diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
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diff --git a/docs/build/doctrees/history.doctree b/docs/build/doctrees/history.doctree
index 7fb8ac6..c709bfc 100644
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diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree
index 4ca4f28..f3d00df 100644
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diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo
index a4e2266..736dff4 100644
--- a/docs/build/html/.buildinfo
+++ b/docs/build/html/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: b4d3cbede435f0c6bf9260192e9bf9d7
+config: 23c30e3852e30f05e3745555cbeb2562
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/build/html/_sources/history.rst.txt b/docs/build/html/_sources/history.rst.txt
index 9aaefea..eee4b55 100644
--- a/docs/build/html/_sources/history.rst.txt
+++ b/docs/build/html/_sources/history.rst.txt
@@ -48,10 +48,10 @@ Version 1.4 (16 May 2023)
 * Bugfix: reset slow iteration counter when doing soft restarts
 
 Version 1.4.1 (11 Apr 2024)
--------------------------
+---------------------------
 * Migrate package setup to pyproject.toml (required for Python version 3.12)
 * Drop support for Python 2.7 and <=3.7 due to new setup process
 
-Version 1.5 (9 Sep 2024)
--------------------------
+Version 1.5.0 (16 Sep 2024)
+---------------------------
 * Added support for general convex constraints
diff --git a/docs/build/html/_static/documentation_options.js b/docs/build/html/_static/documentation_options.js
index a1cbd83..f476d73 100644
--- a/docs/build/html/_static/documentation_options.js
+++ b/docs/build/html/_static/documentation_options.js
@@ -1,5 +1,5 @@
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+    VERSION: '1.5.0',
     LANGUAGE: 'en',
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     BUILDER: 'html',
diff --git a/docs/build/html/advanced.html b/docs/build/html/advanced.html
index 2c81ffc..8332754 100644
--- a/docs/build/html/advanced.html
+++ b/docs/build/html/advanced.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Advanced Usage &mdash; Py-BOBYQA v1.5 documentation</title>
+  <title>Advanced Usage &mdash; Py-BOBYQA v1.5.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
       <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
 
@@ -15,7 +15,7 @@
   
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+        <script src="_static/documentation_options.js?v=e0a75244"></script>
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@@ -38,7 +38,7 @@
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diff --git a/docs/build/html/diagnostic.html b/docs/build/html/diagnostic.html
index a68a282..57a9aeb 100644
--- a/docs/build/html/diagnostic.html
+++ b/docs/build/html/diagnostic.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Diagnostic Information &mdash; Py-BOBYQA v1.5 documentation</title>
+  <title>Diagnostic Information &mdash; Py-BOBYQA v1.5.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
       <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
 
@@ -15,7 +15,7 @@
   
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         <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-        <script src="_static/documentation_options.js?v=aaadad1f"></script>
+        <script src="_static/documentation_options.js?v=e0a75244"></script>
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@@ -38,7 +38,7 @@
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           </a>
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-                1.5
+                1.5.0
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diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index 0830cf1..b0478a7 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Index &mdash; Py-BOBYQA v1.5 documentation</title>
+  <title>Index &mdash; Py-BOBYQA v1.5.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
       <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
 
@@ -14,7 +14,7 @@
   
         <script src="_static/jquery.js?v=5d32c60e"></script>
         <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-        <script src="_static/documentation_options.js?v=aaadad1f"></script>
+        <script src="_static/documentation_options.js?v=e0a75244"></script>
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@@ -34,7 +34,7 @@
             Py-BOBYQA
           </a>
               <div class="version">
-                1.5
+                1.5.0
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   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
diff --git a/docs/build/html/history.html b/docs/build/html/history.html
index 22196a2..532e937 100644
--- a/docs/build/html/history.html
+++ b/docs/build/html/history.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Version History &mdash; Py-BOBYQA v1.5 documentation</title>
+  <title>Version History &mdash; Py-BOBYQA v1.5.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
       <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
 
