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      <abstractText>Poisson's ratio is a fundamental parameter in rock mechanics, traditionally often treated as a constant. This study challenges that notion by developing a universal empirical model that captures its significant stress-dependency from initial loading to failure. The model was rigorously calibrated using 42 uniaxial compressive tests on granite and successfully generalized to limestone, marl, sandstone, and saltstone, representing a wide spectrum of mechanical behaviors from brittle to ductile. Its predictive accuracy was quantified using root mean square error (RMSE), mean absolute error (MAE), and mean absolute percentage error (MAPE). The model demonstrated high fidelity, particularly at the critical crack initiation stage (sigma/sigma c = 0.5), where errors were minimized. Across all five rock types and three calculation methods (secant, average, tangent), the MAPE ranged from 1.4% to 3.7%, RMSE from 0.007 to 0.012, and MAE from 0.005 to 0.010. Performance was superior for ductile rocks like marl (MAPE approximate to 1.9%) and saltstone (MAPE approximate to 1.4%) due to their homogeneous deformation, while effectively capturing the more complex, crack-dominated response of granite and sandstone. The research conclusively demonstrates that Poisson's ratio is not a fixed material property but a dynamically evolving parameter. This work provides a practical and robust framework that moves beyond the assumption of a constant Poisson's ratio, offering a significant improvement for accurate deformation analysis in numerical modeling, underground excavation design, and reservoir geomechanics.</abstractText>
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      <label>Narimani Samad et al. New Insights Into Poisson's Ratio Variability in Rocks Under Load. (2026) INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS 0363-9061 1096-9853 50 2 854-869</label><template>&lt;div class=&quot;JournalArticle Publication short-list&quot;&gt; &lt;div class=&quot;authors&quot;&gt; &lt;span class=&quot;author-name&quot; mtid=&quot;10081821&quot;&gt; &lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10081821&quot; target=&quot;_blank&quot;&gt;Narimani, Samad ✉&lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; mtid=&quot;10002250&quot;&gt; &lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10002250&quot; target=&quot;_blank&quot;&gt;Vásárhelyi, Balázs&lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; &lt;/div &gt;&lt;div class=&quot;title&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;36454998&quot; mtid=&quot;36454998&quot; target=&quot;_blank&quot;&gt;New Insights Into Poisson&apos;s Ratio Variability in Rocks Under Load&lt;/a&gt;&lt;/div&gt; &lt;div class=&quot;pub-info&quot;&gt; &lt;span class=&quot;journal-title&quot;&gt;INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS&lt;/span&gt; &lt;span class=&quot;journal-volume&quot;&gt;50&lt;/span&gt; : &lt;span class=&quot;journal-issue&quot;&gt;2&lt;/span&gt; &lt;span class=&quot;page&quot;&gt; pp. 854-869. , 16 p. &lt;/span&gt; &lt;span class=&quot;year&quot;&gt;(2026)&lt;/span&gt; &lt;/div&gt; &lt;div class=&quot;pub-end&quot;&gt;&lt;div class=&quot;identifier-list&quot;&gt; &lt;span class=&quot;identifiers&quot;&gt; &lt;span class=&quot;id identifier oa_none&quot; title=&quot;none&quot;&gt; &lt;a style=&quot;color:blue&quot; title=&quot;10.1002/nag.70146&quot; target=&quot;_blank&quot; href=&quot;https://doi.org/10.1002/nag.70146&quot;&gt; DOI &lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;id identifier oa_none&quot; title=&quot;none&quot;&gt; &lt;a style=&quot;color:blue&quot; title=&quot;001613735200001&quot; target=&quot;_blank&quot; href=&quot;https://www.webofscience.com/wos/woscc/full-record/001613735200001&quot;&gt; 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&lt;span class=&quot;pub-core&quot;&gt;Forrás Idéző &lt;/span&gt; &lt;span class=&quot;pub-type&quot;&gt;Folyóiratcikk (Szakcikk ) &lt;/span&gt; &lt;!-- &amp;&amp; !record.category.scientific --&gt; &lt;span class=&quot;pub-category&quot;&gt;Tudományos&lt;/span&gt; &lt;/div&gt; &lt;/div&gt; &lt;/div&gt;</template><template2>&lt;div class=&quot;JournalArticle Publication long-list&quot;&gt; &lt;div class=&quot;authors&quot;&gt; &lt;img title=&quot;Forrásközlemény&quot; style=&quot;float: left&quot; src=&quot;/frontend/resources/grid/publication-core-icon.png&quot;&gt; &lt;img title=&quot;Idézőközlemény&quot; style=&quot;float: left&quot; src=&quot;/frontend/resources/grid/publication-citation-icon.png&quot;&gt; &lt;div class=&quot;autype autype0&quot;&gt; &lt;span class=&quot;author-name&quot; mtid=&quot;10081821&quot;&gt;&lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10081821&quot; target=&quot;_blank&quot;&gt;Narimani Samad ✉ (&lt;span class=&quot;authorship-author-name&quot;&gt;Narimani Ghourtlar Samad&lt;/span&gt; &lt;span class=&quot;authorAux-mtmt&quot;&gt; Geotechnics, Geology, Rock Mechanics, Tunneling...&lt;/span&gt;) &lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-affil&quot;&gt;&lt;span title=&quot;Budapesti Műszaki és Gazdaságtudományi Egyetem&quot;&gt;BME&lt;/span&gt;/&lt;span title=&quot;Építőmérnöki Kar&quot;&gt;ÉMK&lt;/span&gt;/Geotechnika és Mérnökgeológia Tanszék&lt;/span&gt; ;&amp;nbsp;&amp;nbsp;&amp;nbsp; &lt;span class=&quot;author-name&quot; mtid=&quot;10002250&quot;&gt;&lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10002250&quot; target=&quot;_blank&quot;&gt;Vásárhelyi Balázs (&lt;span class=&quot;authorship-author-name&quot;&gt;Vásárhelyi Balázs&lt;/span&gt; &lt;span class=&quot;authorAux-mtmt&quot;&gt; Kőzetmechanika&lt;/span&gt;) &lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-affil&quot;&gt;&lt;span title=&quot;Budapesti Műszaki és Gazdaságtudományi Egyetem&quot;&gt;BME&lt;/span&gt;/&lt;span title=&quot;Építőmérnöki Kar&quot;&gt;ÉMK&lt;/span&gt;/Geotechnika és Mérnökgeológia Tanszék&lt;/span&gt; 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