="simple"/></inline-formula> are the torque for left front wheel, the right front wheel, the left rear wheel, the right rear wheel.</p><p>2) Torque distribution second stage</p><p>In the first stage, when the outside wheels torque is reduced to 0, it is possible to provide the maximum additional yaw moment for the stage<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x66.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.75230-formula399"><label>(14)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x67.png"  xlink:type="simple"/></disp-formula><p>However, due to the actual yaw rate being too large, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x68.png" xlink:type="simple"/></inline-formula>cannot meet the stability requirements. Then the second stage increases the torque of inner wheels and brakes outside wheels. The second stage requires yaw moment<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x69.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.75230-formula400"><label>(15)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x70.png"  xlink:type="simple"/></disp-formula><p>The main consideration of this stage is the torque on the inner wheel and the outer wheel braking torque distribution. The expression for the objective function is:</p><disp-formula id="scirp.75230-formula401"><label>(16)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x71.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x72.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x72.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x73.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x72.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x74.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x72.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x75.png" xlink:type="simple"/></inline-formula> are the vertical load on each wheel, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x72.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x76.png" xlink:type="simple"/></inline-formula>is weight coefficient;<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x72.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x77.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x72.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x78.png" xlink:type="simple"/></inline-formula>.</p><p>In the process of optimizing the distribution, the longitudinal force and yaw moment required for the vehicle are as follows:</p><disp-formula id="scirp.75230-formula402"><label>(17)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x79.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x80.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x81.png" xlink:type="simple"/></inline-formula>are brake forces on right front wheel and right rear wheel; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x82.png" xlink:type="simple"/></inline-formula>is the force along the X axis.</p><p>The limits of the motor torque and ground adhesion to the wheels are as follows:</p><disp-formula id="scirp.75230-formula403"><label>(18)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x83.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.75230-formula404"><label>(19)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x84.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x85.png" xlink:type="simple"/></inline-formula> is motor peak torque; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x86.png" xlink:type="simple"/></inline-formula>is Rolling radius.</p><p>Substituting Equation (17) into the optimal objective function formula (16):</p><disp-formula id="scirp.75230-formula405"><label>(20)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x87.png"  xlink:type="simple"/></disp-formula><p>The new objective function (20) is used to derive the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x88.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x89.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.75230-formula406"><label>(21)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x90.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.75230-formula407"><label>(22)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x91.png"  xlink:type="simple"/></disp-formula><p>Under the constraints of (21) and (22), the final solution is:</p><disp-formula id="scirp.75230-formula408"><label>(23)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x92.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.75230-formula409"><label>(24)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x93.png"  xlink:type="simple"/></disp-formula><p>According to Equations (17), (23), and (24), the torque of the second stage can be calculated as:</p><disp-formula id="scirp.75230-formula410"><label>(25)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x94.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.75230-formula411"><label>(26)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x95.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.75230-formula412"><label>(27)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x96.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.75230-formula413"><label>(28)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/7-8102769x97.png"  xlink:type="simple"/></disp-formula></sec></sec><sec id="s4"><title>4. Simulation and Analysis</title><p>This paper used Carsim and MATLAB/SIMULINK platform to build a vehicle dynamics model, a double lane change model, and a slalom model. The simulation includes double lane change maneuver and Slalom maneuver. The parameters of the simulation vehicle are shown in the following <xref ref-type="table" rid="table1">Table 1</xref>.</p><sec id="s4_1"><title>4.1. Double Lane Change Maneuver</title><p>To simulate the extreme driving conditions, we take the road friction coefficient of 0.2, equivalent to compaction of the snow road. The simulation is based on the comparison between without control and torque control. The simulation results are shown in Figures 4-8.</p></sec><sec id="s4_2"><title>4.2. Slalom Maneuver</title><p>Simulation vehicle in situ start, accelerated to 80 km/h and road friction coefficient is 0.8. The simulation results are shown in Figures 9-13.</p><p><xref ref-type="fig" rid="fig5">Figure 5</xref> and <xref ref-type="fig" rid="fig1">Figure 1</xref>0 show the speed curve, in the absence of control, the</p><table-wrap id="table1" ><label><xref ref-type="table" rid="table1">Table 1</xref></label><caption><title> Geometric parameters of simulation vehicle</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Parameters</th><th align="center" valign="middle" >Value</th></tr></thead><tr><td align="center" valign="middle" >Vehicle mass (m/kg)</td><td align="center" valign="middle" >1111</td></tr><tr><td align="center" valign="middle" >Body rotational inertia about the X axis <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x98.