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  <front>
    <journal-meta>
      <journal-id journal-id-type="nlm-ta">Microstructures</journal-id>
      <journal-id journal-id-type="publisher-id">MICROSTRUCTURES</journal-id>
      <journal-title-group>
        <journal-title>Microstructures</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2770-2995</issn>
      <publisher>
        <publisher-name>OAE Publishing Inc.</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.20517/microstructures.2026.86</article-id>
      <article-categories>
        <subj-group>
          <subject>Research Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Pore interconnectivity as a design principle for durable high-voltage carbon-based supercapacitors</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Limpo</surname>
            <given-names>Carlos Maria Alava</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I#">
            <sup>#</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Lee</surname>
            <given-names>Jong Hak</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
          <xref ref-type="aff" rid="I#">
            <sup>#</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Ong</surname>
            <given-names>Yong Kang</given-names>
          </name>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Sassi</surname>
            <given-names>Lucas M.</given-names>
          </name>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Rao</surname>
            <given-names>Yifan</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I4">
            <sup>4</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Shi</surname>
            <given-names>Lu</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Poh</surname>
            <given-names>Eng Tuan</given-names>
          </name>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Tsuchiya</surname>
            <given-names>Keiji</given-names>
          </name>
          <xref ref-type="aff" rid="I5">
            <sup>5</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Takahashi</surname>
            <given-names>Daichi</given-names>
          </name>
          <xref ref-type="aff" rid="I5">
            <sup>5</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Özyilmaz</surname>
            <given-names>Barbaros</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
          <xref ref-type="aff" rid="I4">
            <sup>4</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1" />
        </contrib>
      </contrib-group>
      <aff id="I1">
        <sup>1</sup>Department of Material Science &amp; Engineering, National University of Singapore, Singapore 117574, Singapore.</aff>
      <aff id="I2">
        <sup>2</sup>Center for Advanced 2D Materials (CA2DM), National University of Singapore, Singapore 117546, Singapore.</aff>
      <aff id="I3">
        <sup>3</sup>Department of Physics, National University of Singapore, Singapore 117551, Singapore.</aff>
      <aff id="I4">
        <sup>4</sup>Institute for Functional Intelligent Materials (I-FIM), National University of Singapore, Singapore 117544, Singapore.</aff>
      <aff id="I5">
        <sup>5</sup>Youth Engineering Co. Ltd, Niihama 792-0003, Japan.</aff>
      <aff id="I#">
        <sup>#</sup>These authors contributed equally to this work.</aff>
      <author-notes>
        <corresp id="cor1">Correspondence to: Prof. Barbaros Özyilmaz, Department of Materials Science and Engineering, National University of Singapore, Singapore 117574, Singapore. E-mail: <email>barbaros@nus.edu.sg</email></corresp>
        <fn fn-type="other">
          <p>
            <bold>Received:</bold> 27 Apr 2026 | <bold>First Decision:</bold> 5 Jun 2026 | <bold>Revised:</bold> 8 Jul 2026 | <bold>Accepted:</bold> 15 Jul 2026 | <bold>Published:</bold> 17 Aug 2026</p>
        </fn>
        <fn fn-type="other">
          <p>
            <bold>Academic Editor:</bold> Yida Deng | <bold>Copy Editor:</bold> Shu-Yuan Duan | <bold>Production Editor:</bold> Shu-Yuan Duan</p>
        </fn>
      </author-notes>
      <pub-date pub-type="ppub">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>17</day>
        <month>8</month>
        <year>2026</year>
      </pub-date>
      <volume>6</volume>
	  <issue>5</issue>
      <elocation-id>20260105</elocation-id>
      <permissions>
        <copyright-statement>© The Author(s) 2026.</copyright-statement>
        <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
          <license-p>© The Author(s) 2026. <bold>Open Access</bold> This article is licensed under a Creative Commons Attribution 4.0 International License (<uri xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</uri>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
        </license>
      </permissions>
      <abstract>
        <p>The occlusion of sorption sites during gradual electrochemical degradation is widely implicated in the capacitance fade of carbon-based supercapacitors, yet how pore architecture influences the tolerance of electrodes to pore blocking remains insufficiently studied. This work demonstrates that pore interconnectivity plays a key role in determining the tolerance of carbon electrodes to site occlusion. Alongside electrochemical tests, structural characterization of conventional activated carbons revealed how their narrow micropores are susceptible to accessibility loss while under potentiostatic operation, thus suffering rapid capacitance losses and equivalent series resistance (ESR) increments. In contrast, a carbon developed with a well-interconnected micro-mesoporous network demonstrated up to 14-fold longer lifetime under identical conditions. Critically, this improved durability translated to an 11-fold increase in cumulative energy delivered prior to End-of-Life of the device, as compared to carbons whose structures are initially optimized for maximizing capacitance. Further post-mortem analyses indicated that carbons with improved pore interconnectivity can tolerate a greater buildup of pore-blocking by-products before reaching capacitive failure, thus showing how pore network architecture mitigates or exacerbates the progressive occlusion of ion-accessible regions. We propose that highly interconnected pore structures feature alternative pathways that maintain the accessibility of sorption sites under constant operation. These findings establish pore interconnectivity as a key principle for extending the durability of supercapacitors under demanding voltage and temperature conditions.</p>
      </abstract>
      <kwd-group>
        <kwd>Energy storage</kwd>
        <kwd>porous networks</kwd>
        <kwd>amorphous carbon</kwd>
        <kwd>pore blocking</kwd>
        <kwd>capacitance retention</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>INTRODUCTION</title>
