<?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">
    jamp
   </journal-id>
   <journal-title-group>
    <journal-title>
     Journal of Applied Mathematics and Physics
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2327-4352
   </issn>
   <issn publication-format="print">
    2327-4379
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/jamp.2025.133042
   </article-id>
   <article-id pub-id-type="publisher-id">
    jamp-141456
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Physics 
     </subject>
     <subject>
       Mathematics
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Modeling and Simulation Analysis of Two-Wheel Steering System for Vehicles Based on Matlab/Simulink
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Qihao
      </surname>
      <given-names>
       Zhu
      </given-names>
     </name>
    </contrib>
   </contrib-group> 
   <aff id="affnull">
    <addr-line>
     aHangzhou Xinda Foreign Language School, Hangzhou, China
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     13
    </day> 
    <month>
     03
    </month>
    <year>
     2025
    </year>
   </pub-date> 
   <volume>
    13
   </volume> 
   <issue>
    03
   </issue>
   <fpage>
    821
   </fpage>
   <lpage>
    837
   </lpage>
   <history>
    <date date-type="received">
     <day>
      9,
     </day>
     <month>
      February
     </month>
     <year>
      2025
     </year>
    </date>
    <date date-type="published">
     <day>
      21,
     </day>
     <month>
      February
     </month>
     <year>
      2025
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      21,
     </day>
     <month>
      March
     </month>
     <year>
      2025
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © 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>
    Yaw rate and sideslip angle are critical indicators for evaluating vehicle handling stability. When a vehicle is driven at high speed, emergency steering by the driver may cause loss of control, leading to severe accidents such as rollover. This paper establishes a mathematical model of a two-wheel steering system to analyze vehicle handling stability. Using Matlab/Simulink, steady-state response curves under different front-wheel steering angles and speeds are compared to investigate the influence of yaw rate and sideslip angle on vehicle handling stability.
   </abstract>
   <kwd-group> 
    <kwd>
     Two-Wheel Steering
    </kwd> 
    <kwd>
      Yaw Rate
    </kwd> 
    <kwd>
      Sideslip Angle
    </kwd> 
    <kwd>
      Vehicle Handling Stability
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>Vehicle handling stability, a crucial characteristic for safe driving, has long been a focus in automotive development. Factors affecting handling stability include yaw rate, sideslip angle, and tire slip ratio. To validate the rationality of vehicle control strategies, this paper selects yaw rate and sideslip angle as key indicators to establish a linear two-degree-of-freedom (2-DOF) vehicle model <xref ref-type="bibr" rid="scirp.141456-1">
     [1]
    </xref>. The simulation model is developed using Matlab/Simulink, and simulation analysis is conducted to verify vehicle handling stability <xref ref-type="bibr" rid="scirp.141456-2">
     [2]
    </xref>.</p>
  </sec><sec id="s2">
   <title>2. Linear 2-DOF Vehicle Model</title>
   <p>To facilitate comparison of handling stability under different simulation conditions, the following simplifications and assumptions are made: The front-wheel steering angle is taken as the input; the effects of the steering and suspension systems are ignored; the vehicle body moves parallel to the ground. The vehicle has two-degree-of-freedom: lateral motion along the y-axis and yaw motion around the z-axis. Assuming small driving forces and neglecting the influence of ground tangential forces on tire cornering characteristics and aerodynamic forces, the vehicle is simplified to a two-wheel motorcycle model.</p>
   <fig id="fig1" position="float">
    <label>Figure 1</label>
    <caption>
     <title>Figure 1. 2-DOF model.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId14.jpeg?20250324024111" />
   </fig>
   <p>As shown in <xref ref-type="fig" rid="fig1">
     Figure 1
    </xref>, the model consists of front and rear tires with lateral elasticity, supported on the ground, exhibiting lateral and yaw motions <xref ref-type="bibr" rid="scirp.141456-3">
     [3]
    </xref>.</p>
   <p>By aligning the origin of the vehicle coordinate system with the vehicle’s center of mass (CoM), the absolute accelerations, angular accelerations, external forces, and moments are decomposed along the coordinate axes to derive the differential equations of motion.</p>
   <p>The absolute acceleration components of the CoM in the vehicle coordinate system are determined as follows:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mtable columnalign="left"> 
      <mtr> 
       <mtd> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mi>
           y 
         </mi> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mi>
          m 
        </mi> 
        <msub> 
         <mi>
           a 
         </mi> 
         <mi>
           y 
         </mi> 
        </msub> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            y 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
        <mi>
          cos 
        </mi> 
        <mi>
          δ 
        </mi> 
        <mo>
          + 
        </mo> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            y 
          </mi> 
          <mn>
            2 
          </mn> 
         </mrow> 
        </msub> 
       </mtd> 
      </mtr> 
      <mtr> 
       <mtd> 
        <mi>
          M 
        </mi> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           I 
         </mi> 
         <mrow> 
          <mi>
            z 
          </mi> 
          <mi>
            z 
          </mi> 
         </mrow> 
        </msub> 
        <mo>
          × 
        </mo> 
        <mi>
          B 
        </mi> 
        <mo>
          = 
        </mo> 
        <mi>
          a 
        </mi> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            y 
          </mi> 
          <mn>
            1 
          </mn> 
         </mrow> 
        </msub> 
        <mi>
          cos 
        </mi> 
        <mi>
          δ 
        </mi> 
        <mo>
          − 
        </mo> 
        <mi>
          b 
        </mi> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mrow> 
          <mi>
            y 
          </mi> 
          <mn>
            2 
          </mn> 
         </mrow> 
        </msub> 
       </mtd> 
      </mtr> 
     </mtable> 
    </math> (1)</p>
   <p>Here, 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         F 
       </mi> 
       <mrow> 
        <mi>
          y 
        </mi> 
        <mn>
          1 
        </mn> 
       </mrow> 
      </msub> 
     </mrow> 
    </math>、 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         F 
       </mi> 
       <mrow> 
        <mi>
          y 
        </mi> 
        <mn>
          2 
        </mn> 
       </mrow> 
      </msub> 
     </mrow> 
    </math> are the lateral reaction forces (cornering forces) on the front and rear wheels, respectively; 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
       δ 
     </mi> 
    </math> is the front-wheel steering angle.</p>
   <p>The velocity variation along the ox-axis is:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mtable> 
      <mtr> 
       <mtd> 
        <mi>
          Δ 
        </mi> 
        <mi>
          o 
        </mi> 
        <mi>
          x 
        </mi> 
        <mo>
          = 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            u 
          </mi> 
          <mo>
