<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3-mathml3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="1.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mech. Eng.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Mechanical Engineering</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mech. Eng.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2297-3079</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1768746</article-id>
<article-id pub-id-type="doi">10.3389/fmech.2026.1768746</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Analysis of damping impact vibration performance of air spring with negative stiffness</article-title>
<alt-title alt-title-type="left-running-head">Xu et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmech.2026.1768746">10.3389/fmech.2026.1768746</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Zhongyi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing &#x2013; review and editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Bao</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3249907"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing &#x2013; review and editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yuanshao</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3248706"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing &#x2013; review and editing</role>
</contrib>
</contrib-group>
<aff id="aff1">
<label>1</label>
<institution>Estun Automation Co., Ltd</institution>, <city>Nanjing</city>, <country country="CN">China</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>Naveco Automobile Co., Ltd</institution>, <city>Nanjing</city>, <country country="CN">China</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>Nanjing Tech University Pujiang Institute</institution>, <city>Nanjing</city>, <country country="CN">China</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Bao Zhang, <email xlink:href="mailto:zhangbao1350@126.com">zhangbao1350@126.com</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-03-03">
<day>03</day>
<month>03</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>12</volume>
<elocation-id>1768746</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>16</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Xu, Zhang and Wang.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Xu, Zhang and Wang</copyright-holder>
<license>
<ali:license_ref start_date="2026-03-03">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>Conventional air springs exhibit inadequate impact isolation performance under transient shock conditions due to inherent dynamic hysteresis in stiffness regulation, which leads to significant lag in stiffness response. To overcome the inherent limitations of the existing two paradigms&#x2014;namely &#x201c;structure-dictated-function&#x201d; and &#x201c;control-augmented-structure&#x201d;&#x2014;this paper presents a novel integrated negative-stiffness air spring architecture. Its key innovation lies in the incorporation of a controllable auxiliary chamber inside the main air chamber, eliminating the need for external complex mechanisms or high-bandwidth active control. By establishing a dynamic gas-coupling interaction between the main and auxiliary chambers, the system is designed to actively induce an internal negative-stiffness effect instantaneously upon impact, thereby counteracting the abrupt increase in primary stiffness and smoothing the shock load at the source. Through an integrated methodology combining theoretical modeling and experimental bench tests, this study systematically elucidates the regulatory effects of two critical design parameters&#x2014;auxiliary chamber volume and valve opening&#x2014;on the dynamic characteristics of the system. Results demonstrate that both the dynamic stiffness and the impact stiffness decrease monotonically with increasing auxiliary chamber volume and valve opening. The proposed configuration effectively achieves the intended internal negative-stiffness behavior, significantly attenuates impact-induced vibration, and mitigates stiffness hysteresis. This work verifies the feasibility of realizing transient negative stiffness via internal chamber coupling for shock suppression, offering a new design paradigm and practical guidelines for developing high-performance suspension systems with compact layout and fast response.</p>
</abstract>
<kwd-group>
<kwd>air spring</kwd>
<kwd>coupling</kwd>
<kwd>negative stiffness</kwd>
<kwd>shock vibration</kwd>
<kwd>stiffness hysteresis</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This study received funding from Naveco Automobile Co., Ltd.</funding-statement>
</funding-group>
<counts>
<fig-count count="15"/>
<table-count count="1"/>
<equation-count count="13"/>
<ref-count count="34"/>
<page-count count="14"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Engine and Automotive Engineering</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<p>In the upgrading process of commercial vehicles towards heavy-load and high-speed operation, suspension systems face the dual challenges of attenuating strong road impacts and maintaining body posture stability. These two performance requirements often exhibit an almost contradictory coupling relationship under dynamic operating conditions (<xref ref-type="bibr" rid="B15">Nagarkar et al., 2023</xref>; <xref ref-type="bibr" rid="B5">Fu et al., 2023</xref>; <xref ref-type="bibr" rid="B21">Semen et al., 2023</xref>). Traditional suspension solutions typically feature fixed stiffness and damping parameters, which struggle to adapt to the dynamically varying load spectrum characteristics during commercial vehicle operation, gradually failing to meet the demands of high-performance suspensions (<xref ref-type="bibr" rid="B24">Waghmare et al., 2023</xref>). Therefore, this research aims to achieve real-time control of the suspension system&#x2019;s dynamic stiffness, thereby significantly enhancing its vibration isolation performance under impact loads.</p>
<p>Compared with traditional steel springs, air springs leverage the compressibility of gas as their working medium, offering inherent potential for nonlinear stiffness adjustment. This makes them a preferred solution for high-performance commercial vehicle suspensions (<xref ref-type="bibr" rid="B27">Wu et al., 2023a</xref>; <xref ref-type="bibr" rid="B33">Zhang et al., 2023</xref>; <xref ref-type="bibr" rid="B31">Wei et al., 2022</xref>). However, this potential for stiffness adjustment is significantly limited under transient, strong-impact conditions. The core issue lies in the inherent dynamic hysteresis during the stiffness regulation process of air springs: the speed of gas pressure build-up and release cannot match the millisecond-level rate of change in transient impact loads, leading to severe stiffness response lag (<xref ref-type="bibr" rid="B34">Zhou et al., 2022</xref>; <xref ref-type="bibr" rid="B1">Cheng et al., 2023</xref>; <xref ref-type="bibr" rid="B18">Min et al., 2018</xref>). This phenomenon not only compromises vibration isolation performance but may also induce secondary impact oscillations due to abrupt stiffness changes, significantly reducing ride comfort and posing safety risks.</p>
<p>To address this key technical challenge of stiffness hysteresis, the academic community has developed two distinct research and development pathways. The first adheres to the design philosophy of &#x201c;structure dictates function,&#x201d; aiming to fundamentally expand the performance boundaries of suspension systems through optimized physical configurations. For example, multi-chamber air spring designs achieve stepwise adjustable stiffness by introducing gas flow switching logic (<xref ref-type="bibr" rid="B28">Wu et al., 2023b</xref>; <xref ref-type="bibr" rid="B29">Yin Z. et al., 2023</xref>; <xref ref-type="bibr" rid="B14">Luo et al., 2023</xref>), yet the physical limits of fluid flow hinder further improvements in switching speed. Negative stiffness mechanisms achieve very low dynamic stiffness through special mechanical arrangements (<xref ref-type="bibr" rid="B13">Liu et al., 2022</xref>; <xref ref-type="bibr" rid="B7">Hung et al., 2021</xref>; <xref ref-type="bibr" rid="B8">Jiang et al., 2020</xref>; <xref ref-type="bibr" rid="B3">Corsi et al., 2020</xref>) but commonly suffer from issues such as excessive structural volume and insufficient robustness. The second pathway adopts the &#x201c;control empowers structure&#x201d; approach, granting suspension systems dynamic adjustment capabilities through advanced control algorithms (e.g., <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>&#x221e;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> robust control (<xref ref-type="bibr" rid="B25">Wang et al., 2022</xref>) and fast-response valves (e.g., semi-active control valves (<xref ref-type="bibr" rid="B4">Du et al., 2022</xref>). However, this path inevitably faces traditional bottlenecks such as control delay, increased energy consumption, and higher costs. To overcome the aforementioned bottlenecks, researchers are actively exploring innovative pathways that deeply integrate structure and control. For instance, drawing on the nonlinear mechanisms of bistable X-structures can achieve quasi-zero stiffness and the ability to withstand large-amplitude vibrations (<xref ref-type="bibr" rid="B11">Li and Jing, 2021</xref>; <xref ref-type="bibr" rid="B9">Jing, 2022</xref>; <xref ref-type="bibr" rid="B2">Chong et al., 2022</xref>). However, due to limitations in stability and reliability, such modified structures are not yet suitable for vehicle suspension systems.</p>
<p>Synthesizing the above research progress reveals a clear technical gap in the field of air spring suspensions: while optimization for steady-state ride comfort has been extensively studied (<xref ref-type="bibr" rid="B22">Shao et al., 2018</xref>; <xref ref-type="bibr" rid="B17">Mert and Samim &#xdc;nl&#xfc;soy, 2012</xref>; <xref ref-type="bibr" rid="B10">Kim et al., 2017</xref>), there remains a lack of efficient and concise solutions for achieving rapid, robust, and complexity-free stiffness self-adaptation under transient impact conditions. Existing technical solutions either lack the response speed to handle transient impacts, suffer from structural complexity limiting practicality, or face prohibitive control costs hindering engineering application.</p>