      <p>Electrochemical double layer capacitors (EDLCs) are positioned as compact high-power energy storage solutions owing to their non-Faradaic charge storage mechanism within nanoporous carbon electrodes<sup>[<xref ref-type="bibr" rid="B1">1</xref>,<xref ref-type="bibr" rid="B2">2</xref>]</sup>. Although this working principle enables long operating lifetime and superior power densities, its relatively low energy densities compared to other energy storage devices remain a key limitation<sup>[<xref ref-type="bibr" rid="B2">2</xref>-<xref ref-type="bibr" rid="B6">6</xref>]</sup>. One strategy to overcome the limitations of EDLCs is to enhance their high-voltage stability to increase their rated operating voltage, which is fundamentally proportional to the energy density of the EDLC. However, prolonged high-voltage polarization is reported to accelerate parasitic electrochemical reactions at the electrode-electrolyte interface. These reactions are known to produce insulating solid-electrolyte-interphase (SEI) like layers and other byproducts such as organic compounds or evolved gases, which have been reported to progressively block pores and impede ion transport, leading to capacitance loss<sup>[<xref ref-type="bibr" rid="B7">7</xref>-<xref ref-type="bibr" rid="B10">10</xref>]</sup>.</p>
      <p>To address these issues, prior studies have primarily focused on developing electrolytes with wider electrochemical stability windows<sup>[<xref ref-type="bibr" rid="B7">7</xref>,<xref ref-type="bibr" rid="B11">11</xref>-<xref ref-type="bibr" rid="B14">14</xref>]</sup>. Although promising, this approach introduces significant trade-offs. Many high-voltage targeted electrolytes such as ionic liquids and sulfone-based solvents offer improved oxidative stability but often suffer from high viscosity, limited ion mobility, and significantly compromised performance at low temperatures<sup>[<xref ref-type="bibr" rid="B7">7</xref>,<xref ref-type="bibr" rid="B14">14</xref>]</sup>. These limitations translate to increased equivalent series resistance (ESR), reduced power density, and narrower operational flexibility. These limitations incentivize exploring new design principles for electrode materials so that EDLCs can be improved further to support a wider array of applications<sup>[<xref ref-type="bibr" rid="B15">15</xref>]</sup>. While specific surface area and pore size distribution are well-established metrics, emerging studies have clarified how tuning subtle network architectural features, such as ion path tortuosity and pore accessibility, influences an EDLC’s capacitance and rate performance<sup>[<xref ref-type="bibr" rid="B16">16</xref>-<xref ref-type="bibr" rid="B18">18</xref>]</sup>. Nevertheless, it remains unclear how architectural features such as pore interconnectivity affect device lifetime and degradation response.</p>
      <p>In this work, we reveal that pore interconnectivity, defined by the availability of multiple transport pathways for ions to access sorption sites, is a key parameter that governs degradation behavior in EDLCs under sustained polarization. Structural characterization revealed that commercial micropore-dominant activated carbons, which have been engineered for high specific capacitance, display micropore channels that are vulnerable to site occlusion. Through accelerated electrochemical stress tests, our findings reveal how micropore-rich carbons deliver substantially lower discharged energy before operational failure, despite having higher initial capacitance. In contrast, carbons with high pore interconnectivity, as demonstrated by Scanning Isotherm Analysis, can extend the operating lifetime by up to 14-fold at 3 V and 70 °C, thereby enabling an 11-fold increase in cumulative energy discharge before operational failure. Further analysis using post-mortem energy-dispersive X-ray Spectroscopy (EDS), Raman spectroscopy, and pore size analysis revealed that well-interconnected carbons can accommodate more pore-blocking formation than conventional micropore-rich carbons before reaching similar End-of-Life states. This emphasizes how pore architecture governs the loss of ion transport pathways during gradual degradation.  Our findings propose that highly interconnected structures, even in the presence of by-products, provide alternative pathways that allow ions to circumvent blocked regions and thereby retain capacitance. These findings underscore pore interconnectivity as a key design principle for durable EDLCs and suggest broader relevance to applications where sustaining efficient mass transport is essential.</p>
    </sec>
    <sec id="sec2">
      <title>MATERIALS AND METHODS</title>
      <sec id="sec2-1">
        <title>Materials acquisition</title>
        <p>Three commercial activated carbons were purchased from their respective companies: ACS-PC (American Chemicals Supplier, USA), EL104 (Jacobi Carbon Group, Malaysia), and YP-80F (Kuraray Group, Japan). A fourth carbon, denoted as nanoporous amorphous carbon (NAC), was synthesized via the modified spark plasma sintering process (Type KCE®-FCT HHP D 25-SD, FCT Systeme GmbH, Germany), which was reported for developing amorphous carbons with an interconnected porous network<sup>[<xref ref-type="bibr" rid="B19">19</xref>]</sup>. Briefly, the starting precursor of Ketjenblack EC-600JD amorphous onion-like carbon (Lion Specialty Chemicals Co. Ltd, Japan) was first physically activated under CO<sub>2</sub> gas (99.9% Pure, Leeden National Oxygen Ltd., Singapore) for 7 h at 1,000 °C to increase its porosity. Similar physical activation processes with CO<sub>2</sub> gas have been used to broaden the pores of porous materials<sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>. Then, 5 g of activated Ketjenblack powder was sintered via spark plasma sintering at 290 °C and 120 MPa for 30 min.</p>
      </sec>
      <sec id="sec2-2">
        <title>Materials characterization</title>
        <p>Powder X-ray diffraction was conducted using the Bruker D8 Advance Diffractometer (Bruker, Germany) between 2θ values of 5° and 85° [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 1A</inline-supplementary-material>]. The scans were obtained at a 0.02 ° interval, with a scan rate of 0.2 s per point. Raman spectroscopy was performed at room temperature using a Horiba LabRAM HR Evolution microscope (Horiba France SAS, France). The Raman spectra were acquired using a 514 nm excitation laser focused via a 100× objective lens, resulting in a laser spot size of 1 μm, laser power of 0.5 mW, and total accumulation time of 30 s [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 1B</inline-supplementary-material>].</p>
        <p>To comprehensively elucidate each carbon’s pore structure in the micropore and mesopore domains, a combination of CO<sub>2</sub> physisorption measurements (Autosorb 6300 PFE XR-XR, Anton Paar, USA) and N<sub>2</sub> physisorption measurements (Autosorb-iQ C-XR XR, Quantachrome Instruments, USA) was employed. CO<sub>2</sub> physisorption measurements were conducted at 0 °C, while N<sub>2</sub> physisorption measurements were conducted at -196.15 °C. For each sorption measurement, samples were first degassed at 300 °C for 18 h. After degassing, isotherms for each carbon were obtained across the full pressure range: 0-1.0P<sub>0</sub>. For carbon isotherms with prominent hysteresis, scanning isotherms were obtained across three <italic>P</italic>/<italic>P</italic><sub>0</sub> ranges, 0-0.6P<sub>0</sub>, 0-0.8P<sub>0</sub>, and 0-1.0P<sub>0</sub> (denoting full isotherm), to further elucidate the connectivity of the pore network<sup>[<xref ref-type="bibr" rid="B21">21</xref>-<xref ref-type="bibr" rid="B24">24</xref>]</sup>. To characterize carbon electrodes before and after electrochemical tests, samples were degassed at 70 °C for 18 h instead, to prevent degradation of the binder.</p>