@@ -15,7 +15,7 @@
   
         <script src="_static/jquery.js?v=5d32c60e"></script>
         <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-        <script src="_static/documentation_options.js?v=aaadad1f"></script>
+        <script src="_static/documentation_options.js?v=e0a75244"></script>
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@@ -36,7 +36,7 @@
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               <div class="version">
-                1.5
+                1.5.0
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   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -63,7 +63,7 @@
 <li class="toctree-l2"><a class="reference internal" href="#version-1-3-14-apr-2021">Version 1.3 (14 Apr 2021)</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#version-1-4-16-may-2023">Version 1.4 (16 May 2023)</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#version-1-4-1-11-apr-2024">Version 1.4.1 (11 Apr 2024)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#version-1-5-9-sep-2024">Version 1.5 (9 Sep 2024)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#version-1-5-0-16-sep-2024">Version 1.5.0 (16 Sep 2024)</a></li>
 </ul>
 </li>
 </ul>
@@ -162,8 +162,8 @@ <h2>Version 1.4.1 (11 Apr 2024)<a class="headerlink" href="#version-1-4-1-11-apr
 <li><p>Drop support for Python 2.7 and &lt;=3.7 due to new setup process</p></li>
 </ul>
 </section>
-<section id="version-1-5-9-sep-2024">
-<h2>Version 1.5 (9 Sep 2024)<a class="headerlink" href="#version-1-5-9-sep-2024" title="Link to this heading"></a></h2>
+<section id="version-1-5-0-16-sep-2024">
+<h2>Version 1.5.0 (16 Sep 2024)<a class="headerlink" href="#version-1-5-0-16-sep-2024" title="Link to this heading"></a></h2>
 <ul class="simple">
 <li><p>Added support for general convex constraints</p></li>
 </ul>
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index f7dbb0f..3e8e897 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Py-BOBYQA: Derivative-Free Optimizer for Bound-Constrained Minimization &mdash; Py-BOBYQA v1.5 documentation</title>
+  <title>Py-BOBYQA: Derivative-Free Optimizer for Bound-Constrained Minimization &mdash; Py-BOBYQA v1.5.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
       <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
 
@@ -15,7 +15,7 @@
   
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         <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-        <script src="_static/documentation_options.js?v=aaadad1f"></script>
+        <script src="_static/documentation_options.js?v=e0a75244"></script>
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@@ -37,7 +37,7 @@
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-                1.5
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@@ -83,8 +83,8 @@
              
   <section id="py-bobyqa-derivative-free-optimizer-for-bound-constrained-minimization">
 <h1>Py-BOBYQA: Derivative-Free Optimizer for Bound-Constrained Minimization<a class="headerlink" href="#py-bobyqa-derivative-free-optimizer-for-bound-constrained-minimization" title="Link to this heading"></a></h1>
-<p><strong>Release:</strong> 1.5</p>
-<p><strong>Date:</strong> 09 September 2024</p>
+<p><strong>Release:</strong> 1.5.0</p>
+<p><strong>Date:</strong> 16 September 2024</p>
 <p><strong>Author:</strong> <a class="reference external" href="mailto:lindon&#46;roberts&#37;&#52;&#48;sydney&#46;edu&#46;au">Lindon Roberts</a></p>
 <p>Py-BOBYQA is a flexible package for finding local solutions to nonlinear, nonconvex minimization problems (with optional bound and other convex constraints), without requiring any derivatives of the objective. Py-BOBYQA is a Python implementation of the <a class="reference external" href="http://mat.uc.pt/~zhang/software.html#powell_software">BOBYQA</a> solver by Powell (documentation <a class="reference external" href="http://www.damtp.cam.ac.uk/user/na/NA_papers/NA2009_06.pdf">here</a>). It is particularly useful when evaluations of the objective function are expensive and/or noisy.</p>
 <p>That is, Py-BOBYQA solves</p>
@@ -165,7 +165,7 @@ <h1>Py-BOBYQA: Derivative-Free Optimizer for Bound-Constrained Minimization<a cl
 <li class="toctree-l2"><a class="reference internal" href="history.html#version-1-3-14-apr-2021">Version 1.3 (14 Apr 2021)</a></li>
 <li class="toctree-l2"><a class="reference internal" href="history.html#version-1-4-16-may-2023">Version 1.4 (16 May 2023)</a></li>
 <li class="toctree-l2"><a class="reference internal" href="history.html#version-1-4-1-11-apr-2024">Version 1.4.1 (11 Apr 2024)</a></li>
-<li class="toctree-l2"><a class="reference internal" href="history.html#version-1-5-9-sep-2024">Version 1.5 (9 Sep 2024)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="history.html#version-1-5-0-16-sep-2024">Version 1.5.0 (16 Sep 2024)</a></li>
 </ul>
 </li>
 </ul>
diff --git a/docs/build/html/info.html b/docs/build/html/info.html
index 99bb6a7..b637822 100644
--- a/docs/build/html/info.html
+++ b/docs/build/html/info.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Overview &mdash; Py-BOBYQA v1.5 documentation</title>
+  <title>Overview &mdash; Py-BOBYQA v1.5.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
       <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
 