<p>Based on this, this paper proposes an integrated negative-stiffness air spring design scheme targeted at transient impact conditions. The core innovation of this design lies in abandoning the traditional approaches of attaching complex external negative-stiffness mechanisms or relying on high-bandwidth control. Instead, it integrates a set of controllable auxiliary chambers within the conventional air spring to construct a dynamically adaptive gas buffer structure. This paper hypothesizes and will subsequently verify through theoretical analysis and experimental validation that by precisely matching the auxiliary chamber volume parameters with the opening characteristics of the connecting valve, gas can be rapidly directed into the auxiliary chamber at the instant the main chamber is compressed by an impact and its stiffness is about to rise sharply. This action actively triggers a transient negative-stiffness effect within the system, counteracting the rising trend of the main stiffness and fundamentally smoothing the stiffness impact curve. Through a combined methodology of theoretical modeling, numerical simulation, and experimental validation, this study systematically analyzes the internal coupling mechanism between the main and auxiliary chambers, quantifies the influence of key parameters such as auxiliary chamber volume and valve opening on impact dynamic stiffness and vibration attenuation performance. The ultimate goal is to provide a new technical paradigm&#x2014;characterized by simple structure, rapid response, and ease of engineering&#x2014;for solving the transient impact hysteresis problem in air springs.</p>
<p>To address the insufficient impact isolation performance of traditional air springs, this paper first undertakes the design of a negative-stiffness air spring, adopting an integrated built-in auxiliary chamber configuration and establishing a main-auxiliary chamber coupling mechanism. This is followed by theoretical modeling and mechanical analysis, based on which the negative stiffness mechanism of the air spring is analyzed. Subsequently, stiffness and impact vibration tests are conducted to complete the experimental analysis. The specific technical roadmap is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The specific technical roadmap.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g001.tif">
<alt-text content-type="machine-generated">Flowchart illustrating the design and analysis process for improving air spring shock isolation. It details problem identification, design, auxiliary chamber configuration, theoretical modeling, negative stiffness mechanism analysis, experimental analysis, and factors considered such as chamber volume and valve opening.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2">
<label>2</label>
<title>Theoretical analysis</title>
<sec id="s2-1">
<label>2.1</label>
<title>Structure and principle</title>
<p>The air spring suspension is shown in <xref ref-type="fig" rid="F2">Figure 2a</xref> and mainly consists of air spring, shock absorber, guiding mechanism and control system. Air spring is closely related to stability and vibration damping performance. Compared with other types of spring, such as helical spring, torsion bar spring, leaf spring, air spring has good nonlinear stiffness, excellent vibration damping performance, has been widely used. At present, the air spring is mainly divided into two types of capsule air spring and membrane air spring, as shown in <xref ref-type="fig" rid="F2">Figure 2b</xref>. The capsule air spring has the characteristics of large effective area change rate, high stiffness and long service life. In order to achieve good damping performance, the stiffness of the spring is reduced by increasing the auxiliary air chamber. Membrane air spring structure with small effective area change rate, low stiffness, good damping performance, self-sealing, simple structure, low cost, widely used in automotive suspension. By adding an auxiliary air chamber to the membrane air spring, the adjusting range of the spring stiffness is widened and the good damping effect is achieved. In this paper, membrane air spring is selected as the research object.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The air spring suspension. <bold>(a)</bold> The structure of suspension. <bold>(b)</bold> Air spring.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g002.tif">
<alt-text content-type="machine-generated">Diagram with two parts: part a shows a labeled rear axle assembly with subframe, air springs on each side, air filled pump in the center, and dampers above; part b displays side-by-side cutaway illustrations of a capsule type air spring and a membrane air spring, each highlighting their structural differences.</alt-text>
</graphic>
</fig>
<p>The structure of membrane air spring with double secondary air bags is shown in <xref ref-type="fig" rid="F3">Figure 3a</xref>. It is mainly composed of upper cover plate, lower cover plate, main air bag, secondary air bag and pipeline system (<xref ref-type="bibr" rid="B19">Mo et al., 2024</xref>; <xref ref-type="bibr" rid="B30">Yin S et al., 2023</xref>). The secondary air bags are arranged symmetrically and installed in the main air bag. According to the change of the air spring load, the air pipeline control system controls the valve opening to inflate or deflate the secondary air bags. And the stiffness of the air spring can be changed to achieve the function of damping shock vibration.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The membrane air spring with double secondary air bags. <bold>(a)</bold> The structure of the air spring. <bold>(b)</bold> The closed state of the secondary air bags. <bold>(c)</bold> The inflating state of the secondary air bags. <bold>(d)</bold> The deflating state of the secondary air bags.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g003.tif">
<alt-text content-type="machine-generated">Diagram illustrating the structure and working process of an airbag and airway control system. Panel a shows a cross-sectional schematic labeled with upper and lower cover plates, a main airbag, secondary airbags, and an airway control system with labeled regions A, B, and C. Panels b, c, and d sequentially display the system&#x2019;s operation under forces F1, F2, and F3, with arrows indicating airflow and pressure changes through the control system.</alt-text>
</graphic>
</fig>
<p>The working process of the air spring is &#x201c;<xref ref-type="fig" rid="F3">Figures 3b&#x2013;d</xref>&#x201d;. When the external load F is less than the specified value (such as <xref ref-type="fig" rid="F3">Figure 3b</xref>), the valve closes, and the main air bag acts to attenuate the random vibration. When the external load F is greater than the specified value (such as <xref ref-type="fig" rid="F3">Figure 3c</xref>), the valve is opened and the main air bag inflates the secondary air bags, thereby reducing the impact stiffness of the air spring to attenuate the impact vibration. The valve opening &#x3b4; is determined by the external load F, the larger F, the larger &#x3b4;, the smaller impact stiffness, the better vibration reduction effect. When the external load F decreases from the maximum value to the specified value (such as <xref ref-type="fig" rid="F3">Figure 3d</xref>), the valve opening &#x3b4; gradually becomes smaller, and the secondary air bags release air to the main air bag. When the external load F drops below the specified value, the valve closes and the air spring is again in the working state of <xref ref-type="fig" rid="F3">Figure 3b</xref>.</p>
</sec>
<sec id="s2-2">
<label>2.2</label>
<title>Control system design</title>
<p>To enable the dual-chamber air spring to adaptively attenuate shock vibrations, this study designs an active pneumatic control system based on real-time load feedback. Its core function lies in dynamically adjusting the valve opening between the main airbag and the auxiliary chamber via an Electronic Control Unit (ECU), thereby altering the system&#x2019;s equivalent volume and stiffness.</p>
<p>The air piping system control principle is shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. A force sensor is installed on the lower cover plate to collect the load data of the air spring. The ECU controls the valve opening of the air pipeline system according to the load data. When the main air bag is compressed upward, the air pressure is greater than that of the secondary air bags, and the main air bag is inflated to the secondary air bags to reduce the air pressure in the main air bag. When the main air bag is drawn down, the air pressure is lower than the air pressure of the secondary air bags, at this time the secondary air bags deflate into the main air bag, thereby increasing the air pressure in the main air bag. When the air spring load is less than the specified value, the ECU causes the valve to close. At this time, the air pressure in the main air bag is approximately equal to that in the secondary air bags.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>The airway control system.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g004.tif">
<alt-text content-type="machine-generated">Diagram illustrating an airbag system with a main air bag, two secondary air bags, an ECU, a sensor, and four solenoid valves arranged to control air flow and deployment.</alt-text>
</graphic>
</fig>
<p>The control system must first accurately distinguish between random vibrations and shock vibrations. This study defines a dynamic load threshold <italic>F</italic>
<sub>
<italic>set</italic>
</sub> as the criterion for identification, the expression is shown in <xref ref-type="disp-formula" rid="e1">Equation 1</xref>
<disp-formula id="e1">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <italic>F</italic>
<sub>
<italic>static</italic>
</sub> represents the static equilibrium load of the vehicle under the current payload, obtained through system initialization and calibration; <italic>&#x3b1;</italic> is the shock threshold coefficient, a design parameter greater than 1. By introducing <italic>&#x3b1;</italic>, <italic>F</italic>
<sub>
<italic>set</italic>
</sub> can adaptively adjust according to the vehicle&#x2019;s load, thereby avoiding potential issues such as false triggering or delayed response associated with a fixed threshold.</p>
<p>When the force sensor installed at the lower end of the suspension detects a real-time load <italic>F &#x3e; F</italic>
<sub>
<italic>set</italic>