        <p>For post-mortem EDS analysis, positive and negative electrodes were first extracted from cells that had lost at least 20% of their capacitance at 1 A/g, and immersed separately in anhydrous propylene carbonate (Sigma Aldrich, Germany). This was done to leach off any excess salt that could remain trapped in the pore structure. Similar soaking approaches have been employed in the literature to investigate the state of electrodes after cycling tests<sup>[<xref ref-type="bibr" rid="B8">8</xref>,<xref ref-type="bibr" rid="B25">25</xref>]</sup>. SEM images were obtained using a JEOL JSM-6700F Field Emission Scanning Electron Microscope (FESEM, JEOL, Japan) fitted with an X-MaxN 150 EDS detector (Oxford Instruments, United Kingdom). An acceleration voltage of 5 kV was used to obtain EDS spectra. For each carbon, EDS spectra were obtained at five spots on each aged positive and negative electrode separately.</p>
      </sec>
      <sec id="sec2-3">
        <title>Electrode and coin cell fabrication</title>
        <p>Aqueous-based electrode slurries were prepared by mixing 2 g of carbon with carboxymethyl cellulose (CMC Daicel 2200, Daicel Miraizu, Japan) and Polypropylene (denoted PP) (YA-6010, UNITIKA, Japan). Specifically, the weight ratio of carbon:CMC:PP was set to 90:4:6. Each slurry was then coated onto 25 µm-thick aluminum current collectors (Toyal Carbo, Toyal Aluminum K.K., Japan) with a target electrode coating thickness of approximately 75-85 µm, with mass loadings ranging between 3.5-5.2 mg/cm<sup>2</sup> depending on the powder porosity (More details in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Table 1</inline-supplementary-material>). Electrodes were dried overnight at 80 °C, punched into 16 mm diameter electrodes, and assembled into coin cells using CR2032 parts (Landt Instruments, USA) inside a DANVEC Glovebox (Vortex Prime, IT Technologies Pte Ltd, Singapore). The separator used was a Celgard 3501 type (Celgard, USA) with a thickness of 25 µm. For the electrolyte used in this study, 1.5 M of spiro-1,1′-bipyrrolidinium tetrafluoroborate (denoted SBPBF<sub>4</sub>) (Tokyo Chemical Industry, Japan) was mixed in anhydrous propylene carbonate (Sigma Aldrich, Germany). SBPBF<sub>4</sub> was selected as the electrolyte salt because of the small sizes of SBP<sup>+</sup> and BF<sub>4</sub><sup>-</sup>, whose diameters have been reported to be approximately 0.42 nm<sup>[<xref ref-type="bibr" rid="B26">26</xref>]</sup> and 0.45 nm<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>, respectively. This allows ions to access even the sub-nanometer micropores inside the nanoporous carbon electrodes<sup>[<xref ref-type="bibr" rid="B28">28</xref>]</sup>.</p>
      </sec>
      <sec id="sec2-4">
        <title>Electrochemical evaluation</title>
        <p>Electrochemical measurements were performed using the VSP-300 Potentiostat (Bio-Logic SAS, France). Each coin cell was charged to 2.5 V at 0.05 A/g for five cycles, followed by 3 V at 0.05 A/g for five cycles to facilitate electrolyte ion wetting and ion transport into microporous regions. Before stability tests, the initial capacitance (denoted C<sub>0</sub>) was measured by charging a cell to 3 V at 1 A/g followed by a 30-min potentiostatic hold before immediately discharging at 1 A/g. To accelerate the degradation process, this charge-hold-discharge sequence was repeated for 20 cycles per round in an oven maintained at 70 °C. After every round, corresponding to 10 h of cumulative float time, cells were allowed to cool at ambient temperature to reach thermal equilibrium before further measurements. The energy discharged per cycle and corresponding single electrode capacitance were obtained based on the area under the discharge curve, which was determined via the integration approach below:</p>
        <p><disp-formula><label>(1)</label> <tex-math id="E1"> $$ E_{\text {discharge }}=I \int_{t_{1}}^{t_{2}} V(t) d t $$ </tex-math></disp-formula></p>
        <p><disp-formula><label>(2)</label> <tex-math id="E2"> $$ C_{\text {single electrode }}=\frac{8 E_{\text {discharge }}}{m V_{\text {window }}^{2}} $$ </tex-math></disp-formula></p>
        <p>From Equations 1 and 2, V<sub>window</sub> is the full operating voltage window (fixed at 3 V for this study), t<sub>1</sub> and t<sub>2</sub> are the bounds of the discharge slope in seconds (s), I is the set current in mA, and m is the mass of the two electrodes. This integration approach was referenced from an extensive interlaboratory study that highlighted the importance of evaluating EDLCs using procedures that account for non-ideal behavior arising from significant Ohmic losses<sup>[<xref ref-type="bibr" rid="B29">29</xref>]</sup>. Coin cells were subjected to repeated 20-cycle stress rounds until they reached End-of-Life, defined by attaining ~ 20% capacitance loss. This is in accordance with industry standards to define an appropriate operating lifetime of supercapacitors under well-defined conditions<sup>[<xref ref-type="bibr" rid="B7">7</xref>,<xref ref-type="bibr" rid="B10">10</xref>]</sup>. To evaluate the energy throughput of the different cells, the discharge energy per cycle is summed from the beginning of the stress test to the End-of-Life time frame.</p>
        <p>To elucidate changes in ion transport behavior during electrochemical operation, Electrochemical Impedance Spectroscopy (EIS) was also conducted every 10 h at room temperature. Nyquist plots were obtained over a frequency range between 100 kHz and 0.1 Hz, with a sinusoidal amplitude of 10 mV. EC-Lab (Version 11.71, Bio-Logic SAS, France) was used to analyze the high-frequency regime of the Nyquist plots with equivalent circuit modelling, to elucidate the degradation of ion transport as cells undergo electrochemical stress.</p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>RESULTS AND DISCUSSION</title>
      <sec id="sec3-1">
        <title>Pore structure characterization of powders</title>
        <p>The nitrogen physisorption technique was first employed to identify subtle network features that can influence their susceptibility to obstruction within EDLC electrodes. While Brunauer-Emmett-Teller (BET) surface area and pore size distribution are conventionally used to rationalize pore-to-ion size matching to optimize capacitance<sup>[<xref ref-type="bibr" rid="B30">30</xref>-<xref ref-type="bibr" rid="B33">33</xref>]</sup>, these quantitative descriptors alone fail to capture subtle network connectivity effects or the presence of bottleneck regions that can affect ion accessibility under electrochemical stress. The presence of such non-trivial structural features is captured by an asymmetric adsorption-desorption behavior of N<sub>2</sub> during the measurement, giving rise to different hysteresis profiles that unveil underlying pore topology<sup>[<xref ref-type="bibr" rid="B22">22</xref>,<xref ref-type="bibr" rid="B24">24</xref>]</sup>. To further interpret such hysteretic features, recent studies employing advanced percolation models have shown that in mesoporous structures such as silica and Vycor glass, the hysteresis of physisorption isotherms can be systematically analyzed through partial <italic>P</italic>/<italic>P</italic><sub>0</sub> scanning isotherms across different relative pressures. This approach provides valuable insights into pore connectivity and network effects beyond the information captured by a full isotherm<sup>[<xref ref-type="bibr" rid="B21">21</xref>-<xref ref-type="bibr" rid="B23">23</xref>]</sup>.</p>
        <p>