            + 
          </mo> 
          <mi>
            Δ 
          </mi> 
          <mi>
            u 
          </mi> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          cos 
        </mi> 
        <mi>
          Δ 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          − 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            v 
          </mi> 
          <mo>
            + 
          </mo> 
          <mi>
            Δ 
          </mi> 
          <mi>
            v 
          </mi> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          sin 
        </mi> 
        <mi>
          Δ 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          − 
        </mo> 
        <mi>
          u 
        </mi> 
       </mtd> 
      </mtr> 
      <mtr> 
       <mtd> 
        <mo>
          = 
        </mo> 
        <mi>
          u 
        </mi> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          cos 
        </mi> 
        <mi>
          Δ 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          + 
        </mo> 
        <mi>
          Δ 
        </mi> 
        <mi>
          u 
        </mi> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          cos 
        </mi> 
        <mi>
          Δ 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          − 
        </mo> 
        <mi>
          v 
        </mi> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          sin 
        </mi> 
        <mi>
          Δ 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          − 
        </mo> 
        <mi>
          Δ 
        </mi> 
        <mi>
          v 
        </mi> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          sin 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          − 
        </mo> 
        <mi>
          u 
        </mi> 
       </mtd> 
      </mtr> 
     </mtable> 
    </math> (2)</p>
   <p>The velocity variation along the oy-axis is:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mtable> 
      <mtr> 
       <mtd> 
        <mi>
          Δ 
        </mi> 
        <mi>
          o 
        </mi> 
        <mi>
          y 
        </mi> 
        <mo>
          = 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            u 
          </mi> 
          <mo>
            + 
          </mo> 
          <mi>
            Δ 
          </mi> 
          <mi>
            u 
          </mi> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          sin 
        </mi> 
        <mi>
          Δ 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          + 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            v 
          </mi> 
          <mo>
            + 
          </mo> 
          <mi>
            Δ 
          </mi> 
          <mi>
            v 
          </mi> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          cos 
        </mi> 
        <mi>
          Δ 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          − 
        </mo> 
        <mi>
          v 
        </mi> 
       </mtd> 
      </mtr> 
      <mtr> 
       <mtd> 
        <mo>
          = 
        </mo> 
        <mi>
          u 
        </mi> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          sin 
        </mi> 
        <mi>
          Δ 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          + 
        </mo> 
        <mi>
          Δ 
        </mi> 
        <mi>
          u 
        </mi> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          sin 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          + 
        </mo> 
        <mi>
          v 
        </mi> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          cos 
        </mi> 
        <mi>
          Δ 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          + 
        </mo> 
        <mi>
          Δ 
        </mi> 
        <mi>
          v 
        </mi> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          cos 
        </mi> 
        <mi>
          Δ 
        </mi> 
        <mi>
          θ 
        </mi> 
        <mo>
          − 
        </mo> 
        <mi>
          v 
        </mi> 
       </mtd> 
      </mtr> 
     </mtable> 
    </math> (3)</p>
   <p>For small 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        Δ 
      </mi> 
      <mi>
        θ 
      </mi> 
     </mrow> 
    </math>, higher-order terms are neglected: 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        cos 
      </mi> 
      <mi>
        θ 
      </mi> 
      <mo>
        ≈ 
      </mo> 
      <mn>
        1 
      </mn> 
     </mrow> 
    </math>, 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        sin 
      </mi> 
      <mi>
        θ 
      </mi> 
      <mo>
        ≈ 
      </mo> 
      <mi>
        θ 
      </mi> 
     </mrow> 
    </math>:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mrow> 
       <mo>
         { 
       </mo> 
       <mtable columnalign="left"> 
        <mtr> 
         <mtd> 
          <mi>
            Δ 
          </mi> 
          <mi>
            o 
          </mi> 
          <mi>
            x 
          </mi> 
          <mo>
            = 
          </mo> 
          <mi>
            Δ 
          </mi> 
          <mi>
            u 
          </mi> 
          <mo>
            − 
          </mo> 
          <mi>
            v 
          </mi> 
          <mo>
            ⋅ 
          </mo> 
          <mi>
            Δ 
          </mi> 
          <mi>
            θ 
          </mi> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <mi>
            Δ 
          </mi> 
          <mi>
            o 
          </mi> 
          <mi>
            y 
          </mi> 
          <mo>
            = 
          </mo> 
          <mi>
            Δ 
          </mi> 
          <mi>
            v 
          </mi> 
          <mo>
            − 
          </mo> 
          <mi>
            u 
          </mi> 
          <mo>
            ⋅ 
          </mo> 
          <mi>
            Δ 
          </mi> 
          <mi>
            θ 
          </mi> 
         </mtd> 
        </mtr> 
       </mtable> 
      </mrow> 
     </mrow> 
    </math> (4)</p>
   <p>Dividing by 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        Δ 
      </mi> 
      <mi>
        t 
      </mi> 
     </mrow> 
    </math> and taking the limit, the absolute acceleration components of the CoM are:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mrow> 
       <mo>
         { 
       </mo> 
       <mtable columnalign="left"> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             a 
           </mi> 
           <mi>
             x 
           </mi> 
          </msub> 
          <mo>
            = 
          </mo> 
          <mfrac> 
           <mrow> 
            <mtext>
              d 
            </mtext> 
            <mi>
              u 
            </mi> 
           </mrow> 
           <mrow> 
            <mtext>
              d 
            </mtext> 
            <mi>
              t 
            </mi> 
           </mrow> 
          </mfrac> 
          <mo>
            − 
          </mo> 
          <mi>
            v 
          </mi> 
          <mfrac> 
           <mrow> 
            <mtext>
              d 
            </mtext> 
            <mi>
              θ 
            </mi> 
           </mrow> 
           <mrow> 
            <mtext>
              d 
            </mtext> 
            <mi>
              t 
            </mi> 
           </mrow> 
          </mfrac> 
          <mo>
            = 
          </mo> 
          <mover accent="true"> 
           <mi>
             u 
           </mi> 
           <mo>
             ˙ 
           </mo> 
          </mover> 
          <mo>
            − 
          </mo> 
          <mi>
            v 
          </mi> 
          <msub> 
           <mi>