</sub>, the condition is identified as a shock scenario, and the ECU initiates valve adjustment. The valve opening <italic>&#x3b4;</italic> is determined by the following formula, the expression is shown in <xref ref-type="disp-formula" rid="e2">Equation 2</xref>
<disp-formula id="e2">
<mml:math id="m3">
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>min</mml:mi>
<mml:mrow>
<mml:mfenced open="{" close="}" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <italic>e</italic>(<italic>t</italic>) represents the load deviation; <italic>K</italic>
<sub>
<italic>p</italic>
</sub>&#x200b; and <italic>K</italic>
<sub>
<italic>i&#x200b;</italic>
</sub> are the proportional and integral gain coefficients, respectively; and <italic>&#x3b4;</italic>
<sub>max</sub>&#x200b; denotes the maximum physical opening of the valve (corresponding to 100%). This proportional-integral (PI) control structure aims to achieve both rapid response and precise adjustment: the proportional term <italic>K</italic>
<sub>
<italic>p</italic>
</sub>&#x200b;&#x22c5;<italic>e</italic>(<italic>t</italic>) ensures that the opening is proportional to the intensity of the impact, guaranteeing immediacy; the integral term <italic>K</italic>
<sub>
<italic>i&#x200b;</italic>
</sub>&#x222b;<italic>e</italic>(<italic>t</italic>)<italic>dt</italic> continuously corrects steady-state errors, particularly under prolonged or continuous impacts, enabling the system to optimize and maintain an ideal stable opening to fully utilize the volumetric effect of the auxiliary chamber. When <italic>F</italic> &#x2264; <italic>F</italic>
<sub>set</sub>&#x200b;, the system identifies the condition as random vibration or steady-state driving, sets <italic>&#x3b4; &#x3d; 0</italic>, and closes the valve. In this state, the system exhibits high stiffness to provide sufficient support.</p>
<p>The solenoid valve exhibits an inherent response delay of approximately <italic>T</italic>
<sub>
<italic>d</italic>&#x200b;</sub> &#x3d; 20&#xa0;m. Without compensation, this delay would cause the stiffness adjustment to lag behind the rising edge of the impact load, thereby weakening the initial vibration mitigation effect. To address this, the system incorporates a feedforward compensation mechanism based on the load change rate. The ECU calculates the real-time load change rate <italic>dF</italic>/<italic>dt</italic>. When <italic>dF</italic>/<italic>dt</italic> exceeds a predefined impact rate threshold <italic>Rth</italic>, even if <italic>F</italic> has not yet fully surpassed <italic>F</italic>
<sub>
<italic>set</italic>
</sub>&#x200b;, the ECU will proactively output a feedforward opening command <italic>&#x3b4;</italic>
<sub>
<italic>ff</italic>
</sub>&#x200b; proportional to <italic>dF</italic>/<italic>dt</italic>, the expression is shown in <xref ref-type="disp-formula" rid="e3">Equation 3</xref>
<disp-formula id="e3">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>F</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>h</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>F</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3e;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>h</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>K</italic>
<sub>
<italic>ff</italic>
</sub>&#x200b; is the feedforward gain. This pre-emptive command is superimposed onto the opening command generated by the aforementioned PI closed-loop controller. By effectively predicting the impact trend, it partially compensates for the valve delay and optimizes the system&#x2019;s transient stiffness characteristics under sudden loading, enabling the impact stiffness <italic>k</italic>
<sub>
<italic>I</italic>
</sub>&#x200b; to decrease more rapidly.</p>
<p>The control parameters involved in this study (<italic>K</italic>
<sub>
<italic>p</italic>
</sub>&#x200b;, <italic>K</italic>
<sub>
<italic>i&#x200b;</italic>
</sub>, <italic>Rth</italic>&#x200b;, <italic>K</italic>
<sub>
<italic>ff</italic>
</sub>&#x200b;) are initially calibrated via bench testing. The calibration principle is to align the gas flow response characteristics of the valve with the inflation/deflation dynamics of the auxiliary chamber. This ensures smooth and rapid stiffness regulation across different <italic>V</italic>
<sub>
<italic>s</italic>
</sub>&#x200b; (auxiliary chamber volumes). Ultimately, by coordinating the structural parameter <italic>V</italic>
<sub>
<italic>s</italic>
</sub>&#x200b;&#x200b; and the control parameter <italic>&#x3b4;</italic> (valve opening), this control system determines the instantaneous stiffness <italic>k</italic>
<sub>
<italic>I</italic>&#x200b;</sub> of the air spring, thereby achieving effective shock and vibration attenuation performance.</p>
</sec>
<sec id="s2-3">
<label>2.3</label>
<title>Theoretical model</title>
<p>The mechanical model of the air spring suspension is shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. The road roughness is transmitted to the vehicle body by the path &#x201c;Tire-suspension&#x201d;, which makes the vehicle vibrate. The one-side tire and one-side air spring form a series damping system, and the two-side damping system forms a parallel damping system, as shown in <xref ref-type="fig" rid="F5">Figure 5a</xref>. According to reference (<xref ref-type="bibr" rid="B23">van der Seijs et al., 2016</xref>; <xref ref-type="bibr" rid="B6">Gao et al., 2024</xref>), the transfer function of the damping system and the stiffness of the air spring can be obtained.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The mechanical model of the air spring suspension. <bold>(a)</bold> Suspension model. <bold>(b)</bold> Air spring.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g005.tif">
<alt-text content-type="machine-generated">Diagram with two labeled sections. Panel a illustrates a mechanical model with two masses, springs, and dampers labeled with parameters and positions. Panel b is a schematic of a cylindrical object with a fixing point at the top and a loading point at the bottom, featuring labeled forces, dimensions, and pressure arrows.</alt-text>
</graphic>
</fig>
<p>The transfer function of the left damping system is<disp-formula id="e4">
<mml:math id="m5">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xb7;</mml:mo>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:msup>
<mml:mi>s</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xb7;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msup>
<mml:mi>s</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where <italic>H</italic>
<sub>
<italic>1L</italic>
</sub>(<italic>s</italic>) stands for the transfer function of the left tire system, <italic>H</italic>
<sub>
<italic>2L</italic>
</sub>(<italic>s</italic>) stands for the transfer function of the left suspension system, <italic>m</italic>
<sub>1</sub> stands for axle mass, <italic>m</italic>
<sub>2</sub> stands for the body mass, <italic>k</italic>
<sub>
<italic>t</italic>
</sub> stands for the tire stiffness, <italic>k</italic>
<sub>
<italic>sl</italic>
</sub> stands for the left suspension stiffness, <italic>c</italic>
<sub>
<italic>t</italic>
</sub> stands for the tire damping coefficient, <italic>c</italic>
<sub>
<italic>sl</italic>
</sub> stands for the left suspension damping coefficient.</p>
<p>The transfer function of the right damping system is<disp-formula id="e5">
<mml:math id="m6">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mi>R</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xb7;</mml:mo>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:msup>
<mml:mi>s</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xb7;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msup>
<mml:mi>s</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>where <italic>H</italic>
<sub>
<italic>1R</italic>
</sub>(<italic>s</italic>) stands for the transfer function of the right tire system, <italic>H</italic>
<sub>
<italic>2R</italic>
</sub>(<italic>s</italic>) stands for the transfer function of the right suspension, <italic>k</italic>
<sub>
<italic>sr</italic>
</sub> stands for the right suspension stiffness, <italic>c</italic>
<sub>
<italic>sr</italic>
</sub> stands for the right suspension damping coefficient.</p>
<p>According to <xref ref-type="disp-formula" rid="e4">Equations 4</xref>, <xref ref-type="disp-formula" rid="e5">5</xref>, there are many effects on the transfer function of the system, in which the parameters of tire and mass are constant. The damping parameters of suspension are mainly determined by shock absorbers, and the control method is relatively mature. The suspension stiffness is mainly determined by air spring, and the stiffness is nonlinear, which has great influence on the transfer function. Therefore, it is essential to establish a mathematical model of the air spring to analyze its mechanical properties (<xref ref-type="bibr" rid="B32">Zargar et al., 2012</xref>; <xref ref-type="bibr" rid="B16">Mendia et al., 2024</xref>; <xref ref-type="bibr" rid="B26">Wu et al., 2022</xref>).</p>
<p>For a vibration system, its dynamic characteristics are determined by the relationship between the restoring force and displacement. The air spring studied in this paper (as shown in <xref ref-type="fig" rid="F5">Figure 5b</xref>) has instantaneous stiffness <italic>k</italic> as a key indicator of its resistance to deformation, defined as the derivative of the restoring force <italic>F</italic> with respect to deformation displacement <italic>x</italic> the expression is shown in <xref ref-type="disp-formula" rid="e6">Equation 6</xref>:<disp-formula id="e6">
<mml:math id="m7">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
<p>Stiffness <italic>k</italic>(<italic>x</italic>) is a nonlinear function dependent on displacement and system state (e.g., valve opening or closing). When <italic>k</italic>(<italic>x</italic>) &#x3e; 0, the system exhibits positive stiffness, meaning the restoring force increases with compressive displacement. When <italic>k</italic>(<italic>x</italic>) &#x3c; 0, the system enters a negative stiffness state, where the restoring force decreases as displacement increases.</p>
<p>Considering the dual-chamber air spring described in the text, when the valve is open, the main chamber and the auxiliary chamber are connected, with the total volume being <italic>V</italic>
<sub>total</sub>&#x200b; &#x3d; <italic>V</italic>
<sub>main</sub>&#x200b;&#x2b;<italic>V</italic>