          <xref ref-type="fig" rid="fig1">Figure 1A</xref> displays the isotherms of the three commercial activated carbons, whereby all isotherms exhibited similar features in a steep uptake at low pressure and a gentle plateau for <italic>P</italic>/<italic>P</italic><sub>0</sub> &gt; 0.4. These features are associated with a Type-I(b) isotherm<sup>[<xref ref-type="bibr" rid="B21">21</xref>]</sup>, validating their identity as micropore-rich carbons (MRCs). CO<sub>2</sub> physisorption measurements support the above interpretation, evident in the steep uptake of CO<sub>2</sub> at low relative pressures, which is attributed to an abundance of sub-nanometer micropores [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 2A</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">B</inline-supplementary-material>]. Through Quenched Solids Density Functional Theory (QSDFT) analysis, narrow mesopores between 2-4 nm were detected [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 2C</inline-supplementary-material>], with YP-80F having the highest mesopore volume fraction among the three MRCs [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 2D</inline-supplementary-material>]. To elucidate the connectivity of the network, the hysteresis of each isotherm was analyzed, through which neither prominent hysteresis nor a steep cavitation-associated desorption slope (at <italic>P</italic>/<italic>P</italic><sub>0</sub> within 0.4-0.5) was observed. These insights enable the structures of ACS-PC, EL104 and YP-80F to be interpreted as networks with minimal delay from bottleneck effects. These suggestions would be consistent with the conventional depiction of a microporous carbon in prior literature<sup>[<xref ref-type="bibr" rid="B7">7</xref>]</sup>, in which narrow terminal micropore branches extend from a broader main channel [<xref ref-type="fig" rid="fig1">Figure 1B</xref>].</p>
        <fig id="fig1" position="float" width="450">
          <label>Figure 1</label>
          <caption>
            <p>Gas physisorption analysis revealing distinct pore network architectures. (A) Standard nitrogen adsorption-desorption isotherms of EL104, YP-80F and ACS-PC, exhibiting Type I(b)-like behavior which is characteristic of micropore-rich carbons (MRCs); (B) Schematic interpretation of MRCs, highlighting micropore channels that extend from broader channels. Micropores and mesopores have been labelled to show their relative sizes; (C) Scanning isotherm array of NAC, due to its full-pressure range isotherm exhibiting a prominent hysteresis that sits between Type IV and Type H2 hysteresis; (D) Schematic interpretation of NAC’s pore structure based on its scanning hysteresis profile, suggesting a more interconnected network featuring micropores that can be accessed via multiple accessible pathways; (E) Quantifying lost surface area against lost pore volume incurred by each carbon after electrode fabrication through slurry processes. NAC: Nanoporous amorphous carbon.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures6086.fig.1.jpg" />
        </fig>
        <p>Together with the pore-size distributions of the three MRCs [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 2C</inline-supplementary-material> and <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">D</inline-supplementary-material>], <xref ref-type="fig" rid="fig1">Figure 1A</xref> illustrates how pore-size broadening can be strategically employed to incorporate mesopores into a structure<sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>, which is critical for tuning the rate performance of EDLCs<sup>[<xref ref-type="bibr" rid="B30">30</xref>]</sup>. Although micropores enable solvated ions to undergo partial desolvation, thereby improving the ion packing of the double layer during charging<sup>[<xref ref-type="bibr" rid="B31">31</xref>,<xref ref-type="bibr" rid="B33">33</xref>]</sup>, ion transport within narrow micropores is compromised due to high transport resistance<sup>[<xref ref-type="bibr" rid="B30">30</xref>]</sup>. In addition, some of these narrower pores could be smaller than the bare ion size and are thus inaccessible to ions (red-shaded area of <xref ref-type="fig" rid="fig1">Figure 1B</xref>). This can lead to underutilized surface area for charge storage<sup>[<xref ref-type="bibr" rid="B34">34</xref>]</sup>. To improve ion transport and increase the accessible surface area, physical or chemical activation methods that introduce additional larger pores such as mesopores have been utilized [Supplementary Figure 2E]<sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>. Through these approaches, the power performance of EDLCs can be enhanced<sup>[<xref ref-type="bibr" rid="B18">18</xref>,<xref ref-type="bibr" rid="B30">30</xref>,<xref ref-type="bibr" rid="B32">32</xref>]</sup>. In the following sections, the efficacy of the pore size broadening approach towards EDLC’s performance and cycling stability will be investigated by evaluating these carbons against a fourth non-conventional nanoporous amorphous carbon (hereafter denoted NAC) that was synthesized via a previously reported route designed to produce 3D-interconnected porous carbon matrices and volumetrically optimized pore structure<sup>[<xref ref-type="bibr" rid="B19">19</xref>]</sup>.</p>
        <p>Unlike the previously characterized MRCs, the full isotherm of NAC (<xref ref-type="fig" rid="fig1">Figure 1C</xref>, solid line) displayed a steeper N<sub>2</sub> adsorption slope over <italic>P</italic>/<italic>P</italic><sub>0</sub> = 0.1-0.7, indicating the presence of mesopores with a broader pore-size distribution. The pore size distribution curve derived from QSDFT calculations <InlineParagraph>[<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 2</inline-supplementary-material>]</InlineParagraph> further corroborated this interpretation, revealing a broad peak for mesopores between 2-8 nm in diameter. In addition, NAC’s full-range isotherm exhibited two distinct hysteretic features. The first hysteresis feature above <italic>P</italic>/<italic>P</italic><sub>0</sub> = 0.4 is associated with micro-mesoporous carbons with intrinsic network effects that delay N<sub>2</sub> desorption, while the second hysteresis feature below <italic>P</italic>/<italic>P</italic><sub>0</sub> = 0.4 is associated with pores whose accessibility is limited by an intricate connection of micropores and small mesopores<sup>[<xref ref-type="bibr" rid="B21">21</xref>]</sup>.</p>
        <p>To further analyse the hysteretic profile of NAC, scanning isotherms were obtained (<xref ref-type="fig" rid="fig1">Figure 1C</xref>, black and red plots), and revealed two things: Firstly, none of the scanning isotherms collapsed into a near-vertical desorption slope towards the cavitation-characteristic pressure domain (<italic>P</italic>/<italic>P</italic><sub>0</sub> within 0.4-0.5), indicating that the desorption of gas is not fully driven by cavitation. Secondly, the scanning isotherms exhibited a loop whose area progressively decreased with lower <italic>P</italic>/<italic>P</italic><sub>0</sub> range, with their desorption slopes converging along the adsorption boundary rather than the desorption branch of the full-range isotherm. This observation suggests that the extent of hysteresis is dependent on the degree of prior pore filling of deeper network sites, indicating the influence of network-percolation effects. Given that NAC was previously reported to exhibit an intricate 3D-interconnected pore network that can be tuned through the spark plasma sintering process<sup>[<xref ref-type="bibr" rid="B19">19</xref>]</sup>, these findings suggest that NAC exhibits a thoroughly percolated porous matrix [<xref ref-type="fig" rid="fig1">Figure 1D</xref>] rather than existing as isolated or terminating branches [<xref ref-type="fig" rid="fig1">Figure 1B</xref>].</p>