@@ -15,7 +15,7 @@
   
         <script src="_static/jquery.js?v=5d32c60e"></script>
         <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-        <script src="_static/documentation_options.js?v=aaadad1f"></script>
+        <script src="_static/documentation_options.js?v=e0a75244"></script>
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@@ -38,7 +38,7 @@
             Py-BOBYQA
           </a>
               <div class="version">
-                1.5
+                1.5.0
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 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -108,7 +108,7 @@ <h2>Details of the Py-BOBYQA Algorithm<a class="headerlink" href="#details-of-th
 <p>Py-BOBYQA is a type of <em>trust-region</em> method, a common category of optimization algorithms for nonconvex problems. Given a current estimate of the solution <span class="math notranslate nohighlight">\(x_k\)</span>, we compute a model which approximates the objective <span class="math notranslate nohighlight">\(m_k(s)\approx f(x_k+s)\)</span> (for small steps <span class="math notranslate nohighlight">\(s\)</span>), and maintain a value <span class="math notranslate nohighlight">\(\Delta_k&gt;0\)</span> (called the <em>trust region radius</em>) which measures the size of <span class="math notranslate nohighlight">\(s\)</span> for which the approximation is good.</p>
 <p>At each step, we compute a trial step <span class="math notranslate nohighlight">\(s_k\)</span> designed to make our approximation <span class="math notranslate nohighlight">\(m_k(s)\)</span> small (this task is called the <em>trust region subproblem</em>). We evaluate the objective at this new point, and if this provided a good decrease in the objective, we take the step (<span class="math notranslate nohighlight">\(x_{k+1}=x_k+s_k\)</span>), otherwise we stay put (<span class="math notranslate nohighlight">\(x_{k+1}=x_k\)</span>). Based on this information, we choose a new value <span class="math notranslate nohighlight">\(\Delta_{k+1}\)</span>, and repeat the process.</p>
 <p>In Py-BOBYQA, we construct our approximation <span class="math notranslate nohighlight">\(m_k(s)\)</span> by interpolating a linear or quadratic approximation for <span class="math notranslate nohighlight">\(f(x)\)</span> at several points close to <span class="math notranslate nohighlight">\(x_k\)</span>. To make sure our interpolated model is accurate, we need to regularly check that the points are well-spaced, and move them if they aren’t (i.e. improve the geometry of our interpolation points).</p>
-<p>Py-BOBYQA is a Python implementation of the BOBYQA solver by Powell <a class="reference internal" href="#powell2009" id="id1"><span>[Powell2009]</span></a>. More details about Py-BOBYQA algorithm are given in our paper <a class="reference internal" href="#cfmr2018" id="id2"><span>[CFMR2018]</span></a>.</p>
+<p>Py-BOBYQA is a Python implementation of the BOBYQA solver by Powell <a class="reference internal" href="#powell2009" id="id1"><span>[Powell2009]</span></a>. More details about Py-BOBYQA algorithm are given in our paper <a class="reference internal" href="userguide.html#cfmr2018" id="id2"><span>[CFMR2018]</span></a>.</p>
 </section>
 <section id="references">
 <h2>References<a class="headerlink" href="#references" title="Link to this heading"></a></h2>
diff --git a/docs/build/html/install.html b/docs/build/html/install.html
index 16eaf0e..e8f0a31 100644
--- a/docs/build/html/install.html
+++ b/docs/build/html/install.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Installing Py-BOBYQA &mdash; Py-BOBYQA v1.5 documentation</title>
+  <title>Installing Py-BOBYQA &mdash; Py-BOBYQA v1.5.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
       <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
 