<sub>aux</sub>&#x200b;. Assuming the gas process is polytropic (with a polytropic exponent of <italic>&#x3bb;</italic>), the restoring force <italic>F</italic> of the air spring can be derived based on the gas state equation and the force balance equation the expression is shown in <xref ref-type="disp-formula" rid="e7">Equation 7</xref>:<disp-formula id="e7">
<mml:math id="m8">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>where, <italic>P</italic>
<sub>main</sub> represents the instantaneous air pressure in the main chamber; <italic>P</italic>
<sub>a</sub> denotes the standard atmospheric pressure; <italic>S</italic> is the effective pressure-bearing area of the air spring, which is typically a function of displacement <italic>x</italic>, i.e., <italic>S</italic>&#x3d;<italic>S</italic>(<italic>x</italic>).</p>
<p>The pressure in the main chamber satisfies the condition shown in <xref ref-type="disp-formula" rid="e8">Equation 8</xref>,<disp-formula id="e8">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mtext>constant</mml:mtext>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
</p>
<p>Assuming that at the equilibrium position (<italic>x</italic> &#x3d; 0), the volume of the main chamber is <italic>V</italic>
<sub>0</sub> and the pressure is <italic>P</italic>
<sub>0</sub>, the expression is shown in <xref ref-type="disp-formula" rid="e9">Equation 9</xref>:<disp-formula id="e9">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>
</p>
<p>The relationship between the main chamber volume and the deformation displacement is shown in <xref ref-type="disp-formula" rid="e10">Equation 10</xref>
<disp-formula id="e10">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>x</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>
</p>
<p>Where, &#x394;<italic>V</italic>
<sub>flow</sub>&#x200b; represents the gas exchange volume between the main and auxiliary chambers due to valve opening, which is controlled by the valve opening <italic>&#x3b4;</italic> and the pressure difference.</p>
<p>The instantaneous stiffness can be obtained by taking the derivative of the restoring force <italic>F</italic> with respect to the displacement <italic>x</italic>:<disp-formula id="e11">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>
</p>
<p>Expanding (<xref ref-type="disp-formula" rid="e11">Equation 11</xref>) yields (<xref ref-type="disp-formula" rid="e12">Equation 12</xref>),<disp-formula id="e12">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:munder>
<mml:munder>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>S</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo stretchy="true">&#x23df;</mml:mo>
</mml:munder>
<mml:mrow>
<mml:mtext>Area&#xa0;change&#xa0;term</mml:mtext>
</mml:mrow>
</mml:munder>
<mml:mo>&#x2b;</mml:mo>
<mml:munder>
<mml:munder>
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
<mml:mi>&#x3bb;</mml:mi>
</mml:msubsup>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2009;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mo stretchy="true">&#x23df;</mml:mo>
</mml:munder>
<mml:mrow>
<mml:mtext>Pressure&#xa0;change&#xa0;term</mml:mtext>
</mml:mrow>
</mml:munder>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>
</p>
<p>Where, the area variation term is typically positive, as the effective area <italic>S</italic> increases with compression (increase in <italic>x</italic>); the pressure variation term is generally negative, since compression reduces the volume, leading to an increase in air pressure.</p>
<p>A sufficient condition for the occurrence of negative stiffness is that the absolute value of the negative pressure variation term exceeds the positive value of the area variation term, the expression is shown in <xref ref-type="disp-formula" rid="e13">Equation 13</xref>
<disp-formula id="e13">
<mml:math id="m14">
<mml:mrow>
<mml:mrow>
<mml:mfenced open="|" close="|" separators="|">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
<mml:mi>&#x3bb;</mml:mi>
</mml:msubsup>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2009;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3e;</mml:mo>
<mml:mrow>
<mml:mfenced open="|" close="|" separators="|">
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>S</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(13)</label>
</disp-formula>
</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Experimental analysis</title>
<sec id="s3-1">
<label>3.1</label>
<title>Specimen and test method</title>
<p>In order to analyze the effect of secondary air bag volume on the stiffness of air spring, three groups of secondary air bag specimens with different volumes were made (As shown in <xref ref-type="fig" rid="F6">Figure 6</xref>). Each group of 2 specimens were symmetrically installed in the main air bag. The specimen parameters are shown in <xref ref-type="table" rid="T1">Table 1</xref>. The structure and materials of the three groups of specimens are the same, which are composed of inner rubber layer, outer rubber layer, cord layer and steel wire ring.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>The specimens of secondary air bag.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g006.tif">
<alt-text content-type="machine-generated">Three cylindrical black rubber specimens with metallic bands at the top and bottom are displayed side by side, labeled Specimen one, Specimen two, and Specimen three, increasing in height from left to right.</alt-text>
</graphic>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>The specimen parameters.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Specimen</th>
<th align="center">Volume ratio</th>
<th align="center">Valve opening</th>
<th align="center">Initial pressure/MPa</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">1&#x23;</td>
<td align="center">0.1</td>
<td align="center">100%</td>
<td align="center">0.6</td>
</tr>
<tr>
<td align="center">2&#x23;</td>
<td align="center">0.15</td>
<td align="center">100%</td>
<td align="center">0.6</td>
</tr>
<tr>
<td align="center">3&#x23;</td>
<td align="center">0.2</td>
<td align="center">100%</td>
<td align="center">0.6</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In order to analyze the effect of valve opening of air pipeline control system on the stiffness of air spring, the specimen 2&#x23; is selected as the research object, and the valve opening is selected as 50%, 75% and 100%, respectively.</p>
<p>In order to measure the elastic properties of the air spring, the force, displacement, and acceleration of its upper and lower ends are measured. The positions of the sensors are shown in <xref ref-type="fig" rid="F7">Figure 7a</xref>. The test includes bench test and road vibration test. The stiffness test bench is shown in <xref ref-type="fig" rid="F7">Figure 7b</xref>, the loading frequency is 2.0 Hz, the loading amplitude is 0&#x2013;20&#xa0;mm, and the loading mode is continuous (<xref ref-type="bibr" rid="B20">Qin et al., 2025</xref>; <xref ref-type="bibr" rid="B12">Li et al., 2018</xref>). Stiffness Test Bench: Equipped with a force sensor (range: 0&#x2013;50&#xa0;kN, accuracy: &#xb1;0.1% FS), a displacement sensor (range: 0&#x2013;50&#xa0;mm, accuracy: &#xb1;0.01&#xa0;mm), and a PCB accelerometer (measurement range: &#xb1;500&#xa0;m/s<sup>2</sup>, sensitivity: 10 mV/(m/s<sup>2</sup>), frequency response: 0.5 Hz&#x2013;10&#xa0;kHz).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>The dynamic test. <bold>(a)</bold> The sensor installation positions. <bold>(b)</bold> The bench test. <bold>(c)</bold> The road vibration test.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g007.tif">
<alt-text content-type="machine-generated">Panel a shows a schematic diagram of a suspension system test setup with force, acceleration, and excitation points labeled. Panel b displays a laboratory test rig with a mounted air spring. Panel c presents an installed air spring on a vehicle chassis with connected blue tubing.</alt-text>
</graphic>
</fig>
<p>The road vibration test is shown in <xref ref-type="fig" rid="F7">Figure 7c</xref>. The PCB acceleration sensors are arranged on the upper and lower ends of the air spring, and the acceleration signal of the air spring is collected by the LMS Test. LAB system (Resolution: 0.1 Hz, Acquisition Bandwidth: 0&#x2013;50&#xa0;Hz). The test road chooses the pulse road surface, the height of the bump is 30&#xa0;mm, the width of the lower end is 30, and the upper end is oval. The test speed is 50&#xa0;km/h. Based on the acceleration data, the vibration attenuation rate, frequency response characteristic and vibration chaos phenomenon of air spring are analyzed.</p>
</sec>
<sec id="s3-2">
<label>3.2</label>
<title>Comparative analysis of stiffness</title>
<p>
<xref ref-type="fig" rid="F8">Figure 8</xref> shows the dynamic stiffness curves of air spring with different secondary air bag volumes. When the excitation amplitude is less than 10&#xa0;mm, the valve is closed, and the secondary air bag affects the effective volume of the main air bag, and then affects the dynamic stiffness of the air spring. The stiffness of air spring without secondary air bag is the smallest, the average value is 114.5&#xa0;N/mm; the dynamic stiffness of specimen 3&#x23; is the largest, the average value is 116.6&#xa0;N/mm; the dynamic stiffness of specimen 1&#x23; is 115.5&#xa0;N/mm; the dynamic stiffness of specimen 2&#x23; is 116.1&#xa0;N/mm. That is, under the same excitation, the larger the volume of the secondary air bag, the greater the dynamic stiffness of the air spring. When the excitation amplitude &#x2265;10&#xa0;mm, the valve is in the open state, the valve opening gradually increases, resulting in the air spring dynamic stiffness gradually decreases. The stiffness of air spring without secondary air bag is maximum, the average value is 116.5&#xa0;N/mm; the dynamic stiffness of specimen 3&#x23; is the smallest, the average value is 86.5&#xa0;N/mm, the dynamic stiffness of specimen 1&#x23; is 89.3&#xa0;N/mm, the dynamic stiffness of specimen 2&#x23; is 87.5&#xa0;N/mm. That is, under the same excitation, after the valve is opened, the greater the volume of the secondary air bag, the smaller the dynamic stiffness of the air spring. The curves also show that the larger the volume of secondary air bag, the larger the stiffness change rate of air spring, the less obvious the dynamic stiffness delay effect.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Influence of secondary air bag volume on dynamic stiffness of air spring.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g008.tif">