             ω 
           </mi> 
           <mi>
             r 
           </mi> 
          </msub> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             a 
           </mi> 
           <mi>
             y 
           </mi> 
          </msub> 
          <mo>
            = 
          </mo> 
          <mover accent="true"> 
           <mi>
             v 
           </mi> 
           <mo>
             ˙ 
           </mo> 
          </mover> 
          <mo>
            + 
          </mo> 
          <mi>
            u 
          </mi> 
          <msub> 
           <mi>
             ω 
           </mi> 
           <mi>
             r 
           </mi> 
          </msub> 
         </mtd> 
        </mtr> 
       </mtable> 
      </mrow> 
     </mrow> 
    </math> (5)</p>
   <p>Considering small, the cornering forces 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         F 
       </mi> 
       <mrow> 
        <mi>
          y 
        </mi> 
        <mn>
          1 
        </mn> 
       </mrow> 
      </msub> 
     </mrow> 
    </math> and 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         F 
       </mi> 
       <mrow> 
        <mi>
          y 
        </mi> 
        <mn>
          2 
        </mn> 
       </mrow> 
      </msub> 
     </mrow> 
    </math> are linearized:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         F 
       </mi> 
       <mi>
         y 
       </mi> 
      </msub> 
      <mo>
        = 
      </mo> 
      <msub> 
       <mi>
         k 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
      <msub> 
       <mi>
         α 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
      <mo>
        + 
      </mo> 
      <msub> 
       <mi>
         k 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
      <msub> 
       <mi>
         α 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
     </mrow> 
    </math></p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         M 
       </mi> 
       <mi>
         z 
       </mi> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mi>
        a 
      </mi> 
      <msub> 
       <mi>
         k 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
      <msub> 
       <mi>
         α 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
      <mo>
        − 
      </mo> 
      <mi>
        b 
      </mi> 
      <msub> 
       <mi>
         k 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
      <msub> 
       <mi>
         α 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
     </mrow> 
    </math></p>
   <p>Here, 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         k 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
     </mrow> 
    </math> and 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         k 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
     </mrow> 
    </math> are the front and rear tire cornering stiffnesses; 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         α 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
     </mrow> 
    </math> and 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         α 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
     </mrow> 
    </math> are the front and rear tire slip angles; 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
       a 
     </mi> 
    </math> and 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
       b 
     </mi> 
    </math> are the distances from the CoM to the front and rear axles.</p>
   <p>With 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        β 
      </mi> 
      <mo>
        ≈ 
      </mo> 
      <mfrac> 
       <mi>
         v 
       </mi> 
       <mi>
         u 
       </mi> 
      </mfrac> 
     </mrow> 
    </math>, we derive:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        ξ 
      </mi> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mrow> 
        <mi>
          v 
        </mi> 
        <mo>
          + 
        </mo> 
        <msub> 
         <mi>
           ω 
         </mi> 
         <mi>
           r 
         </mi> 
        </msub> 
        <mo>
          ⋅ 
        </mo> 
        <mi>
          a 
        </mi> 
       </mrow> 
       <mi>
         u 
       </mi> 
      </mfrac> 
      <mo>
        = 
      </mo> 
      <mi>
        β 
      </mi> 
      <mo>
        + 
      </mo> 
      <mfrac> 
       <mrow> 
        <mi>
          a 
        </mi> 
        <mo>
          ⋅ 
        </mo> 
        <msub> 
         <mi>
           ω 
         </mi> 
         <mi>
           r 
         </mi> 
        </msub> 
       </mrow> 
       <mi>
         u 
       </mi> 
      </mfrac> 
     </mrow> 
    </math> (6)</p>
   <p>The slip angles are:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mtable columnalign="left"> 
      <mtr> 
       <mtd> 
        <msub> 
         <mi>
           α 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mo>
          − 
        </mo> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            δ 
          </mi> 
          <mo>
            − 
          </mo> 
          <mi>
            ξ 
          </mi> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mi>
          ξ 
        </mi> 
        <mo>
          − 
        </mo> 
        <mi>
          δ 
        </mi> 
        <mo>
          = 
        </mo> 
        <mi>
          β 
        </mi> 
        <mo>
          + 
        </mo> 
        <mfrac> 
         <mrow> 
          <mi>
            a 
          </mi> 
          <mo>
            ⋅ 
          </mo> 
          <msub> 
           <mi>
             ω 
           </mi> 
           <mi>
             r 
           </mi> 
          </msub> 
         </mrow> 
         <mi>
           u 
         </mi> 
        </mfrac> 
        <mo>
          − 
        </mo> 
        <msub> 
         <mi>
           δ 
         </mi> 
         <mi>
           f 
         </mi> 
        </msub> 
       </mtd> 
      </mtr> 
      <mtr> 
       <mtd> 
        <msub> 
         <mi>
           α 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mfrac> 
         <mrow> 
          <mi>
            v 
          </mi> 
          <mo>
            − 
          </mo> 
          <mi>
            b 
          </mi> 
          <msub> 
           <mi>
             ω 
           </mi> 
           <mi>
             r 
           </mi> 
          </msub> 
         </mrow> 
         <mi>
           u 
         </mi> 
        </mfrac> 
        <mo>
          = 
        </mo> 
        <mi>
          β 
        </mi> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mrow> 
          <mi>
            b 
          </mi> 
          <mo>
            ⋅ 
          </mo> 
          <msub> 
           <mi>
             ω 
           </mi> 
           <mi>
             r 
           </mi> 
          </msub> 
         </mrow> 
         <mi>
           u 
         </mi> 
        </mfrac> 
       </mtd> 
      </mtr> 
     </mtable> 
    </math> (7)</p>
   <p>The force and moment equations become:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mtable columnalign="left"> 
      <mtr> 
       <mtd> 
        <msub> 
         <mi>
           F 
         </mi> 
         <mi>
           y 
         </mi> 
        </msub> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            β 
          </mi> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mrow> 
            <mi>
              a 
            </mi> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
           <mi>
             u 
           </mi> 
          </mfrac> 
          <mo>
            − 
          </mo> 
          <mi>
            δ 
          </mi> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            β 
          </mi> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mrow> 
            <mi>
              b 