@@ -15,7 +15,7 @@
   
         <script src="_static/jquery.js?v=5d32c60e"></script>
         <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-        <script src="_static/documentation_options.js?v=aaadad1f"></script>
+        <script src="_static/documentation_options.js?v=e0a75244"></script>
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@@ -37,7 +37,7 @@
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           </a>
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+                1.5.0
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diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv
index e355e03..11829d9 100644
--- a/docs/build/html/objects.inv
+++ b/docs/build/html/objects.inv
@@ -1,6 +1,6 @@
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diff --git a/docs/build/html/search.html b/docs/build/html/search.html
index 096fab1..411b192 100644
--- a/docs/build/html/search.html
+++ b/docs/build/html/search.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Search &mdash; Py-BOBYQA v1.5 documentation</title>
+  <title>Search &mdash; Py-BOBYQA v1.5.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
       <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
 
@@ -15,7 +15,7 @@
   
         <script src="_static/jquery.js?v=5d32c60e"></script>
         <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-        <script src="_static/documentation_options.js?v=aaadad1f"></script>
+        <script src="_static/documentation_options.js?v=e0a75244"></script>
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@@ -37,7 +37,7 @@
             Py-BOBYQA
           </a>
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-                1.5
+                1.5.0
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   <form id="rtd-search-form" class="wy-form" action="#" method="get">
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index e035190..fa5f8d0 100644
--- a/docs/build/html/searchindex.js
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index 8fb08cd..e7d4a22 100644
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index 97f3be8..45294d4 100644
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index a78487c..2b0c5de 100644
--- a/docs/build/latex/Py-BOBYQA.fdb_latexmk
+++ b/docs/build/latex/Py-BOBYQA.fdb_latexmk
@@ -1,10 +1,10 @@
 # Fdb version 3
-["makeindex Py-BOBYQA.idx"] 1582610283 "Py-BOBYQA.idx" "Py-BOBYQA.ind" "Py-BOBYQA" 1725852577
-  "Py-BOBYQA.idx" 1725852575 0 d41d8cd98f00b204e9800998ecf8427e "pdflatex"
+["makeindex Py-BOBYQA.idx"] 1582610283 "Py-BOBYQA.idx" "Py-BOBYQA.ind" "Py-BOBYQA" 1726458096
+  "Py-BOBYQA.idx" 1726458094 0 d41d8cd98f00b204e9800998ecf8427e "pdflatex"
   (generated)
   "Py-BOBYQA.ilg"
   "Py-BOBYQA.ind"
-["pdflatex"] 1725852570 "Py-BOBYQA.tex" "Py-BOBYQA.pdf" "Py-BOBYQA" 1725852577
+["pdflatex"] 1726458090 "Py-BOBYQA.tex" "Py-BOBYQA.pdf" "Py-BOBYQA" 1726458096
   "/etc/texmf/web2c/texmf.cnf" 1712803173 475 c0e671620eb5563b2130f56340a5fde8 ""