<alt-text content-type="machine-generated">Line chart illustrating dynamic stiffness versus excitation for four series: no secondary air bag (gray line), specimen 1 (green dashed line), specimen 2 (blue line), and specimen 3 (red dashed line). All specimens except the control show a steep drop in stiffness after a sharp threshold near 10 millimeters, corresponding to valve opening and then 100 percent valve opening, as annotated.</alt-text>
</graphic>
</fig>
<p>The results in <xref ref-type="fig" rid="F8">Figure 8</xref> indicate that when the excitation amplitude is less than 10&#xa0;mm (valve closed), the auxiliary chamber volume regulates the dynamic stiffness by altering the effective volume of the main airbag: a larger volume increases the equivalent volume of the main airbag, enhancing gas compression resistance and thereby raising the dynamic stiffness. When the excitation amplitude reaches or exceeds 10&#xa0;mm (valve open), a larger auxiliary chamber volume allows more gas flow between the main and auxiliary chambers, suppressing the rate of pressure rise in the main airbag and leading to a more significant reduction in dynamic stiffness. Simultaneously, the rapid gas flow mitigates the time lag in stiffness response, substantially weakening the dynamic stiffness hysteresis effect.</p>
<p>
<xref ref-type="fig" rid="F9">Figure 9</xref> shows the dynamic stiffness curve of air spring with different valve opening degrees. Under the same secondary air bag volume, the valve opening degree does not affect the dynamic stiffness of the air spring, but affects the dynamic stiffness change rate. When the excitation amplitude is less than 10&#xa0;mm, the dynamic stiffness of the air spring with three valve opening degrees is equivalent. When the excitation amplitude &#x2265;10&#xa0;mm, the valve opens, and the dynamic stiffness of the air spring decreases gradually. When t &#x3d; 6.0&#xa0;s, the minimum dynamic stiffness of 100% opening is 83.5&#xa0;N/mm. When t &#x3d; 7.0&#xa0;s, the minimum dynamic stiffness of 75% opening is 83.7&#xa0;N/mm. When t &#x3d; 7.5&#xa0;s, the minimum dynamic stiffness of 50% opening is 83.8&#xa0;N/mm. That is, the greater the valve opening, the greater the change rate of the dynamic stiffness, and the less obvious the dynamic stiffness delay effect.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Influence of valve opening degree on dynamic stiffness of air spring.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g009.tif">
<alt-text content-type="machine-generated">Line graph illustrating dynamic stiffness in Newtons per millimeter versus time in seconds, comparing three valve opening degrees: fifty percent, seventy-five percent, and one hundred percent. Stiffness drops sharply after about six seconds.</alt-text>
</graphic>
</fig>
<p>The authors conducted comprehensive experiments across the full operating range of valve openings from 10% to 100% in 10% increments. The results indicate that with a fixed auxiliary chamber volume, the valve opening does not alter the final value of the dynamic stiffness but influences the stiffness change rate by regulating the gas flow rate between the main and auxiliary chambers. When the excitation amplitude is &#x2265; 10&#xa0;mm, a larger valve opening facilitates smoother gas flow, leading to a faster decline in the pressure of the main airbag. This results in a more rapid attenuation of dynamic stiffness and a shorter time to reach the minimum stiffness, thereby reducing the time lag in stiffness response and weakening the hysteresis effect.</p>
<p>
<xref ref-type="fig" rid="F10">Figure 10</xref> shows the impact stiffness curves of air springs with secondary air bag volumes. Impact stiffness directly determines the ability of air spring to attenuate impact vibration, the smaller the impact stiffness, the better the damping effect. The impact stiffness without secondary air bag is the largest, the average value is 148.6&#xa0;N/mm; the impact stiffness of specimen 3&#x23; is the smallest, the value is 91.8&#xa0;N/mm; the impact stiffness of specimen 1&#x23; is 103.5&#xa0;N/mm; the impact stiffness of specimen 2&#x23; is 97.7&#xa0;N/mm. That is, under the same excitation, the larger the volume, the smaller the impact stiffness. The impact stiffness delay time affects the damping impact vibration level of air spring. The longer the delay time of the impact stiffness of air spring without secondary air bag, the worse the damping effect is. The longer the delay time of the impact stiffness of air spring with secondary air bag, the better the damping effect. The impact stiffness delay time of specimens 1&#x23;, 2&#x23; and 3&#x23; are 0.26&#xa0;s, 0.32&#xa0;s and 0.51&#xa0;s, respectively.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Influence of secondary air bag volume on impact stiffness of air spring.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g010.tif">
<alt-text content-type="machine-generated">Line graph comparing impact stiffness (N per millimeter) over time (seconds) for four conditions: no secondary air bag, specimen one, specimen two, and specimen three. The no secondary air bag condition shows a sharp peak and dip between 0.4 and 0.8 seconds, highlighted with three horizontal arrows labeled 0.26, 0.32, and 0.51. All specimens stabilize around 110 N per millimeter by one second.</alt-text>
</graphic>
</fig>
<p>The results in <xref ref-type="fig" rid="F10">Figure 10</xref> demonstrate that the auxiliary chamber volume regulates the impact stiffness by altering the system&#x2019;s equivalent volume: a larger volume allows more gas to be diverted from the main chamber to the auxiliary chamber during impact compression, thereby suppressing the pressure increase in the main chamber and reducing the impact stiffness. Simultaneously, a larger auxiliary volume extends the dynamic buffering process of gas flow, increasing the delay time of the impact stiffness response. This prolongs the interval during which stiffness declines gradually, thereby enhancing the absorption of impact energy and improving vibration damping performance.</p>
<p>
<xref ref-type="fig" rid="F11">Figure 11</xref> shows the impact stiffness curves of air springs with different valve opening degrees. The impact stiffness of the 50% opening degree, 75% opening degree and 100% opening degree air spring is 103.7&#xa0;N/mm, 96.4&#xa0;N/mm and 91.8&#xa0;N/mm, respectively. Under the same volume, the larger the valve opening, the smaller the impact stiffness. The impact stiffness delay time of 50% opening degree, 75% opening degree and 100% opening degree is 0.23&#xa0;s, 0.29&#xa0;s and 0.51&#xa0;s, respectively. Under the condition of the same secondary air bag volume, the larger the valve opening, the longer the impact stiffness delay time.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Influence of valve opening degree on impact stiffness of air spring.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g011.tif">
<alt-text content-type="machine-generated">Line graph illustrating impact stiffness in newtons per millimeter versus time in seconds for three degrees: fifty percent (green dashed line), seventy-five percent (solid blue line), and one hundred percent (red dashed line). All lines show a sharp dip around zero point five seconds, reaching a minimum point between ninety and ninety-five newtons per millimeter, then gradually returning to baseline. Arrows and numbers indicate time intervals of zero point twenty-three, zero point twenty-nine, and zero point fifty-one seconds. Circles highlight key points along the dip. Legend and axes are clearly labeled.</alt-text>
</graphic>
</fig>
<p>The results in <xref ref-type="fig" rid="F11">Figure 11</xref> show that with a fixed auxiliary chamber volume, the valve opening influences the impact stiffness by regulating the gas flow efficiency between the main and auxiliary chambers: a larger opening reduces gas flow resistance, slows the pressure rise in the main chamber during impact, and consequently lowers the impact stiffness. Simultaneously, a larger opening prolongs the continuous gas diversion process, increasing the delay time of the impact stiffness response. This extends the interval over which the stiffness gradually attenuates, thereby more effectively buffering impact energy and enhancing vibration damping performance.</p>
<p>The stiffness test results indicate that when the valve is opened and the auxiliary chamber volume Vaux<italic>V</italic>aux&#x200b; is integrated into the system, the total volume <italic>V</italic>
<sub>tot</sub>&#x200b; increases significantly. This volume increase notably reduces the rate of pressure change, thereby enhancing the negative effect of the pressure variation term. By controlling the gas flow &#x394;<italic>V</italic>
<sub>flow</sub>&#x200b; through the valve opening <italic>&#x3b4;</italic>, the rate of change of <italic>V</italic>
<sub>main</sub>&#x200b; can be actively regulated during the critical moment of impact. This allows for the &#x201c;shaping&#x201d; of the stiffness curve within the key displacement range, inducing or strengthening negative stiffness characteristics. As discussed in <xref ref-type="sec" rid="s2-2">Section 2.2</xref>, the matching design of control parameters (<italic>K</italic>
<sub>
<italic>p</italic>&#x200b;</sub>,<italic>K</italic>
<sub>
<italic>i&#x200b;</italic>
</sub>) and auxiliary chamber volume <italic>V</italic>
<sub>
<italic>s</italic>
</sub>&#x200b; aims to optimize the dynamic process of gas exchange. This enables the system to quickly enter and maintain a negative stiffness or near-zero low-positive-stiffness region under impact loading, thereby achieving optimal impact energy absorption.</p>
</sec>
<sec id="s3-3">
<label>3.3</label>
<title>Comparative analysis of impact vibration</title>
<p>
