diff --git a/docs/source_docs/references/units.rst b/docs/source_docs/references/units.rst
index b910b6649721b66cc8661ddfb216153e2e956a26..251362b292897e67ddeea1a273d7b0568974f1c1 100644
--- a/docs/source_docs/references/units.rst
+++ b/docs/source_docs/references/units.rst
@@ -18,11 +18,11 @@ units.
 +--------------------------------+-----------------------------------------+
 | dynamic viscosity              | [:math:`Pa \cdot s`]                    |
 +--------------------------------+-----------------------------------------+
-| energy                         | Joule [:math:`J`]                       |
+| energy                         | joule [:math:`J`]                       |
 +--------------------------------+-----------------------------------------+
-| force                          | Newton [:math:`N`]                      |
+| force                          | newton [:math:`N`]                      |
 +--------------------------------+-----------------------------------------+
-| granular temperature           | [:math:`m^{2} \cdot s{-2}`]             |
+| granular temperature           | [:math:`m^{2} \cdot s{^-2}`]            |
 +--------------------------------+-----------------------------------------+
 | heat of formation              | [:math:`J \cdot kg^{-1}`]               |
 +--------------------------------+-----------------------------------------+
@@ -32,9 +32,9 @@ units.
 +--------------------------------+-----------------------------------------+
 | molecular weight               | [:math:`kg \cdot mol^{-1}`]             |
 +--------------------------------+-----------------------------------------+
-| power                          | Watt [:math:`W`]                        |
+| power                          | watt [:math:`W`]                        |
 +--------------------------------+-----------------------------------------+
-| pressure                       | Pascal [:math:`Pa`]                     |
+| pressure                       | pascal [:math:`Pa`]                     |
 +--------------------------------+-----------------------------------------+
 | reaction rate (Euler-Euler)    | [:math:`mol \cdot m^{-3} \cdot s^{-1}`] |
 +--------------------------------+-----------------------------------------+
@@ -44,7 +44,7 @@ units.
 +--------------------------------+-----------------------------------------+
 | spring coefficient             | [:math:`N \cdot m^{-1}`]                |
 +--------------------------------+-----------------------------------------+
-| temperature                    | Kelvin [:math:`K`]                      |
+| temperature                    | kelvin [:math:`K`]                      |
 +--------------------------------+-----------------------------------------+
 | thermal conductivity           | [:math:`W \cdot m^{-1} \cdot K^{-1}`]   |
 +--------------------------------+-----------------------------------------+