        <p>Through physisorption characterization distinct differences in the pore structure of three commercial activated carbons versus that of a recently explored carbon were revealed, with some of their common quantitative metrics summarized in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Table 2</inline-supplementary-material>. From these insights, we strove to rank the carbons based on their interconnectivity, which we previously defined as the degree to which microporous sites are accessible by multiple pathways. By this definition, when occlusive species are introduced into a porous network, a well-interconnected structure would mitigate the loss of pore accessibility much better than a poorly interconnected one. Therefore, to rank the carbons by their interconnectivity, the porosities of carbons before and after electrode fabrication were compared, because during the integration of binders and dispersant into the carbon slurry, some non-capacitive components may infiltrate the pore structure of the porous carbon matrix. This could lead to pore blocking even before device operation<sup>[<xref ref-type="bibr" rid="B25">25</xref>,<xref ref-type="bibr" rid="B35">35</xref>]</sup>. For a fair comparison, the electrode fabrication parameters were fixed such that the weight ratio of the porous carbon material to dispersant (CMC) to binder (PP) was set to 90:4:6.</p>
        <p>
          <xref ref-type="fig" rid="fig1">Figure 1E</xref> summarizes the findings, notably showing that micropore-dominant ACS-PC incurred the largest surface area loss and pore volume loss after electrode formulation compared to the other carbons. By comparing the isotherms of each carbon’s pristine powder versus the electrode state after slurry fabrication [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 3</inline-supplementary-material>], it was also observed that ACS-PC’s isotherm showed a growth in the width of “low-pressure hysteresis” within <italic>P</italic>/<italic>P</italic><sub>0</sub> &lt; 0.4, which can be attributed to sluggish desorption kinetics within extremely narrow channels such as ultra-micropores and small mesopores<sup>[<xref ref-type="bibr" rid="B18">18</xref>,<xref ref-type="bibr" rid="B21">21</xref>]</sup>. Since this growth of hysteresis was absent in the other three carbons, it suggests that after the slurry process, ACS-PC’s pore structure transitioned to one with compromised pore accessibility. By juxtaposing this insight with ACS-PC’s initial non-hysteretic Type-I(b) isotherm and low average pore size [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Table 2</inline-supplementary-material>], these observations highlight a susceptibility of such narrow architectures to pore occlusion, especially when pore domains have been engineered to narrow size domains.</p>
        <p>EL104 and YP-80F exhibited a smaller surface area loss than ACS-PC, which can be attributed to their higher mesopore fractions that improve pore accessibility [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Tables 2 and 3</inline-supplementary-material>]. Intriguingly, NAC exhibited the lowest surface area loss after electrode fabrication process despite having comparable pore volume losses to EL104 and YP-80F. This suggests that beyond the extent of introducing pore-blocking elements, pore network architecture could influence the degree to which local obstruction events propagate to network-level losses in surface area. This occlusion concept can be extended to rationalize the degradation mechanism of EDLCs since sustained polarization promotes parasitic reactions at the electrode-electrolyte interface, leading to the formation of by-products that accumulate within the pore network over time<sup>[<xref ref-type="bibr" rid="B7">7</xref>,<xref ref-type="bibr" rid="B8">8</xref>]</sup>. To test this hypothesis, these electrodes were subsequently used to fabricate coin cells for additional electrochemical tests. To fabricate EDLCs for this study, 1.5 M SBPBF<sub>4</sub> in propylene carbonate was selected as the electrolyte, as it is widely used in commercial applications due to its high ionic conductivity and relatively environmentally benign nature.</p>
      </sec>
      <sec id="sec3-2">
        <title>Electrochemical characterization of amorphous carbon electrodes</title>
        <p>To evaluate the degradation behavior of the four carbons, accelerated electrochemical stress tests were conducted as illustrated in <xref ref-type="fig" rid="fig2">Figure 2A</xref>. These electrochemical float tests consisted of galvanostatic charge-discharge (GCD) cycles, where each cycle incorporates a potentiostatic holding step at 3 V (also known as a ‘float test’) under a temperature of 70 °C. Unlike rapid cycling tests, employing a potentiostatic period for 30 min per cycle enables parasitic electrochemical reactions to proceed over prolonged periods per cycle, thereby capturing the intrinsic degradation behavior of the materials under realistic operating conditions<sup>[<xref ref-type="bibr" rid="B7">7</xref>,<xref ref-type="bibr" rid="B14">14</xref>]</sup>.</p>
        <fig id="fig2" position="float" width="450">
          <label>Figure 2</label>
          <caption>
            <p>Accelerated electrochemical stress test protocol and its impact on capacitance retention and cumulative energy delivery. (A) Schematic for accelerated stress tests under 70 °C, involving a 30-min potentiostatic period (also known as a ‘float test’) at 3 V per cycle. The area under the discharge curve, including the IR Drop, was used to compute the discharge energy for each cycle; (B) Capacitance retention curves obtained in 10-h intervals, at room temperature. End-of-Life was determined based on losing approximately 20% of initial capacitance (dashed horizontal line). For each carbon, the performance of three individual cells can be found in Supplementary Materials, under <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="-SupplementaryMaterials.pdf">Supplementary Tables 4-7</inline-supplementary-material>. Error bars represent one standard deviation. NAC’s capacitance trend exhibited a gentle decay slope up until 120 h before decay accelerates. In contrast, YP-80F’s capacitance decay started to accelerate after 50 h; (C) Comparison of cumulative discharged energy up to End-of-Life alongside the initial capacitances of each carbon, measured at 3 V. Although ACS-PC exhibited superior initial capacitance, its rapid failure rate in comparison to those of carbons with developed mesoporosity highlights a trade-off between expanding theoretical capacitive limits and compromising throughput. The error bars represent one standard deviation, derived from the performance of three individual cells per carbon. NAC: Nanoporous amorphous carbon.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures6086.fig.2.jpg" />
        </fig>