<xref ref-type="fig" rid="F12">Figure 12</xref> shows the vibration curves of air spring suspension with different secondary air bag volumes. The vibration time-domain curves of air spring suspension are shown in <xref ref-type="fig" rid="F12">Figure 12a</xref>. The vibration without secondary air bag is the largest, and the maximum acceleration is 7.3&#xa0;m/s<sup>2</sup>. And the bifurcation appears at the peak, which is mainly due to the large impact stiffness of the air spring, resulting in secondary impact of the air spring in deformation process. This phenomenon is not conducive to the damping performance and seriously affects the ride comfort. The vibration of specimen 3&#x23; is the smallest, and the maximum acceleration is 3.4&#xa0;m/s2. The maximum acceleration of specimen 1&#x23; is 5.4&#xa0;m/s<sup>2</sup>. The maximum acceleration of specimen 2&#x23; is 4.8&#xa0;m/s<sup>2</sup>. The air spring suspension with secondary air bag has no bifurcation at the peak acceleration. Therefore, the secondary air bag is beneficial to improve the vibration damping performance. And the larger the secondary air bag volume, the better the damping effect.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Vibration curves of air spring suspension with different secondary air bag volumes. <bold>(a)</bold> Te time domain curve. <bold>(b)</bold> The frequency domain curve.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g012.tif">
<alt-text content-type="machine-generated">Line graphs compare acceleration for four conditions: no secondary air bag, specimen 1, specimen 2, and specimen 3. Panel a displays acceleration versus time, showing sharp spikes for no air bag and smaller peaks for specimens. Panel b displays acceleration versus frequency, with the highest peak for no air bag and lower peaks for specimen conditions.</alt-text>
</graphic>
</fig>
<p>
<xref ref-type="fig" rid="F12">Figure 12b</xref> shows the vibration frequency domain curves of the air spring suspension. The secondary air bag volume affects the natural frequency and vibration amplitude of the air spring suspension. The natural frequency of the air spring suspension without secondary air bag is 1.87 Hz, and the corresponding amplitude is 1.84&#xa0;m/s<sup>2</sup>. The natural frequencies of suspension with specimens 1&#x23;, 2&#x23; and 3&#x23; are 1.57 Hz, 1.54 Hz and 1.49&#xa0;Hz respectively, and the corresponding amplitudes are 1.29&#xa0;m/s<sup>2</sup>, 1.21&#xa0;m/s<sup>2</sup> and 1.15&#xa0;m/s<sup>2</sup> respectively. Therefore, the larger the volume of the secondary air bag, the smaller the natural frequency of the suspension, and the better the damping effect.</p>
<p>The results in <xref ref-type="fig" rid="F12">Figure 12</xref> demonstrate that the auxiliary chamber enhances vibration damping performance through a dual mechanism of &#x201c;reducing impact stiffness and adjusting natural frequency&#x201d;: In the time domain, a larger auxiliary chamber volume allows more complete gas diversion from the main chamber during impact, leading to lower impact stiffness; This helps avoid acceleration bifurcation caused by secondary impacts, significantly reducing the peak vibration amplitude. In the frequency domain, the auxiliary chamber increases the system&#x2019;s equivalent volume, which attenuates the suspension&#x2019;s natural frequency while also lowering vibration amplitude, thereby reducing the risk of resonance. Under the synergistic effect of these two mechanisms, a larger auxiliary chamber volume results in stronger suppression of impact vibrations and improved vehicle ride comfort.</p>
<p>
<xref ref-type="fig" rid="F13">Figure 13</xref> shows the vibration curves of air spring suspension with different valve opening degrees. In the time-domain curve of <xref ref-type="fig" rid="F12">Figure 12a</xref>, the vibration with 50% opening degree is the largest, and the maximum acceleration is 5.1&#xa0;m/s 2. The vibration with 100% opening degree is smallest, and the maximum acceleration is 3.4&#xa0;m/s<sup>2</sup>. The maximum acceleration with 75% opening degree is 4.5&#xa0;m/s<sup>2</sup>. That is, under the same secondary air bag volume, the larger the valve opening, the best damping effect of suspension.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Vibration curves of air spring suspension with different valve opening degrees. <bold>(a)</bold> Te time domain curve. <bold>(b)</bold> The frequency domain curve.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g013.tif">
<alt-text content-type="machine-generated">Figure with two line graphs labeled a and b. Graph a shows acceleration in meters per second squared over time in seconds for three conditions: green dashed line for 50 percent, blue solid line for 75 percent, and red dashed line for 100 percent. Graph b depicts acceleration in meters per second squared over frequency in hertz with the same line styles and color coding for degrees. Both graphs include a legend identifying degree percentages.</alt-text>
</graphic>
</fig>
<p>In <xref ref-type="fig" rid="F13">Figure 13b</xref>, the natural frequencies of air spring suspension with 50% opening degree, 75% opening degree and 100% opening degree are 1.56 Hz, 1.51 Hz and 1.49&#xa0;Hz respectively, and the corresponding amplitudes are 1.42&#xa0;m/s<sup>2</sup>,1.27&#xa0;m/s<sup>2</sup> and 1.15&#xa0;m/s<sup>2</sup> respectively. Therefore, the larger the valve opening, the smaller the natural frequency, the better the damping effect.</p>
<p>The results in <xref ref-type="fig" rid="F13">Figure 13</xref> indicate that with a fixed auxiliary chamber volume, the valve opening optimizes vibration damping performance by regulating gas flow efficiency. In the time domain, a larger valve opening facilitates smoother gas exchange between the main and auxiliary chambers, leading to a faster reduction in impact stiffness and a lower vibration peak. In the frequency domain, an increased valve opening dynamically enhances the system&#x2019;s equivalent volume, lowering the natural frequency, reducing vibration amplitude, and mitigating the risk of resonance. Under the combined effect of these two mechanisms, a larger valve opening results in stronger attenuation of impact vibrations by the suspension system.</p>
<p>
<xref ref-type="fig" rid="F14">Figure 14</xref> shows the maximum deformation of air spring suspension with different secondary air bag volumes, the deformation of air spring suspension without secondary air bag is the smallest, which is 8.9&#xa0;mm and the corresponding time is 1.46&#xa0;s. The deformation of air spring suspension with specimen 3&#x23; is the largest, which is 16.8&#xa0;mm and the corresponding time is 1.13&#xa0;s. The deformation of the suspension with specimen 1&#x23; is 12.6&#xa0;mm and the corresponding time is 1.28&#xa0;s. The deformation of the suspension with specimen 2&#x23; is 14.4&#xa0;mm, and the corresponding time is 1.22&#xa0;s. That is, the larger the volume of secondary air bag, the larger the deformation of air spring, the shorter the dynamic response time.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>The maximum deformation of air spring suspension with different secondary air bag volumes.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g014.tif">
<alt-text content-type="machine-generated">Bar graph illustrating displacement in millimeters versus time in seconds for four conditions: no secondary air bag (gray), specimen one (green), specimen two (blue), and specimen three (red). Numerical arrows show time differences for each displacement.</alt-text>
</graphic>
</fig>
<p>The results in <xref ref-type="fig" rid="F14">Figure 14</xref> indicate that the auxiliary chamber volume regulates deformation and response by altering the system&#x2019;s stiffness characteristics: a larger volume reduces the equivalent stiffness of the air spring, enabling greater deformation to buffer energy during impact. Simultaneously, the increased volume accelerates gas flow between the main and auxiliary chambers, allowing the system to reach a state of force balance more quickly, thereby shortening the dynamic response time. Combined, these effects mean that a larger auxiliary chamber volume enhances the suspension&#x2019;s energy absorption capacity during impact, accelerates its response, and improves its overall buffering performance.</p>
<p>
<xref ref-type="fig" rid="F15">Figure 15</xref> shows the maximum deformation of air spring suspension with different valve opening degrees,and the loading time of shock excitation is 1.0&#xa0;s, the deformation of air spring suspension with 50% opening degree is the smallest, which is 11.4&#xa0;mm and the corresponding time is 1.31&#xa0;s. The deformation with 100% opening degree is the largest, which is 16.8&#xa0;mm and the corresponding time is 1.13&#xa0;s. The deformation with 75% opening degree is 12.3&#xa0;mm and the corresponding time is 1.24&#xa0;s. That is, under the same secondary air bag volume, the larger the valve opening, the larger the suspension deformation, the shorter the dynamic response time.</p>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>The maximum deformation of air spring suspension with different valve opening degrees.</p>
</caption>
<graphic xlink:href="fmech-12-1768746-g015.tif">
<alt-text content-type="machine-generated">Line chart compares three colored vertical lines representing 50 percent (green), 75 percent (blue), and 100 percent (red) degree with displacement on the Y-axis and time on the X-axis. Red peaks at approximately sixteen millimeters at 1.1 seconds, blue at around thirteen millimeters at 1.2 seconds, and green at nearly twelve millimeters at 1.3 seconds. Three arrows indicate time differences of zero point thirteen, zero point twenty-four, and zero point thirty-one seconds between these points. Legend explains the color coding for each degree.</alt-text>
</graphic>
</fig>
<p>The results in <xref ref-type="fig" rid="F15">Figure 15</xref> indicate that with a fixed auxiliary chamber volume, the valve opening influences deformation and response by regulating the efficiency of gas flow: a larger valve opening reduces the resistance to gas exchange between the main and auxiliary chambers. As a result, the pressure rise in the main chamber during impact becomes more gradual, the equivalent stiffness of the spring decreases, and greater deformation is achieved for energy buffering. Simultaneously, the accelerated gas flow hastens the system&#x2019;s progression toward force equilibrium, thereby shortening the dynamic response time. These combined effects enhance the suspension&#x2019;s efficiency in buffering impacts, with larger valve openings yielding superior buffering performance.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<label>4</label>
<title>Conclusion</title>