   "/usr/share/texlive/texmf-dist/fonts/enc/dvips/base/8r.enc" 1165713224 4850 80dc9bab7f31fb78a000ccfed0e27cab ""
   "/usr/share/texlive/texmf-dist/fonts/map/fontname/texfonts.map" 1577235249 3524 cb3e574dea2d1052e39280babc910dc8 ""
@@ -171,13 +171,13 @@
   "/usr/share/texmf/web2c/texmf.cnf" 1644012257 39432 7155514e09a3d69036fac785183a21c2 ""
   "/var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map" 1712803388 4234243 4a42437c56f0785ccfd4e39da48c38dc ""
   "/var/lib/texmf/web2c/pdftex/pdflatex.fmt" 1712803393 1405649 09028a54f5e9b3274f4344c937e7ff76 ""
-  "Py-BOBYQA.aux" 1725852577 13093 d976bcaa1edfdca9463f6e127bea169b "pdflatex"
+  "Py-BOBYQA.aux" 1726458096 13102 fe3c48df0a1188ce7d598103bfe19ae7 "pdflatex"
   "Py-BOBYQA.ind" 1725497670 0 d41d8cd98f00b204e9800998ecf8427e "makeindex Py-BOBYQA.idx"
-  "Py-BOBYQA.out" 1725852577 8412 04df048d458e49a52639cffc88db43bf "pdflatex"
-  "Py-BOBYQA.tex" 1725852567 85863 fcf9396052285dce1db139de9e7db879 ""
-  "Py-BOBYQA.toc" 1725852577 4230 39339219baa0a358578c9d53b9fb3c7f "pdflatex"
+  "Py-BOBYQA.out" 1726458096 8427 6b1b345f82cffc2d0fe36bfd7064b373 "pdflatex"
+  "Py-BOBYQA.tex" 1726458083 85873 584efc5d48381ffcd8600fd89c2fbb46 ""
+  "Py-BOBYQA.toc" 1726458096 4233 9a8bd0f7eab55b0b5cb6eebb91fdcd1a "pdflatex"
   "sphinx.sty" 1725497883 50659 6d393be3f369a7862f0b19a359f1ab89 ""
-  "sphinxhighlight.sty" 1725852569 7553 83fb52292c17957d9f4aadcb28c57a87 ""
+  "sphinxhighlight.sty" 1726458084 7553 83fb52292c17957d9f4aadcb28c57a87 ""
   "sphinxlatexadmonitions.sty" 1725497883 18222 f3bfd316b630ed188fcc20bf320acafe ""
   "sphinxlatexcontainers.sty" 1725497671 901 d3a3a1b7b2547f47ade2499350b5c420 ""
   "sphinxlatexgraphics.sty" 1725497671 4840 a9578332b6f3b35e198751fb632c9b79 ""
@@ -192,7 +192,7 @@
   "sphinxlatexstyletext.sty" 1725497883 6881 543f3cecccc7dccac396b5720cccf443 ""
   "sphinxlatextables.sty" 1725497883 57644 2253ce149b29042948a000d2dbf50b50 ""
   "sphinxmanual.cls" 1725497671 4241 7b0d7a37df7b5715fb0dbd585c52ecdb ""
-  "sphinxmessages.sty" 1725852570 745 3f5fcd6cdd7964ed608767954a8ced6f ""
+  "sphinxmessages.sty" 1726458084 745 3f5fcd6cdd7964ed608767954a8ced6f ""
   "sphinxoptionsgeometry.sty" 1725497671 2061 47bb34b8ed8a78823eb0c886abfb9f4d ""
   "sphinxoptionshyperref.sty" 1725497671 1094 79beb8b8a3f10784f8cce804e0f9d3aa ""
   "sphinxpackageboxes.sty" 1725497883 36106 1be2053eb1cb9b083b3a75e3657bcb24 ""
diff --git a/docs/build/latex/Py-BOBYQA.log b/docs/build/latex/Py-BOBYQA.log
index c83a532..3eee217 100644
--- a/docs/build/latex/Py-BOBYQA.log
+++ b/docs/build/latex/Py-BOBYQA.log
@@ -1,4 +1,4 @@
-This is pdfTeX, Version 3.141592653-2.6-1.40.22 (TeX Live 2022/dev/Debian) (preloaded format=pdflatex 2024.4.11)  9 SEP 2024 13:29
+This is pdfTeX, Version 3.141592653-2.6-1.40.22 (TeX Live 2022/dev/Debian) (preloaded format=pdflatex 2024.4.11)  16 SEP 2024 13:41
 entering extended mode
  restricted \write18 enabled.
  %&-line parsing enabled.
@@ -938,12 +938,12 @@ Chapter 7.
 