        <p>Initial capacitance measurements revealed ACS-PC’s superior gravimetric performance among the other three carbons [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Table 8</inline-supplementary-material>]. However, the capacitance values did not scale directly with the carbon’s BET surface area. This discrepancy is evident in NAC’s comparable capacitance to YP-80F, despite NAC having a significantly lower surface area. To quantitatively visualize this discrepancy, the gravimetric capacitance of each carbon was divided by its characteristic BET surface area to estimate a surface area utilization metric. [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Table 8</inline-supplementary-material>] Firstly, it was revealed that NAC exhibited the highest surface-area utilization among the four carbons. In addition, YP-80F exhibited the lowest surface-area utilization metric, despite having the highest surface area. These findings suggest that simply increasing the surface area cannot guarantee volumetrically efficient ion-sorption.</p>
        <p>
          <xref ref-type="fig" rid="fig2">Figure 2B</xref> compares the degradation trajectory of each carbon’s capacitance in 10-h intervals. After the first 10-h potentiostatic round, ACS-PC’s capacitance faded significantly quicker than all other carbons, already surpassing the End-of-Life threshold of approximately 20% capacitance loss, a benchmark commonly applied across the industry<sup>[<xref ref-type="bibr" rid="B7">7</xref>,<xref ref-type="bibr" rid="B10">10</xref>]</sup>. In contrast, other carbons retained above 90% of their capacitance [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Table 8</inline-supplementary-material>] and reached End-of-Life at much later time frames. For YP-80F and EL104, improvements in operating lifetime appeared consistent with increased mesopore fraction, suggesting that the integration of more and/or wider mesopore junctions facilitates ion transport as electrochemical degradation ensues. However, NAC exhibited improved capacitance retention than YP-80F, despite NAC’s lower total porosity. Intriguingly, the operating lifetime agreed with the interconnectivity ranking demonstrated in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Table 3</inline-supplementary-material>. NAC, which ranked first in interconnectivity among this sample set, reached End-of-Life after 140 h, the longest duration observed in this study. The remaining carbons followed the order of YP-80F, EL104, and ACS-PC in decreasing lifetime and interconnectivity. This suggests that beyond simply increasing mesoporosity, there are other factors that can influence the degradation behavior of carbon electrodes under electrochemical stress.</p>
        <p>To elucidate the practical implications of the trade-off between enhanced capacitance in microporous materials and their compromised lifetime, <xref ref-type="fig" rid="fig2">Figure 2C</xref> compares the cumulative energy delivered before End-of-Life with the initial capacitance of each carbon. In summary, <xref ref-type="fig" rid="fig2">Figure 2C</xref> shows that the enhancement of capacitance displayed by ACS-PC failed to translate to improved long-term energy output because of its rapid device failure and low cycle count. In contrast, carbons with balanced porosities and interconnected networks sustained energy delivery across much longer operating periods. Specifically, NAC enabled up to an 11-fold increase in overall energy output as compared to micropore-dominant ACS-PC. Even relative to YP-80F, which has incorporated substantial mesoporosity, NAC exhibited nearly a two-fold increase in operating lifetime and energy output despite exhibiting lower surface area and lower porosity than YP-80F. These findings suggest that rather than bulk porosity metrics alone, the organization of the micropores and mesopores is critical to improving the accessibility of microporous sites.</p>
        <p>To complement the insights obtained from potentiostatic stress tests, electrochemical impedance spectroscopy (EIS) was employed to elucidate how ion transport in different carbon electrodes is compromised during prolonged electrochemical operation. Prior to stress testing, each carbon’s Nyquist plot displayed varying sizes of the high-frequency semicircle regime. By using an equivalent circuit model [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 4</inline-supplementary-material>], the real-axis span of the semicircle can be attributed to the resistance that ions experience when moving into the pore structure<sup>[<xref ref-type="bibr" rid="B36">36</xref>]</sup>. This will be hereafter denoted as R<sub>access</sub> and is thus a quantitative proxy for how difficult it is for ions to access the internal network. It was observed that R<sub>access</sub> correlated with the micropore fraction of the carbons [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Table 9</inline-supplementary-material>], and since the electrolyte used for all carbon EDLCs was standardized, it suggests that R<sub>access</sub> correlates to ion transport kinetics that are dependent on pore-network dimensions. Indeed, similar associations have been made in elucidating how larger pores such as mesopores serve a critical role in facilitating ion transport and ESR optimization<sup>[<xref ref-type="bibr" rid="B30">30</xref>,<xref ref-type="bibr" rid="B32">32</xref>]</sup>.</p>
        <p>After the first 10 h of the stress test, ACS-PC exhibited a pronounced right shift along the x-axis alongside a growth of the high-frequency semicircle region (<xref ref-type="fig" rid="fig3">Figure 3A</xref>, from <italic>R</italic> to <italic>R</italic><sub>2</sub>). The latter feature has been associated with the resistance that arises from ion transport limitations<sup>[<xref ref-type="bibr" rid="B14">14</xref>]</sup>. In addition, there was a significant increase in ESR<sub>1kHz</sub> (from 1.33 Ohm to 1.94 Ohm), which is consistent with the rapid capacitance decay observed from the GCD measurements. With the other MRCs, similar increases in ESR<sub>1kHz</sub> (from 0.96 Ohm to 1.52 Ohm) and R<sub>access</sub> were observed for EL104 after the first 10 h [<xref ref-type="fig" rid="fig3">Figure 3B</xref>]. In contrast, YP-80F’s Nyquist plot exhibited less pronounced distortion after 10 h [<xref ref-type="fig" rid="fig3">Figure 3C</xref>], suggesting that transport limitations incurred more gradually in carbons with more mesopores. Nevertheless, EL104 and YP-80F exhibited significant distortions in the form of increased semicircle diameter and a right x-shift as they approached End-of-Life at 40 and 70 h, respectively.</p>
        <fig id="fig3" position="float" width="450">
          <label>Figure 3</label>
          <caption>
            <p>Nyquist plot comparisons reveal compromised high-frequency response, especially in micropore-dominant carbons. (A-C) Nyquist plot comparisons for ACS-PC, EL104, and YP-80F respectively. After 10 h of testing, ACS-PC’s Nyquist plots showed a prominent growth of the high-frequency semicircle region. R and R<sub>2</sub> represent the derived R<sub>access</sub> values from equivalent circuit modelling, before and after aging. Similarly, EL104 and YP-80F exhibited prominent increases in R<sub>access</sub> at later time frames; (D) Nyquist plot array for NAC: The clean and 10-h Nyquist plots were selected to compare its behavior to all commercial carbons, while the Nyquist plot at the 70-h mark was chosen to benchmark against that of YP-80F specifically. After 70 h of testing, NAC retained 92% capacitance, and unlike the other carbons, NAC’s Nyquist plots had a significantly smaller high-frequency semicircle. NAC: Nanoporous amorphous carbon.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures6086.fig.3.jpg" />