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >288.0</td></tr><tr><td align="center" valign="middle" >Body rotational inertia about the Y axis <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x99.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >2031.4</td></tr><tr><td align="center" valign="middle" >Body rotational inertia about the Z axis <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x100.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >2031.4</td></tr><tr><td align="center" valign="middle" >Distance between the front axle and centroid (a/m)</td><td align="center" valign="middle" >1.040</td></tr><tr><td align="center" valign="middle" >Distance between the rear axle and centroid (b/m)</td><td align="center" valign="middle" >1.560</td></tr><tr><td align="center" valign="middle" >Centroid height (h<sub>g</sub>/m)</td><td align="center" valign="middle" >0.540</td></tr><tr><td align="center" valign="middle" >Front wheel base (B<sub>f</sub>/m)</td><td align="center" valign="middle" >1.481</td></tr><tr><td align="center" valign="middle" >Rear wheel base (B<sub>r</sub>/m)</td><td align="center" valign="middle" >1.481</td></tr><tr><td align="center" valign="middle" >wheel rolling radius (R/m)</td><td align="center" valign="middle" >0.311</td></tr><tr><td align="center" valign="middle" >Motor peak torque <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/7-8102769x101.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >500</td></tr></tbody></table></table-wrap><fig id="fig4"  position="float"><label><xref ref-type="fig" rid="fig4">Figure 4</xref></label><caption><title> Front wheel steering angle</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x102.png"/></fig><fig id="fig5"  position="float"><label><xref ref-type="fig" rid="fig5">Figure 5</xref></label><caption><title> Curves of vehicle’s speed</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x103.png"/></fig><fig id="fig6"  position="float"><label><xref ref-type="fig" rid="fig6">Figure 6</xref></label><caption><title> Curves of lateral acceleration</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x104.png"/></fig><fig id="fig7"  position="float"><label><xref ref-type="fig" rid="fig7">Figure 7</xref></label><caption><title> Curves of vehicle’s yaw rate</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x105.png"/></fig><p>speed curve changes greatly from the original straight line instability for the lateral sliding. With torque control, the speed fluctuates slightly, but only fluctuates in a very small range. From <xref ref-type="fig" rid="fig6">Figure 6</xref> and <xref ref-type="fig" rid="fig1">Figure 1</xref>1, the lateral acceleration</p><fig id="fig8"  position="float"><label><xref ref-type="fig" rid="fig8">Figure 8</xref></label><caption><title> Curves of sideslip angle</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x106.png"/></fig><fig id="fig9"  position="float"><label><xref ref-type="fig" rid="fig9">Figure 9</xref></label><caption><title> Front wheel steering angle</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x107.png"/></fig><fig id="fig10"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>0</label><caption><title> Curves of vehicle’s speed</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x108.png"/></fig><fig id="fig11"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>1</label><caption><title> Curves of lateral acceleration</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x109.png"/></fig><fig id="fig12"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>2</label><caption><title> Curves of vehicle’s yaw rate</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x110.png"/></fig><fig id="fig13"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>3</label><caption><title> Curves of sideslip angle</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/7-8102769x111.png"/></fig><p>curve shows that the vehicle has slipped and lost the ability to return to the normal route. With control, the situation is noticeably improved and can be returned to the normal route and the lateral acceleration which is maintained near 0 (m/s<sup>2</sup>). <xref ref-type="fig" rid="fig7">Figure 7</xref> and <xref ref-type="fig" rid="fig1">Figure 1</xref>2 show that if vehicle is out of control, the yaw rate increased rapidly with instability. In the case of control, the yaw rate is fluctuating within the range of 10 (deg/s) and tends to zero after the end of the lane to keep the vehicle stable. <xref ref-type="fig" rid="fig8">Figure 8</xref> and <xref ref-type="fig" rid="fig1">Figure 1</xref>3 show that the torque distribution control can effectively control the size of the sideslip angle, so that it is always in the vicinity of 0 (˚).</p></sec></sec><sec id="s5"><title>5. Conclusions</title><p>This paper has presented a control strategy to improve stability applied to a 2-DOF vehicle model. The first conclusion is that lateral acceleration, yaw rate and sideslip angle are important parameters of vehicle stability. If the value of these parameters is too large, the vehicle will be unstable.</p><p>The second conclusion is that the presented control strategy can make lateral acceleration, yaw rate and sideslip angle within a reasonable range by controlling the torque of each wheel to improve stability.</p></sec><sec id="s6"><title>Acknowledgements</title><p>The authors are grateful to Professor Zhang Huanhuan of this research. She gives me many advices about theoretical knowledge and simulation.</p></sec><sec id="s7"><title>Cite this paper</title><p>Peng, B., Zhang, H.H. and Zhao, P.T. (2017) Research on the Stability Control Strategy of Four-Wheel Independent Driving Electric Vehicle. Engineering, 9, 338-350. https://doi.org/10.4236/eng.2017.93018</p></sec></body><back><ref-list><title>References</title><ref id="scirp.75230-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Sakai, S.I. and Hori, Y.C. (2001) Advanced Motion Control of Electric Vehicle with Fast Minor Feedback Loops: Basic Experiments Using the 4-Wheel Motored EV “UOT Electric March II”. The Society of Automotive Engineers of Japan, 22, 527 p.</mixed-citation></ref><ref id="scirp.75230-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">Qing, G., Zou, J. and Xu, J., et al. (2014) Torque Allocation Strategy of 4WID In-Wheel Motor Electric Vehicle Based on Objective Optimization. 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