            </mi> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
           <mi>
             u 
           </mi> 
          </mfrac> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
       </mtd> 
      </mtr> 
      <mtr> 
       <mtd> 
        <msub> 
         <mi>
           M 
         </mi> 
         <mi>
           z 
         </mi> 
        </msub> 
        <mo>
          = 
        </mo> 
        <mi>
          a 
        </mi> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            β 
          </mi> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mrow> 
            <mi>
              a 
            </mi> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
           <mi>
             u 
           </mi> 
          </mfrac> 
          <mo>
            − 
          </mo> 
          <mi>
            δ 
          </mi> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <mi>
          b 
        </mi> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            β 
          </mi> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mrow> 
            <mi>
              b 
            </mi> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
           <mi>
             u 
           </mi> 
          </mfrac> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
       </mtd> 
      </mtr> 
     </mtable> 
    </math> (8)</p>
   <p>Finally, get the 2-DOF differential equations are:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mtable columnalign="left"> 
      <mtr> 
       <mtd> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            β 
          </mi> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mrow> 
            <mi>
              a 
            </mi> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
           <mi>
             u 
           </mi> 
          </mfrac> 
          <mo>
            − 
          </mo> 
          <mi>
            δ 
          </mi> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          + 
        </mo> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            β 
          </mi> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mrow> 
            <mi>
              b 
            </mi> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
           <mi>
             u 
           </mi> 
          </mfrac> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <mi>
          m 
        </mi> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mover accent="true"> 
           <mi>
             v 
           </mi> 
           <mo>
             ˙ 
           </mo> 
          </mover> 
          <mo>
            + 
          </mo> 
          <mi>
            u 
          </mi> 
          <msub> 
           <mi>
             ω 
           </mi> 
           <mi>
             r 
           </mi> 
          </msub> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
       </mtd> 
      </mtr> 
      <mtr> 
       <mtd> 
        <mi>
          a 
        </mi> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            β 
          </mi> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mrow> 
            <mi>
              a 
            </mi> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
           <mi>
             u 
           </mi> 
          </mfrac> 
          <mo>
            − 
          </mo> 
          <mi>
            δ 
          </mi> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          − 
        </mo> 
        <mi>
          b 
        </mi> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mi>
            β 
          </mi> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mrow> 
            <mi>
              b 
            </mi> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
           <mi>
             u 
           </mi> 
          </mfrac> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mo>
          = 
        </mo> 
        <msub> 
         <mi>
           I 
         </mi> 
         <mi>
           z 
         </mi> 
        </msub> 
        <msub> 
         <mover accent="true"> 
          <mi>
            ω 
          </mi> 
          <mo>
            ˙ 
          </mo> 
         </mover> 
         <mi>
           r 
         </mi> 
        </msub> 
       </mtd> 
      </mtr> 
     </mtable> 
    </math> (9)</p>
   <p>In the equation, 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         I 
       </mi> 
       <mi>
         z 
       </mi> 
      </msub> 
     </mrow> 
    </math> represents the moment of inertia of the vehicle about the z-axis, and 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mover accent="true"> 
        <mi>
          ω 
        </mi> 
        <mo>
          ˙ 
        </mo> 
       </mover> 
       <mi>
         r 
       </mi> 
      </msub> 
     </mrow> 
    </math> represents the yaw angular acceleration of the vehicle.</p>
  </sec><sec id="s3">
   <title>3. 2-DoF Vehicle Motion Differential Model</title>
   <p>The motion differential equations for the two-degree-of-freedom vehicle model are derived by organizing the above formulas as follows:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mrow> 
       <mo>
         { 
       </mo> 
       <mtable columnalign="left"> 
        <mtr> 
         <mtd> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              + 
            </mo> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mi>
            β 
          </mi> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mn>
             1 
           </mn> 
           <mi>
             u 
           </mi> 
          </mfrac> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <mi>
              a 
            </mi> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <mi>
              b 
            </mi> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <msub> 
           <mi>
             ω 
           </mi> 
           <mi>
             r 
           </mi> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             k 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mi>
            δ 
          </mi> 
          <mo>
            = 
          </mo> 
          <mi>
            m 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <mover accent="true"> 
             <mi>
               v 
             </mi> 
             <mo>
               ˙ 
             </mo> 
            </mover> 
            <mo>
              + 
            </mo> 
            <mi>
              u 
            </mi> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <mi>
              a 
            </mi> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <mi>
              b 
            </mi> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mi>
            β 
          </mi> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mn>
             1 
           </mn> 
           <mi>
             u 
           </mi> 
          </mfrac> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msup> 
             <mi>
               a 
             </mi> 
             <mn>
               2 
             </mn> 
            </msup> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              + 
            </mo> 
            <msup> 
             <mi>
               b 
             </mi> 
             <mn>
               2 
             </mn> 
            </msup> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <msub> 
           <mi>
             ω 
           </mi> 
           <mi>
             r 
           </mi> 
          </msub> 
          <mo>
            − 
          </mo> 
          <mi>
            a 
          </mi> 
          <msub> 
           <mi>
             k 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mi>
            δ 
          </mi> 
          <mo>
            = 