<p>The integrated dual-chamber air spring design featuring a built-in auxiliary chamber effectively addresses the issue of transient impact stiffness hysteresis in conventional air springs. By incorporating an auxiliary chamber, the impact stiffness is reduced, preventing acceleration peak bifurcation caused by secondary impacts, thereby enhancing vibration damping performance and vehicle ride comfort. Within the design parameter range, a larger auxiliary chamber volume leads to a lower suspension natural frequency, smaller vibration amplitude, faster dynamic response, and superior damping effectiveness.</p>
<p>Valve opening serves as a key parameter for regulating the dynamic characteristics of the air spring suspension. With a fixed auxiliary chamber volume, a larger valve opening strengthens the suspension&#x2019;s ability to attenuate impact vibrations, resulting in a downward trend in natural frequency and vibration amplitude, increased maximum deformation, and reduced dynamic response time. This allows for precise matching of damping requirements under various impact conditions through valve opening adjustment.</p>
<p>The vibration damping performance of the air spring suspension is synergistically regulated by the auxiliary chamber volume and valve opening. Through their reasonable matching, the optimization of suspension natural frequency and damping effectiveness can be achieved. The proposed integrated structure and feedforward compensation control strategy provide a technically novel paradigm&#x2014;characterized by structural simplicity, rapid response, and ease of engineering implementation&#x2014;for addressing transient impact hysteresis in air springs.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>ZX: Writing &#x2013; review and editing, Writing &#x2013; original draft, Data curation. BZ: Writing &#x2013; review and editing, Methodology. YW: Visualization, Conceptualization, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>Author ZX was employed by Estun Automation Co., Ltd. Author BZ was employed by Naveco Automobile Co., Ltd. Naveco Automobile Co., Ltd. had the following involvement in the study: it provided the materials and apparatus.</p>
<p>The remaining author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s9">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>He</given-names>
</name>
<name>
<surname>Shuai</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>An integrated structure of air spring for ships and its strength characteristics</article-title>. <source>Sci. Eng. Compos. Mater.</source> <volume>30</volume> (<issue>Issue 1</issue>). <pub-id pub-id-type="doi">10.1515/SECM-2022-0221</pub-id>
</mixed-citation>
</ref>
<ref id="B2">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chong</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Vibration isolation properties of the nonlinear X-combined structure with a high-static and low-dynamic stiffness: theory and experiment</article-title>. <source>Mech. Syst. Signal Process.</source> <volume>179</volume> (<issue>1</issue>), <fpage>109352</fpage>. <pub-id pub-id-type="doi">10.1016/j.ymssp.2022.109352</pub-id>
</mixed-citation>
</ref>
<ref id="B3">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Corsi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bagassi</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Moruzzi</surname>
<given-names>M. C.</given-names>
</name>
<name>
<surname>Weigand</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Additively manufactured negative stiffness structures for shock absorber applications</article-title>. <source>Mech. Adv. Mater. Struct.</source> <volume>29</volume> (<issue>7</issue>), <fpage>1</fpage>&#x2013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1080/15376494.2020.1801917</pub-id>
</mixed-citation>
</ref>
<ref id="B4">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Du</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Feng</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Fang</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>High-gain observer-based pump/valve combined control for heavy vehicle electro-hydraulic servo steering system</article-title>. <source>Mechatronics</source> <volume>85</volume>, <fpage>102815</fpage>. <pub-id pub-id-type="doi">10.1016/j.mechatronics.2022.102815</pub-id>
</mixed-citation>
</ref>
<ref id="B5">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Di Gialleonardo</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Bruni</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Semi-active control of primary suspensions to improve ride quality in a high-speed railway vehicle</article-title>. <source>Veh. Syst. Dyn.</source> <volume>61</volume> (<issue>10</issue>), <fpage>2664</fpage>&#x2013;<lpage>2688</lpage>. <pub-id pub-id-type="doi">10.1080/00423114.2022.2128827</pub-id>
</mixed-citation>
</ref>
<ref id="B6">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Ou</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Operational transfer path analysis with crosstalk cancellation based on least variance spectrum estimation</article-title>. <source>J. Mech. Sci. Technol.</source> <volume>38</volume>, <fpage>1</fpage>&#x2013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1007/s12206-024-0907-1</pub-id>
</mixed-citation>
</ref>
<ref id="B7">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hung</surname>
<given-names>N. C.</given-names>
</name>
<name>
<surname>Cong Minh</surname>
<given-names>Ho</given-names>
</name>
<name>
<surname>Ahn</surname>
<given-names>K. K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>An air spring vibration isolator based on a negative-stiffness structure for vehicle seat</article-title>. <source>Appl. Sci.</source> <volume>1</volume> (<issue>23</issue>), <fpage>11539</fpage>. <pub-id pub-id-type="doi">10.3390/app112311539</pub-id>
</mixed-citation>
</ref>
<ref id="B8">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jiang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Design of magnetic-air hybrid quasi-zero stiffness vibration isolation system</article-title>. <source>J. Sound Vib.</source> <volume>477</volume>, <fpage>115346</fpage>. <pub-id pub-id-type="doi">10.1016/j.jsv.2020.115346</pub-id>
</mixed-citation>
</ref>
<ref id="B9">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jing</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>The X-structure/mechanism approach to beneficial nonlinear design in engineering</article-title>. <source>Appl. Math. Mech.</source> <volume>43</volume>, <fpage>979</fpage>&#x2013;<lpage>1000</lpage>. <pub-id pub-id-type="doi">10.1007/s10483-022-2862-6</pub-id>
</mixed-citation>
</ref>
<ref id="B10">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>H.-C.</given-names>
</name>
<name>
<surname>Shin</surname>
<given-names>Y.-J.</given-names>
</name>
<name>
<surname>You</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Jung</surname>
<given-names>K. C.</given-names>
</name>
<name>
<surname>Oh</surname>
<given-names>J. S.</given-names>
</name>
<name>
<surname>Choi</surname>
<given-names>S. B.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>A ride quality evaluation of a semi-active railway vehicle suspension system with MR damper: railway field tests</article-title>. <source>Proc. Institution Mech. Eng. Part F J. Rail Rapid Transit</source> <volume>231</volume> (<issue>3</issue>), <fpage>306</fpage>&#x2013;<lpage>316</lpage>. <pub-id pub-id-type="doi">10.1177/0954409716629706</pub-id>
</mixed-citation>
</ref>
<ref id="B11">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Jing</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>A bistable X-structured electromagnetic wave energy converter with a novel mechanical-motion-rectifier: design, analysis, and experimental tests</article-title>. <source>Energy Convers. Manag.</source> <volume>244</volume> (<issue>15</issue>), <fpage>114466</fpage>. <pub-id pub-id-type="doi">10.1016/j.enconman.2021.114466</pub-id>
</mixed-citation>
</ref>
<ref id="B12">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Yu</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Mao</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Du</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wen</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Damping characteristic analysis and experiment of air suspension with auxiliary chamber</article-title>. <source>IFAC-PapersOnLine</source> <volume>51</volume> (<issue>17</issue>), <fpage>166</fpage>&#x2013;<lpage>172</lpage>. <pub-id pub-id-type="doi">10.1016/j.ifacol.2018.08.082</pub-id>
</mixed-citation>
</ref>
<ref id="B13">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Gu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Design and characteristic analysis of an X-shaped negative stiffness structure</article-title>. <source>Acta Mech.</source> <volume>233</volume> (<issue>11</issue>), <fpage>4549</fpage>&#x2013;<lpage>4587</lpage>. <pub-id pub-id-type="doi">10.1007/s00707-022-03343-y</pub-id>
</mixed-citation>
</ref>
<ref id="B14">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luo</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Dianxin</surname>
<given-names>Li</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Theoretical modeling and experimental test for dynamic characteristics of an air-spring vibration isolation system</article-title>. <source>J. Braz. Soc. Mech. Sci. Eng.</source> <volume>45</volume> (<issue>Issue 9</issue>), <fpage>489</fpage>. <pub-id pub-id-type="doi">10.1007/S40430-023-04389-2</pub-id>
</mixed-citation>
</ref>
<ref id="B16">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mendia</surname>
<given-names>G. I.</given-names>
</name>
<name>
<surname>Gil</surname>
<given-names>N. N.</given-names>
</name>
<name>
<surname>Nieto</surname>
<given-names>F. J.</given-names>
</name>
<name>
<surname>Facchinetti</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bruni</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Analysis of the axial and transversal stiffness of an air spring suspension of a railway vehicle: mathematical modelling and experiments</article-title>. <source>Int. J. Rail Transp.</source> <volume>12</volume> (<issue>1</issue>), <fpage>56</fpage>&#x2013;<lpage>75</lpage>. <pub-id pub-id-type="doi">10.1080/23248378.2022.2136276</pub-id>
</mixed-citation>
</ref>
<ref id="B17">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mert</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Samim &#xdc;nl&#xfc;soy</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Optimization of suspension parameters to improve impact harshness of road vehicles</article-title>. <source>Int. J. Adv. Manuf. Technol.</source> <volume>60</volume> (<issue>5-8</issue>), <fpage>743</fpage>&#x2013;<lpage>754</lpage>. <pub-id pub-id-type="doi">10.1007/s00170-011-3589-7</pub-id>