        </fig>
        <p>In contrast to the three MRCs, NAC exhibited only minor distortions in its Nyquist plot [<xref ref-type="fig" rid="fig3">Figure 3D</xref>]. Even after 70 h, its impedance response showed only a minor right shift in the x-axis and limited development of the high-frequency semicircle as compared to YP-80F. Given the similar mesopore volume exhibited by YP-80F and NAC [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Table 2</inline-supplementary-material>], the observations suggest that the organization of mesopores within NAC more effectively mitigates the degradation of ion transport that is accelerated by sustained high-voltage polarization. This supports the view that network architecture, rather than overall porosity and surface area, governs the extent to which degradation translates to the loss of ion-accessible pathways. To further determine whether network architecture plays an active role in dictating long-term device performance, post-mortem analyses were subsequently performed.</p>
      </sec>
      <sec id="sec3-3">
        <title>Post-mortem analyses of aged carbon electrodes</title>
        <p>Raman spectra of vacuum-dried End-of-Life carbon electrodes were compared against their pristine counterparts (prior to coin cell assembly), to deduce whether the carbon framework underwent significant structural transformation [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 5</inline-supplementary-material>]. Across all four carbons, there were no pronounced changes in the Raman spectra, indicating that there was no noticeable transformation of the carbon framework. However, the absence of a strong Raman change does not exclude degradation within the electrochemical cell. In this regard, we considered that for propylene carbonate-based EDLCs, its electrochemical degradation has been reported to produce oxygen-containing species such as poly(propylene carbonate) and propylene glycol. These species can contribute to measurable oxygen signals under EDS analysis<sup>[<xref ref-type="bibr" rid="B8">8</xref>]</sup>. Thus, post-mortem analyses were conducted to elucidate the elemental composition of carbon electrode pairs that exhibited a similar extent of capacitance losses (-20%).</p>
        <p>Firstly, comparisons of SEM images [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figures 6-9</inline-supplementary-material>] before and after float tests show no noticeable morphological changes across all electrodes. Despite this, post-mortem SEM/EDS analyses of each carbon electrode pair revealed increased oxygen fractions across all carbons [<xref ref-type="fig" rid="fig4">Figure 4A</xref>]. Notably, NAC’s positive electrode showed significantly more oxygen enrichment than the other carbons. Given that this is consistent with its significantly enhanced lifetime compared to all other micropore-rich carbons (MRCs), the findings suggest that NAC’s interconnected pore structure can tolerate a greater amount of oxygen-containing, pore-blocking by-products before reaching similar extents of capacitance loss.</p>
        <fig id="fig4" position="float" width="450">
          <label>Figure 4</label>
          <caption>
            <p>Post-mortem analyses and schematic discussion of degradation tolerance. (A) EDS analyses of aged carbon electrodes to elucidate the changes in oxygen composition of the electrode after attaining End-of-Life (defined by 20% capacitance loss). Each carbon is also plotted against its lifetime. For the chart derived via EDS analyses, the error bars correspond to one standard deviation and represent the variability in composition within each aged electrode. Five spots were measured per electrode; (B) Schematic of premature pore occlusion inside micropore-rich structures with terminal branches. Local obstructions at pore entrances lead to a loss of ion accessibility; (C) Schematic of mitigated pore blocking within well-interconnected pore structures. Despite the accumulation of by-products, alternative pathways allow ions to migrate across the structure, leading to mitigated capacitive loss and subsequently enhanced cycling lifetime. EDS: Energy-dispersive X-ray spectroscopy.</p>
          </caption>
          <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="microstructures6086.fig.4.jpg" />
        </fig>
        <p>To support the interpretation of EDS findings, further physisorption measurements of aged electrodes were obtained for NAC and YP-80F [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 10A</inline-supplementary-material>-<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">D</inline-supplementary-material>] to examine the electrode’s pore structure after the same duration of electrochemical stress. Specifically, the states of YP-80F and NAC electrodes at the 70-h mark are compared, because that was when their capacitance retention curves began to diverge. The isotherms of YP-80F electrodes displayed a significant reduction in overall Nitrogen uptake after stress tests, indicating a loss of pore accessibility [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 10A</inline-supplementary-material>]. Further analysis of pore size distributions corroborated these findings, showing that the population of micropores and mesopores distinctly decreased after 70 h of testing [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 10B</inline-supplementary-material>]. On the other hand, the isotherms of NAC electrodes showed a much smaller reduction in overall Nitrogen uptake after cycling for the same duration [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 10C</inline-supplementary-material>]. In addition, the pore size distribution curves of NAC electrodes only showed minor reductions after 70 h of floating [<inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 10D</inline-supplementary-material>]. By considering that YP-80F’s lifetime was lower despite having overall higher porosity, the above insights indicate that under the same degree of electrochemical stress, the degree of pore accessibility loss can be mitigated through factors beyond total pore volume.</p>
        <p>To discuss the divergence in capacitive failure, mechanistic interpretations of how different pore structures respond to degradation mechanisms are proposed in <xref ref-type="fig" rid="fig4">Figure 4B</xref> and <xref ref-type="fig" rid="fig4">C</xref>. <xref ref-type="fig" rid="fig4">Figure 4B</xref> schematically displays how pore networks featuring terminal branches, such as the three commercial activated carbons in this study, are vulnerable to rapid capacitive failure. Prior to any electrochemical degradation, these structures feature access to microporous sorption sites through a single pore entrance. Owing to the isolated nature of these regions, the deeper parts of the micropore branch would be inaccessible for ion sorption (denoted in the red area of <xref ref-type="fig" rid="fig4">Figure 4B</xref>). As the cell is subject to potentiostatic operation, degradation by-products generated from parasitic reactions propagate across the network and may accumulate at pore entrances. With no alternative pathways to access these sorption sites, the gradual narrowing of the pore entrance compromises ion transport due to inhibited kinetics and can eventually reach a state of complete pore occlusion, leading to catastrophic reductions in accessible surface area and subsequent capacitance loss.</p>