          </mo> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mi>
             z 
           </mi> 
          </msub> 
          <msub> 
           <mover accent="true"> 
            <mi>
              ω 
            </mi> 
            <mo>
              ˙ 
            </mo> 
           </mover> 
           <mi>
             r 
           </mi> 
          </msub> 
         </mtd> 
        </mtr> 
       </mtable> 
      </mrow> 
     </mrow> 
    </math> (10)</p>
   <p>Transforming the above equations, we obtain:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mrow> 
       <mo>
         { 
       </mo> 
       <mtable columnalign="left"> 
        <mtr> 
         <mtd> 
          <msub> 
           <mover accent="true"> 
            <mi>
              ω 
            </mi> 
            <mo>
              ˙ 
            </mo> 
           </mover> 
           <mi>
             r 
           </mi> 
          </msub> 
          <mo>
            = 
          </mo> 
          <mfrac> 
           <mrow> 
            <msup> 
             <mi>
               a 
             </mi> 
             <mn>
               2 
             </mn> 
            </msup> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              + 
            </mo> 
            <msup> 
             <mi>
               b 
             </mi> 
             <mn>
               2 
             </mn> 
            </msup> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mrow> 
            <msub> 
             <mi>
               I 
             </mi> 
             <mi>
               z 
             </mi> 
            </msub> 
            <mi>
              u 
            </mi> 
           </mrow> 
          </mfrac> 
          <msub> 
           <mi>
             ω 
           </mi> 
           <mi>
             r 
           </mi> 
          </msub> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mrow> 
            <mi>
              a 
            </mi> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <mi>
              b 
            </mi> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mrow> 
            <msub> 
             <mi>
               I 
             </mi> 
             <mi>
               z 
             </mi> 
            </msub> 
           </mrow> 
          </mfrac> 
          <mi>
            β 
          </mi> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mrow> 
            <mi>
              a 
            </mi> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mrow> 
            <msub> 
             <mi>
               I 
             </mi> 
             <mi>
               z 
             </mi> 
            </msub> 
           </mrow> 
          </mfrac> 
          <mi>
            δ 
          </mi> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <mover accent="true"> 
           <mi>
             β 
           </mi> 
           <mo>
             ˙ 
           </mo> 
          </mover> 
          <mo>
            = 
          </mo> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <mfrac> 
             <mrow> 
              <mi>
                a 
              </mi> 
              <msub> 
               <mi>
                 k 
               </mi> 
               <mn>
                 1 
               </mn> 
              </msub> 
              <mo>
                − 
              </mo> 
              <mi>
                b 
              </mi> 
              <msub> 
               <mi>
                 k 
               </mi> 
               <mn>
                 2 
               </mn> 
              </msub> 
             </mrow> 
             <mrow> 
              <mi>
                m 
              </mi> 
              <msup> 
               <mi>
                 u 
               </mi> 
               <mn>
                 2 
               </mn> 
              </msup> 
             </mrow> 
            </mfrac> 
            <mo>
              − 
            </mo> 
            <mn>
              1 
            </mn> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <msub> 
           <mi>
             ω 
           </mi> 
           <mi>
             r 
           </mi> 
          </msub> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mrow> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              + 
            </mo> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
           <mrow> 
            <mi>
              m 
            </mi> 
            <mi>
              u 
            </mi> 
           </mrow> 
          </mfrac> 
          <mi>
            β 
          </mi> 
          <mo>
            − 
          </mo> 
          <mfrac> 
           <mrow> 
            <msub> 
             <mi>
               k 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
           <mrow> 
            <mi>
              m 
            </mi> 
            <mi>
              u 
            </mi> 
           </mrow> 
          </mfrac> 
          <mi>
            δ 
          </mi> 
         </mtd> 
        </mtr> 
       </mtable> 
      </mrow> 
     </mrow> 
    </math> (11)</p>
   <p>The state-space representation of the above equations is:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mover accent="true"> 
              <mi>
                ω 
              </mi> 
              <mo>
                ˙ 
              </mo> 
             </mover> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mover accent="true"> 
            <mi>
              β 
            </mi> 
            <mo>
              ˙ 
            </mo> 
           </mover> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               a 
             </mi> 
             <mrow> 
              <mn>
                11 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               a 
             </mi> 
             <mrow> 
              <mn>
                12 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               a 
             </mi> 
             <mrow> 
              <mn>
                21 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               a 
             </mi> 
             <mrow> 
              <mn>
                22 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mi>
             β 
           </mi> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
      <mo>
        + 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mrow> 
              <mn>
                11 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mrow> 
              <mn>
                21 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
      <mi>
        δ 
      </mi> 
     </mrow> 
    </math></p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mi>
             β 
           </mi> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mn>
             1 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             1 
           </mn> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               ω 
             </mi> 
             <mi>
               r 
             </mi> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mi>
             β 
           </mi> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
      <mo>
        + 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
      <mi>
        δ 
      </mi> 
     </mrow> 
    </math></p>
   <p>The simplified state-space form is:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mrow> 
       <mo>
         { 
       </mo> 
       <mtable columnalign="left"> 
        <mtr> 
         <mtd> 
          <mover accent="true"> 
           <mi>
             x 
           </mi> 
           <mo>
             ˙ 
           </mo> 
          </mover> 
          <mo>
            = 
          </mo> 
          <mi>
            A 
          </mi> 
          <mi>
            x 
          </mi> 
          <mo>