 ] (./Py-BOBYQA.aux)
 Package rerunfilecheck Info: File `Py-BOBYQA.out' has not changed.
-(rerunfilecheck)             Checksum: 04DF048D458E49A52639CFFC88DB43BF;8412.
+(rerunfilecheck)             Checksum: 6B1B345F82CFFC2D0FE36BFD7064B373;8427.
  ) 
 Here is how much of TeX's memory you used:
  19407 strings out of 480247
- 343035 string characters out of 5896151
- 672058 words of memory out of 5000000
+ 343038 string characters out of 5896151
+ 672063 words of memory out of 5000000
  36839 multiletter control sequences out of 15000+600000
  526530 words of font info for 75 fonts, out of 8000000 for 9000
  15 hyphenation exceptions out of 8191
@@ -969,7 +969,7 @@ f-dist/fonts/type1/public/txfonts/t1xbtt.pfb></usr/share/texlive/texmf-dist/fon
 ts/type1/public/txfonts/t1xtt.pfb></usr/share/texlive/texmf-dist/fonts/type1/pu
 blic/txfonts/t1xtt.pfb></usr/share/texlive/texmf-dist/fonts/type1/public/txfont
 s/tcxtt.pfb></usr/share/texlive/texmf-dist/fonts/type1/urw/times/utmr8a.pfb>
-Output written on Py-BOBYQA.pdf (35 pages, 335820 bytes).
+Output written on Py-BOBYQA.pdf (35 pages, 336038 bytes).
 PDF statistics:
  618 PDF objects out of 1000 (max. 8388607)
  542 compressed objects within 6 object streams
diff --git a/docs/build/latex/Py-BOBYQA.out b/docs/build/latex/Py-BOBYQA.out
index 0c6f803..51cc812 100644
--- a/docs/build/latex/Py-BOBYQA.out
+++ b/docs/build/latex/Py-BOBYQA.out
@@ -46,6 +46,6 @@
 \BOOKMARK [1][-]{section.6.7}{\376\377\000V\000e\000r\000s\000i\000o\000n\000\040\0001\000.\0003\000\040\000\050\0001\0004\000\040\000A\000p\000r\000\040\0002\0000\0002\0001\000\051}{chapter.6}% 46
 \BOOKMARK [1][-]{section.6.8}{\376\377\000V\000e\000r\000s\000i\000o\000n\000\040\0001\000.\0004\000\040\000\050\0001\0006\000\040\000M\000a\000y\000\040\0002\0000\0002\0003\000\051}{chapter.6}% 47
 \BOOKMARK [1][-]{section.6.9}{\376\377\000V\000e\000r\000s\000i\000o\000n\000\040\0001\000.\0004\000.\0001\000\040\000\050\0001\0001\000\040\000A\000p\000r\000\040\0002\0000\0002\0004\000\051}{chapter.6}% 48
-\BOOKMARK [1][-]{section.6.10}{\376\377\000V\000e\000r\000s\000i\000o\000n\000\040\0001\000.\0005\000\040\000\050\0009\000\040\000S\000e\000p\000\040\0002\0000\0002\0004\000\051}{chapter.6}% 49
+\BOOKMARK [1][-]{section.6.10}{\376\377\000V\000e\000r\000s\000i\000o\000n\000\040\0001\000.\0005\000.\0000\000\040\000\050\0001\0006\000\040\000S\000e\000p\000\040\0002\0000\0002\0004\000\051}{chapter.6}% 49
 \BOOKMARK [0][-]{chapter.7}{\376\377\000A\000c\000k\000n\000o\000w\000l\000e\000d\000g\000e\000m\000e\000n\000t\000s}{}% 50
 \BOOKMARK [0][-]{chapter*.3}{\376\377\000B\000i\000b\000l\000i\000o\000g\000r\000a\000p\000h\000y}{}% 51
diff --git a/docs/build/latex/Py-BOBYQA.pdf b/docs/build/latex/Py-BOBYQA.pdf
index 9cb2c29..de9b460 100644
Binary files a/docs/build/latex/Py-BOBYQA.pdf and b/docs/build/latex/Py-BOBYQA.pdf differ
diff --git a/docs/build/latex/Py-BOBYQA.tex b/docs/build/latex/Py-BOBYQA.tex
index b05a02f..2a0ddc4 100644
--- a/docs/build/latex/Py-BOBYQA.tex
+++ b/docs/build/latex/Py-BOBYQA.tex
@@ -64,8 +64,8 @@
 