        <p>In contrast, <xref ref-type="fig" rid="fig4">Figure 4C</xref> shows how NAC exhibits a three-dimensional percolated mesoporous network as evidenced by its scanning isotherms and TEM tomography from our earlier study<sup>[<xref ref-type="bibr" rid="B19">19</xref>]</sup>, confirming its fully interconnected structure. This pore architecture provides multiple entry and exit pathways for ions, enabling efficient ingress and egress throughout the porous network. Even as by-products accumulate at critical pore entrances and block off certain areas, several sorption sites remain accessible to ions through alternative, more tortuous routes. As a result, NAC exhibits high surface area utilization and mitigates capacitance losses more effectively than poorly percolated carbons. Collectively, these results demonstrate that pore interconnectivity, rather than pore size or total pore volume, is a crucial factor governing ion accessibility, SEI tolerance, and long-term electrochemical stability in EDLC electrodes.</p>
      </sec>
      <sec id="sec3-4">
        <title>Demonstrating cycling stability in an alternate sulfone-based electrolyte system</title>
        <p>To verify that the insights drawn can be applied beyond the propylene-carbonate system, the same accelerated stress protocol (3 V and 70 °C) was also conducted in a sulfone-based electrolyte (specifications listed in <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf"><inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 11</inline-supplementary-material></inline-supplementary-material>). This was selected because sulfone-based electrolytes have shown improved cycling stability in electrochemical devices, owing to their wider electrochemical stability windows and higher boiling points than those of carbonate-based electrolytes<sup>[<xref ref-type="bibr" rid="B14">14</xref>]</sup>. Since these advantages come with a trade-off of higher viscosity, it motivated an investigation of which pore structure can best synergize with this electrolyte system. <inline-supplementary-material content-type="local-data" mimetype="application/pdf" xlink:href="microstructures6086-SupplementaryMaterials.pdf">Supplementary Figure 11</inline-supplementary-material> summarizes the retention curves of sulfone-based EDLCs, showing that after 70 h, sulfone-based cells for YP-80F and NAC retain noticeably more capacitance than the PC-based counterparts. In addition, NAC’s capacitance retention at steady state (~96%) is significantly better than that of YP-80F (86%), thereby emphasizing a mitigated initial capacitance fade, as observed in the PC-based study in <xref ref-type="fig" rid="fig2">Figure 2B</xref>.</p>
        <p>Notably, micropore-dominant ACS-PC still exhibited a rapid drop of capacitance retention before the 10-h mark. This indicates that cycling stability was not noticeably improved, despite switching to a more electrochemically stable electrolyte system. This highlights the importance of tailoring the electrode architecture to complement existing strategies focused on electrolyte engineering, thereby affirming electrode-electrolyte synergy and expanding the operating limits of supercapacitors. Collectively, these observations support the broader applicability of pore interconnectivity as a design principle beyond a single electrolyte chemistry.</p>
      </sec>
    </sec>
    <sec id="sec4">
      <title>CONCLUSION</title>
      <p>This study showcases how pore network interconnectivity is critical to developing EDLCs with high capacitance retention under sustained polarization. By systematically comparing carbons with different pore structures under controlled aging conditions, we showed that carbons with well-interconnected networks can mitigate capacitance loss by featuring alternative paths to access sorption sites, thereby circumventing blocked channels. Further research can explore the development of combining pore structure engineering with disorder tuning in nanoporous carbons to achieve highly efficient charge storage. In addition, the advantages of a well-interconnected pore hierarchy can be explored in other areas such as carbon capture and catalysis, where the transport of media within tortuous porous systems is critical for their applications.</p>
    </sec>
  </body>
  <back>
    <sec>
      <title>DECLARATIONS</title>
      <sec>
        <title>Authors’ contributions</title>
        <p>Made substantial contributions to conception and design of the study and performed data analysis and interpretation: Ozyilmaz, B.; Limpo, C. M. A.; Lee, J. H.</p>
        <p>Performed data acquisition and provided administrative, technical, and material support: Ong, Y. K.; Sassi, L. M.; Rao, Y.; Shi, L.; Poh, E. T.; Tsuchiya, K.; Takahashi, D.</p>
      </sec>
      <sec>
        <title>Availability of data and materials</title>
        <p>The original contributions presented in this study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding authors.</p>
      </sec>
      <sec>
        <title>AI and AI-assisted tools statement</title>
        <p>During the preparation of this manuscript, the AI tool ChatGPT (version 5.5, released 2026-04-23) was used solely for language editing. The tool did not influence the study design, data collection, analysis, interpretation, or the scientific content of the work. All authors take full responsibility for the accuracy, integrity, and final content of the manuscript.</p>
      </sec>
      <sec>
        <title>Financial support and sponsorship</title>
        <p>This work was supported by the National Research Foundation, Prime Minister’s Office, Singapore, under its Competitive Research Programme (CRP award number NRF-CRP22-2019-008) and Medium-Sized Centre Programme (CA2DM), by Ministry of Education of Singapore, under its Research Centre of Excellence award to the Institute for Functional Intelligent Materials (I-FIM, Project No. EDUNC-33-18-279-V12), and by EDB Singapore, under its Space Technology Development Programme (S22-19013-STDP), and by the National Research Foundation, Agency for Science, Technology and Research (A*STAR) under its RIE2025 Urban Solutions and Sustainability (USS) LCER Phase 2 Programme 1st Emerging Technology Grant Call (Award No. U2411D4008).</p>
      </sec>
      <sec>
        <title>Conflicts of interest</title>
        <p>Tsuchiya, K.; Takahashi, D. are affiliated with Youth Engineering Co. Ltd., while the other authors have declared that they have no conflicts of interest.</p>
      </sec>
      <sec>
        <title>Ethical Approval and Consent to Participate</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Consent for publication</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
       <title>Copyright</title>
<p>&#x00A9; The Author(s) 2026.</p>
</sec>
<sec sec-type="supplementary-material">
      <title>Supplementary Materials</title>
	  <supplementary-material content-type="local-data">
		<media xlink:href="microstructures6086-SupplementaryMaterials.pdf" mimetype="application/pdf">
			<caption>
				<p>Supplementary Materials</p>
			</caption>
		</media>
	  </supplementary-material>

	  </sec>
	  </sec>
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