            + 
          </mo> 
          <mi>
            B 
          </mi> 
          <mi>
            u 
          </mi> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <mi>
            y 
          </mi> 
          <mo>
            = 
          </mo> 
          <mi>
            C 
          </mi> 
          <mi>
            x 
          </mi> 
          <mo>
            + 
          </mo> 
          <mi>
            D 
          </mi> 
          <mi>
            u 
          </mi> 
         </mtd> 
        </mtr> 
       </mtable> 
      </mrow> 
     </mrow> 
    </math></p>
   <p>where:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        A 
      </mi> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               a 
             </mi> 
             <mrow> 
              <mn>
                11 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               a 
             </mi> 
             <mrow> 
              <mn>
                12 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               a 
             </mi> 
             <mrow> 
              <mn>
                21 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               a 
             </mi> 
             <mrow> 
              <mn>
                22 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
     </mrow> 
    </math></p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        B 
      </mi> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mrow> 
              <mn>
                11 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               b 
             </mi> 
             <mrow> 
              <mn>
                21 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
     </mrow> 
    </math></p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        C 
      </mi> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mn>
             1 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             1 
           </mn> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
     </mrow> 
    </math></p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        D 
      </mi> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
     </mrow> 
    </math></p>
   <p>and:</p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         a 
       </mi> 
       <mrow> 
        <mn>
          11 
        </mn> 
       </mrow> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mrow> 
        <msup> 
         <mi>
           a 
         </mi> 
         <mn>
           2 
         </mn> 
        </msup> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          + 
        </mo> 
        <msup> 
         <mi>
           b 
         </mi> 
         <mn>
           2 
         </mn> 
        </msup> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
       <mrow> 
        <msub> 
         <mi>
           I 
         </mi> 
         <mi>
           z 
         </mi> 
        </msub> 
        <mi>
          u 
        </mi> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math></p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         a 
       </mi> 
       <mrow> 
        <mn>
          12 
        </mn> 
       </mrow> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mrow> 
        <mi>
          a 
        </mi> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          + 
        </mo> 
        <mi>
          b 
        </mi> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
       <mrow> 
        <msub> 
         <mi>
           I 
         </mi> 
         <mi>
           z 
         </mi> 
        </msub> 
        <mi>
          u 
        </mi> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math></p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         b 
       </mi> 
       <mrow> 
        <mn>
          11 
        </mn> 
       </mrow> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mo>
        − 
      </mo> 
      <mfrac> 
       <mrow> 
        <mi>
          a 
        </mi> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
       <mrow> 
        <msub> 
         <mi>
           I 
         </mi> 
         <mi>
           z 
         </mi> 
        </msub> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math></p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         a 
       </mi> 
       <mrow> 
        <mn>
          21 
        </mn> 
       </mrow> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mrow> 
        <mi>
          a 
        </mi> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          − 
        </mo> 
        <mi>
          b 
        </mi> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
       <mrow> 
        <mi>
          m 
        </mi> 
        <msup> 
         <mi>
           u 
         </mi> 
         <mn>
           2 
         </mn> 
        </msup> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math></p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         a 
       </mi> 
       <mrow> 
        <mn>
          22 
        </mn> 
       </mrow> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mrow> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          + 
        </mo> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
       <mrow> 
        <mi>
          m 
        </mi> 
        <mi>
          u 
        </mi> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math></p>
   <p>
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         b 
       </mi> 
       <mrow> 
        <mn>
          21 
        </mn> 
       </mrow> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mo>
        − 
      </mo> 
      <mfrac> 
       <mrow> 
        <msub> 
         <mi>
           k 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
       <mrow> 
        <mi>
          m 
        </mi> 
        <mi>
          u 
        </mi> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math></p>
  </sec><sec id="s4">
   <title>4. 2-DOF Vehicle Model Modeling and Simulation Analysis</title>
   <p>Establish the corresponding Simulink simulation model based on the above equation, with the input being the front wheel steering angle and the outputs being the sideslip angle and yaw rate. The simulation model is shown in <xref ref-type="fig" rid="fig2">
     Figure 2
    </xref>.</p>
   <p>Select specific parameters of a certain car, as listed in <xref ref-type="table" rid="table1">
     Table 1
    </xref>, and run the simulation model in the software. Through simulation analysis, compare the yaw</p>
   <fig id="fig2" position="float">
    <label>Figure 2</label>
    <caption>
     <title>Figure 2. Two-degree-of-freedom vehicle simulation model.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId103.jpeg?20250324024112" />
   </fig>
   <table-wrap id="table1">
    <label>
     <xref ref-type="table" rid="table1">
      Table 1
     </xref></label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.141456-"></xref>Table 1. Specific parameters of a certain car.</title>
    </caption>
    <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
     <tr> 
      <td class="acenter" width="75.19%"><p style="text-align:center">Gross Weight (m)</p></td> 
      <td class="acenter" width="24.81%"><p style="text-align:center">2045</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="75.19%"><p style="text-align:center">Moment of Inertia of the Vehicle about the z-axis (I)</p></td> 
      <td class="acenter" width="24.81%"><p style="text-align:center">5428</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="75.19%"><p style="text-align:center">Distance from the Front Axle to the Center of Mass (a)</p></td> 
      <td class="acenter" width="24.81%"><p style="text-align:center">1.488</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="75.19%"><p style="text-align:center">Distance from the Rear Axle to the Center of Mass (b)</p></td> 