 
 \title{Py-BOBYQA Documentation}
-\date{09 September 2024}
-\release{1.5}
+\date{16 September 2024}
+\release{1.5.0}
 \author{Lindon Roberts}
 \newcommand{\sphinxlogo}{\vbox{}}
 \renewcommand{\releasename}{Release}
@@ -86,10 +86,10 @@
 
 
 \sphinxAtStartPar
-\sphinxstylestrong{Release:} 1.5
+\sphinxstylestrong{Release:} 1.5.0
 
 \sphinxAtStartPar
-\sphinxstylestrong{Date:} 09 September 2024
+\sphinxstylestrong{Date:} 16 September 2024
 
 \sphinxAtStartPar
 \sphinxstylestrong{Author:} \sphinxhref{mailto:lindon.roberts@sydney.edu.au}{Lindon Roberts}
@@ -1526,8 +1526,8 @@ \section{Version 1.4.1 (11 Apr 2024)}
 \end{itemize}
 
 
-\section{Version 1.5 (9 Sep 2024)}
-\label{\detokenize{history:version-1-5-9-sep-2024}}\begin{itemize}
+\section{Version 1.5.0 (16 Sep 2024)}
+\label{\detokenize{history:version-1-5-0-16-sep-2024}}\begin{itemize}
 \item {} 
 \sphinxAtStartPar
 Added support for general convex constraints
diff --git a/docs/build/latex/Py-BOBYQA.toc b/docs/build/latex/Py-BOBYQA.toc
index 20d486a..4cb4e41 100644
--- a/docs/build/latex/Py-BOBYQA.toc
+++ b/docs/build/latex/Py-BOBYQA.toc
@@ -47,6 +47,6 @@
 \contentsline {section}{\numberline {6.7}Version 1.3 (14 Apr 2021)}{26}{section.6.7}%
 \contentsline {section}{\numberline {6.8}Version 1.4 (16 May 2023)}{26}{section.6.8}%
 \contentsline {section}{\numberline {6.9}Version 1.4.1 (11 Apr 2024)}{26}{section.6.9}%
-\contentsline {section}{\numberline {6.10}Version 1.5 (9 Sep 2024)}{27}{section.6.10}%
+\contentsline {section}{\numberline {6.10}Version 1.5.0 (16 Sep 2024)}{27}{section.6.10}%
 \contentsline {chapter}{\numberline {7}Acknowledgements}{29}{chapter.7}%
 \contentsline {chapter}{Bibliography}{31}{chapter*.3}%
diff --git a/docs/history.rst b/docs/history.rst
index 9aaefea..eee4b55 100644
--- a/docs/history.rst
+++ b/docs/history.rst
@@ -48,10 +48,10 @@ Version 1.4 (16 May 2023)
 * Bugfix: reset slow iteration counter when doing soft restarts
 
 Version 1.4.1 (11 Apr 2024)
--------------------------
+---------------------------
 * Migrate package setup to pyproject.toml (required for Python version 3.12)
 * Drop support for Python 2.7 and <=3.7 due to new setup process
 
-Version 1.5 (9 Sep 2024)
--------------------------
+Version 1.5.0 (16 Sep 2024)
+---------------------------
 * Added support for general convex constraints
diff --git a/manual.pdf b/manual.pdf
index 9cb2c29..de9b460 100644
Binary files a/manual.pdf and b/manual.pdf differ
diff --git a/pybobyqa/__init__.py b/pybobyqa/__init__.py
index ecbee47..d426887 100644
--- a/pybobyqa/__init__.py
+++ b/pybobyqa/__init__.py
@@ -39,7 +39,7 @@
 # Ensure compatibility with Python 2
 from __future__ import absolute_import, division, print_function, unicode_literals
 
-__version__ = '1.5'
+__version__ = '1.5.0'
 
 # Main solver & exit flags
 from .solver import *