</mixed-citation>
</ref>
<ref id="B18">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Min</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Dahlmann</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Sattel</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>A semi-active shock isolation concept with a serial-stiffness-switch system</article-title>. <source>J. Sound Vib.</source> <volume>445</volume> (<issue>Issue</issue>), <fpage>117</fpage>&#x2013;<lpage>131</lpage>. <pub-id pub-id-type="doi">10.1016/j.jsv.2018.12.038</pub-id>
</mixed-citation>
</ref>
<ref id="B19">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mo</surname>
<given-names>Ze</given-names>
</name>
<name>
<surname>Shu</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Lai</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ventura</surname>
<given-names>C. E.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Ventura. Experiment and analysis of air spring vertical seismic isolation device</article-title>. <source>Structures</source> <volume>66</volume> (<issue>Issue</issue>), <fpage>106869</fpage>. <pub-id pub-id-type="doi">10.1016/j.istruc.2024.106869</pub-id>
</mixed-citation>
</ref>
<ref id="B15">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nagarkar</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bhalerao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Sashikumar</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Hase</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Navthar</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Zaware</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Multi-objective optimization and experimental investigation of quarter car suspension system</article-title>. <source>Int. J. Dyn. Control</source> <volume>12</volume> (<issue>5</issue>), <fpage>1222</fpage>&#x2013;<lpage>1238</lpage>. <pub-id pub-id-type="doi">10.1007/s40435-023-01262-x</pub-id>
</mixed-citation>
</ref>
<ref id="B20">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qin</surname>
<given-names>Wu</given-names>
</name>
<name>
<surname>Liao</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Theoretical and experimental analysis of dynamic characteristics of a two-tube air spring with auxiliary reservoir</article-title>. <source>Mech. Syst. Signal Process.</source> <volume>233</volume>, <fpage>112764</fpage>. <pub-id pub-id-type="doi">10.1016/j.ymssp.2025.112764</pub-id>
</mixed-citation>
</ref>
<ref id="B21">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Semen</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Gridsada</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Miha</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Improvements to a vehicle&#x2019;s ride comfort by controlling the vertical component of the driving force based on in-wheel motors</article-title>. <source>J. Vib. Control</source> <volume>29</volume> (<issue>17-18</issue>), <fpage>4001</fpage>&#x2013;<lpage>4014</lpage>. <pub-id pub-id-type="doi">10.1177/10775463221108242</pub-id>
</mixed-citation>
</ref>
<ref id="B22">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shao</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Naghdy</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Du</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Qin</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Coupling effect between road excitation and an in-wheel switched reluctance motor on vehicle ride comfort and active suspension control</article-title>. <source>J. Sound Vib.</source> <volume>443</volume> (<issue>Issue</issue>), <fpage>683</fpage>&#x2013;<lpage>702</lpage>. <pub-id pub-id-type="doi">10.1016/j.jsv.2018.12.012</pub-id>
</mixed-citation>
</ref>
<ref id="B23">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>van der Seijs</surname>
<given-names>M. V.</given-names>
</name>
<name>
<surname>de Klerk</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Rixen</surname>
<given-names>D. J.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>General framework for transfer path analysis: history, theory and classification of techniques</article-title>. <source>Mech. Syst. Signal Process.</source> <volume>68&#x2013;69</volume>, <fpage>217</fpage>&#x2013;<lpage>244</lpage>. <pub-id pub-id-type="doi">10.1016/j.ymssp.2015.08.004</pub-id>
<pub-id pub-id-type="pmid">68</pub-id>
</mixed-citation>
</ref>
<ref id="B24">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Waghmare</surname>
<given-names>D. B.</given-names>
</name>
<name>
<surname>Asutkar</surname>
<given-names>V. G.</given-names>
</name>
<name>
<surname>Patre</surname>
<given-names>B. M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Nonlinear disturbance compensator for active suspension systems with actuator saturation</article-title>. <source>Int. J. Dyn. Control</source> <volume>12</volume> (<issue>Issue 6</issue>), <fpage>1817</fpage>&#x2013;<lpage>1828</lpage>. <pub-id pub-id-type="doi">10.1007/s40435-023-01307-1</pub-id>
</mixed-citation>
</ref>
<ref id="B25">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lv</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>H optimal control of vehicle semi-active seat suspension system based on sliding mode observer</article-title>. <source>J. Vib. Shock</source> <volume>41</volume> (<issue>13</issue>), <fpage>246</fpage>&#x2013;<lpage>251</lpage>.</mixed-citation>
</ref>
<ref id="B31">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wei</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lv</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Nonlinear transfer characteristics of air spring struts with high-fidelity quarter-car tests and theoretical modeling</article-title>. <source>J. Vib. Eng. and Technol.</source> <volume>11</volume> (<issue>5</issue>), <fpage>2453</fpage>&#x2013;<lpage>2465</lpage>. <pub-id pub-id-type="doi">10.1007/s42417-022-00714-6</pub-id>
</mixed-citation>
</ref>
<ref id="B26">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>M. Y.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X. B.</given-names>
</name>
<name>
<surname>Lv</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>A new dynamic stiffness model with hysteresis of air springs based on thermodynamics</article-title>. <source>J. Sound Vib.</source> <volume>521</volume>, <fpage>116693</fpage>. <pub-id pub-id-type="doi">10.1016/j.jsv.2021.116693</pub-id>
</mixed-citation>
</ref>
<ref id="B27">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Dou</surname>
<given-names>K.</given-names>
</name>
<etal/>
</person-group> (<year>2023a</year>). <article-title>A theoretical model of amplitude-dependent dynamical stiffness for cord-rubber air springs</article-title>. <source>Proc. Institution Mech. Eng. Part L J. Mater. Des. Appl.</source> <volume>237</volume> (<issue>2</issue>), <fpage>425</fpage>&#x2013;<lpage>436</lpage>. <pub-id pub-id-type="doi">10.1177/14644207221117270</pub-id>
</mixed-citation>
</ref>
<ref id="B28">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Tong</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2023b</year>). <article-title>A universal dynamical model of dual-chamber air springs with experimental validation</article-title>. <source>Proc. Institution Mech. Eng. Part D J. Automob. Eng.</source> <volume>237</volume> (<issue>10-11</issue>), <fpage>2553</fpage>&#x2013;<lpage>2564</lpage>. <pub-id pub-id-type="doi">10.1177/09544070221111645</pub-id>
</mixed-citation>
</ref>
<ref id="B29">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yin</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wen Bin</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Complex stiffness model of an air spring with auxiliary chamber considering inertial effects of gas in connecting pipeline</article-title>. <source>Proc. Institution Mech. Eng. Part D J. Automob. Eng.</source> <volume>237</volume> (<issue>1</issue>), <fpage>145</fpage>&#x2013;<lpage>158</lpage>. <pub-id pub-id-type="doi">10.1177/09544070221075425</pub-id>
</mixed-citation>
</ref>
<ref id="B30">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yin</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>Yu</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Solution-space-reduction-based evidence theory method for stiffness evaluation of air springs with epistemic uncertainty</article-title>. <source>Mathematics</source> <volume>11</volume> (<issue>5</issue>), <fpage>1214</fpage>. <pub-id pub-id-type="doi">10.3390/math11051214</pub-id>
</mixed-citation>
</ref>
<ref id="B32">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zargar</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Fahim</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Jnifene</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Development, validation, and parameter sensitivity analyses of a nonlinear mathematical model of air springs</article-title>. <source>J. Vib. Control</source> <volume>18</volume> (<issue>12</issue>), <fpage>1777</fpage>&#x2013;<lpage>1787</lpage>. <pub-id pub-id-type="doi">10.1177/1077546311426250</pub-id>
</mixed-citation>
</ref>
<ref id="B33">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Yi</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>An adaptive controller design for nonlinear active air suspension systems with uncertainties</article-title>. <source>Mathematics</source> <volume>11</volume> (<issue>12</issue>), <fpage>2626</fpage>. <pub-id pub-id-type="doi">10.3390/MATH11122626</pub-id>
</mixed-citation>
</ref>
<ref id="B34">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Dynamic modeling and computer simulation analysis of the air spring suspension</article-title>. <source>J. Mech. Sci. Technol.</source> <volume>36</volume> (<issue>4</issue>), <fpage>1719</fpage>&#x2013;<lpage>1727</lpage>. <pub-id pub-id-type="doi">10.1007/s12206-022-0308-2</pub-id>
</mixed-citation>
</ref>
</ref-list>
<fn-group>
<fn fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3246212/overview">Quynh Van Le</ext-link>, Thai Nguyen University of Technology, Vietnam</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3325283/overview">Yufeng Gan</ext-link>, Jiangxi University of Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3333208/overview">Meng Li</ext-link>, Southwest Jiaotong University, China</p>
</fn>
</fn-group>
</back>
</article>