      <td class="acenter" width="24.81%"><p style="text-align:center">1.712</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="75.19%"><p style="text-align:center">Front Wheel Cornering Stiffness (Cf)</p></td> 
      <td class="acenter" width="24.81%"><p style="text-align:center">38,900</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="75.19%"><p style="text-align:center">Rear Wheel Cornering Stiffness (Cr)</p></td> 
      <td class="acenter" width="24.81%"><p style="text-align:center">39,200</p></td> 
     </tr> 
    </table>
   </table-wrap>
   <p>rate and sideslip angle under different front wheel steering angles and different vehicle speeds to assess the impact on vehicle handling stability <xref ref-type="bibr" rid="scirp.141456-4">
     [4]
    </xref>.</p>
   <p>1) Comparison under Different Front Wheel Steering Angles</p>
   <p>When the vehicle is traveling at a speed of 20 km/h, a step signal is applied to the front wheel steering angle at 0 seconds of simulation time, causing the front wheel steering angle to change from 0˚ to 2˚, 5˚, 10˚, 15˚, and 20˚, respectively, and remain at these angles. The yaw rate response curves are shown in <xref ref-type="fig" rid="figFigures 3(a)">
     Figures 3(a)
    </xref>-<xref ref-type="bibr" rid="scirp.141456-#f3">
     (e)
    </xref>, and the sideslip angle response curves are shown in <xref ref-type="fig" rid="figFigures 5(a)">
     Figures 5(a)
    </xref>-<xref ref-type="bibr" rid="scirp.141456-#f5">
     (e)
    </xref>.</p>
   <p>From <xref ref-type="fig" rid="fig3">
     Figure 3
    </xref>, it can be observed that as the front wheel steering angle increases, the overshoot of the yaw rate also increases, rising from 0.025, 0.06, 0.12, 0.18, to 0.24, while the time required to reach a steady state slightly increases. From <xref ref-type="fig" rid="fig4">
     Figure 4
    </xref>, it can be seen that as the front wheel steering angle increases, the sideslip angle significantly increases, changing from −0.2, −0.43, −0.95, −1.4, to −1.85, with both the overshoot and stabilization time also increasing. Therefore, emergency steering maneuvers should be avoided during high-speed driving.</p>
   <p>2) Comparison under Different Speed</p>
   <p>When the simulation time is set to 0 s, a step signal is applied to the front wheels, causing them to rotate from 0˚ to 5˚ and maintain this angle. The vehicle is then set to travel at speeds of 20, 30, 40, 50, and 60 km/h. The yaw rate response curves are shown in <xref ref-type="fig" rid="figFigures 5(a)">
     Figures 5(a)
    </xref>-<xref ref-type="bibr" rid="scirp.141456-#f5">
     (e)
    </xref>, and the yaw angle response curves at the vehicle’s center of gravity are shown in <xref ref-type="fig" rid="figFigures 6(a)">
     Figures 6(a)
    </xref>-<xref ref-type="bibr" rid="scirp.141456-#f6">
     (e)
    </xref>. From <xref ref-type="fig" rid="fig5">
     Figure 5
    </xref>, it can be</p>
   <fig-group id="fig3" position="float">
    <fig id="fig3" position="float">
     <label>Figure 3</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 3. (a) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 2˚; (b) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 5˚; (c) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 10˚; (d) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 15˚; (e) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 20˚.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId104.jpeg?20250324024112" />
    </fig>
    <fig id="fig3" position="float">
     <label>Figure 3</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 3. (a) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 2˚; (b) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 5˚; (c) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 10˚; (d) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 15˚; (e) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 20˚.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId105.jpeg?20250324024112" />
    </fig>
    <fig id="fig3" position="float">
     <label>Figure 3</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 3. (a) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 2˚; (b) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 5˚; (c) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 10˚; (d) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 15˚; (e) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 20˚.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId106.jpeg?20250324024111" />
    </fig>
    <fig id="fig3" position="float">
     <label>Figure 3</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 3. (a) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 2˚; (b) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 5˚; (c) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 10˚; (d) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 15˚; (e) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 20˚.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId107.jpeg?20250324024111" />
    </fig>
    <fig id="fig3" position="float">
     <label>Figure 3</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 3. (a) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 2˚; (b) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 5˚; (c) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 10˚; (d) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 15˚; (e) Yaw rate response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 20˚.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId108.jpeg?20250324024111" />
    </fig>
   </fig-group>
   <fig-group id="fig4" position="float">
    <fig id="fig4" position="float">
     <label>Figure 4</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 4. (a) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 2˚; (b) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 5˚; (c) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 10˚; (d) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 15˚; (e) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 20˚.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId109.jpeg?20250324024111" />
    </fig>
    <fig id="fig4" position="float">
     <label>Figure 4</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 4. (a) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 2˚; (b) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 5˚; (c) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 10˚; (d) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 15˚; (e) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 20˚.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId110.jpeg?20250324024112" />
    </fig>
    <fig id="fig4" position="float">
     <label>Figure 4</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 4. (a) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 2˚; (b) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 5˚; (c) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 10˚; (d) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 15˚; (e) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 20˚.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId111.jpeg?20250324024112" />
    </fig>
    <fig id="fig4" position="float">
     <label>Figure 4</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 4. (a) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 2˚; (b) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 5˚; (c) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 10˚; (d) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 15˚; (e) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 20˚.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId112.jpeg?20250324024112" />
    </fig>
    <fig id="fig4" position="float">
     <label>Figure 4</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 4. (a) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 2˚; (b) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 5˚; (c) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 10˚; (d) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 15˚; (e) Sideslip angle response curve at a vehicle speed of 20 km/h with a front wheel steering angle of 20˚.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId113.jpeg?20250324024112" />
    </fig>
   </fig-group>
   <fig-group id="fig5" position="float">
    <fig id="fig5" position="float">
     <label>Figure 5</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 5. (a) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 20 km/h; (b) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 30 km/h; (c) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 40 km/h; (d) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 50 km/h; (e) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 60 km/h.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId114.jpeg?20250324024112" />
    </fig>
    <fig id="fig5" position="float">
     <label>Figure 5</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 5. (a) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 20 km/h; (b) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 30 km/h; (c) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 40 km/h; (d) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 50 km/h; (e) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 60 km/h.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId115.jpeg?20250324024112" />
    </fig>
    <fig id="fig5" position="float">
     <label>Figure 5</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 5. (a) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 20 km/h; (b) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 30 km/h; (c) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 40 km/h; (d) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 50 km/h; (e) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 60 km/h.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId116.jpeg?20250324024112" />
    </fig>
    <fig id="fig5" position="float">
     <label>Figure 5</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 5. (a) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 20 km/h; (b) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 30 km/h; (c) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 40 km/h; (d) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 50 km/h; (e) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 60 km/h.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId117.jpeg?20250324024111" />
    </fig>
    <fig id="fig5" position="float">
     <label>Figure 5</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 5. (a) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 20 km/h; (b) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 30 km/h; (c) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 40 km/h; (d) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 50 km/h; (e) Yaw rate response curve at a front wheel steering angle of 5˚ and a vehicle speed of 60 km/h.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId118.jpeg?20250324024111" />
    </fig>
   </fig-group>
   <fig-group id="fig6" position="float">
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 6. (a) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 20 km/h; (b) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 30 km/h; (c) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 40 km/h; (d) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 50 km/h; (e) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 60 km/h.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId119.jpeg?20250324024112" />
    </fig>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 6. (a) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 20 km/h; (b) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 30 km/h; (c) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 40 km/h; (d) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 50 km/h; (e) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 60 km/h.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId120.jpeg?20250324024112" />
    </fig>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 6. (a) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 20 km/h; (b) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 30 km/h; (c) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 40 km/h; (d) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 50 km/h; (e) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 60 km/h.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId121.jpeg?20250324024112" />
    </fig>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 6. (a) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 20 km/h; (b) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 30 km/h; (c) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 40 km/h; (d) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 50 km/h; (e) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 60 km/h.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId122.jpeg?20250324024112" />
    </fig>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>(a)--(b)--(c)--(d)--(e)--Figure 6. (a) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 20 km/h; (b) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 30 km/h; (c) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 40 km/h; (d) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 50 km/h; (e) Sideslip angle response curve at a front wheel steering angle of 5˚ and a vehicle speed of 60 km/h.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724058-rId123.jpeg?20250324024112" />
    </fig>
   </fig-group>
   <p>seen that as the speed increases, the overshoot of the yaw rate gradually increases, from 0.06, 0.062, 0.06, 0.055 to 0.05, and the time taken to reach steady state also increases. The stability of the vehicle decreases. When the vehicle’s speed exceeds the critical stable speed, the center-of-gravity slip angle rapidly increases from −0.47, −1.28, −2.2, −3.2 to −4.2, surpassing the vehicle’s stable critical value. The operational stability of the vehicle decreases, and there is a high likelihood of severe traffic accidents, such as vehicle skidding, which could endanger personal safety.</p>
  </sec><sec id="s5">
   <title>5. Conclusion and Discussion</title>
   <p>Using the Matlab/Simulink simulation software, a step signal is applied as the front wheel steering angle input to the simplified two-degree-of-freedom linear vehicle model to obtain the response characteristics curves of the yaw rate and sideslip angle to the front wheel steering angle. By analyzing the curves under various operating conditions, the impact of the yaw rate and sideslip angle on vehicle stability is explained, as well as their intrinsic relationship with the front wheel steering angle and vehicle speed. This provides reference and insights for future research and exploration of vehicle stability.</p>
   <p>The main objective of this paper is to verify the vehicle behavior under basic input conditions by simplifying the model, laying a foundation for subsequent more complex research and providing an important reference for understanding the basic characteristics of vehicle dynamics. At the same time, due to the high threshold and cost of vehicle hardware in the loop simulation platform tests, it is planned to introduce a comparison between experimental verification and simulation results in subsequent research to better ensure the reliability and scientific nature of the research.</p>
  </sec>
 </body><back>
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