diff --git a/README.md b/README.md
index 7a7d94500f..c80f1c7acf 100644
--- a/README.md
+++ b/README.md
@@ -7,11 +7,11 @@
     <a href="https://pypi.org/project/pvlib/">
     <img src="https://img.shields.io/pypi/v/pvlib.svg" alt="latest release" />
     </a>
-    <a href="https://anaconda.org/conda-forge/pvlib-python">
-    <img src="https://anaconda.org/conda-forge/pvlib-python/badges/version.svg" />
+    <a href="https://anaconda.org/conda-forge/pvlib">
+    <img src="https://anaconda.org/conda-forge/pvlib/badges/version.svg" />
     </a>
-    <a href="https://anaconda.org/conda-forge/pvlib-python">
-    <img src="https://anaconda.org/conda-forge/pvlib-python/badges/latest_release_date.svg" />
+    <a href="https://anaconda.org/conda-forge/pvlib">
+    <img src="https://anaconda.org/conda-forge/pvlib/badges/latest_release_date.svg" />
     </a>
 </tr>
 <tr>
@@ -50,19 +50,8 @@
     <a href="https://doi.org/10.5281/zenodo.593284">
     <img src="https://zenodo.org/badge/DOI/10.5281/zenodo.593284.svg" alt="zenodo reference">
     </a>
-    <a href="http://joss.theoj.org/papers/41187535cad22dd4b076c89b72f874b1">
-    <img src="http://joss.theoj.org/papers/41187535cad22dd4b076c89b72f874b1/status.svg" alt="JOSS reference" />
-    </a>
-  </td>
-</tr>
-<tr>
-  <td>Downloads</td>
-  <td>
-    <a href="https://pypi.org/project/pvlib/">
-    <img src="https://img.shields.io/pypi/dm/pvlib" alt="PyPI downloads" />
-    </a>
-    <a href="https://anaconda.org/conda-forge/pvlib-python">
-    <img src="https://anaconda.org/conda-forge/pvlib-python/badges/downloads.svg" alt="conda-forge downloads" />
+    <a style="border-width:0" href="https://doi.org/10.21105/joss.05994">
+    <img src="https://joss.theoj.org/papers/10.21105/joss.05994/status.svg" alt="DOI badge" >
     </a>
   </td>
 </tr>
@@ -99,17 +88,32 @@ The long-term success of pvlib-python requires substantial community support.
 Citing
 ======
 
-If you use pvlib-python in a published work, please cite:
+Many of the contributors to pvlib python work in institutions where
+citation metrics are used in performance or career evaluations. If you
+use pvlib python in a published work, please cite:
 
-  William F. Holmgren, Clifford W. Hansen, and Mark A. Mikofski.
+**Recommended citation for the pvlib python project**
+
+  Anderson, K., Hansen, C., Holmgren, W., Jensen, A., Mikofski, M., and Driesse, A.
+  "pvlib python: 2023 project update."
+  Journal of Open Source Software, 8(92), 5994, (2023).
+  https://doi.org/10.21105/joss.05994
+
+
+**Recommended citation for pvlib iotools**
+
+  Jensen, A., Anderson, K., Holmgren, W., Mikofski, M., Hansen, C., Boeman, L., Loonen, R.
+  "pvlib iotools —- Open-source Python functions for seamless access to solar irradiance data."
+  Solar Energy, 266, 112092, (2023).
+  https://doi.org/10.1016/j.solener.2023.112092
+
+**Historical citation for pvlib python**
+
+  Holmgren, W., Hansen, C., and Mikofski, M.
   "pvlib python: a python package for modeling solar energy systems."
   Journal of Open Source Software, 3(29), 884, (2018).
   https://doi.org/10.21105/joss.00884
 
-Please also cite the DOI corresponding to the specific version of
-pvlib-python that you used. pvlib-python DOIs are listed at
-[Zenodo.org](https://zenodo.org/search?page=1&size=20&q=conceptrecid:593284&all_versions&sort=-version)
-
 If you use pvlib-python in a commercial or publicly-available application, please
 consider displaying one of the "powered by pvlib" logos:
 
@@ -142,10 +146,10 @@ History and acknowledgement
 ===========================
 
 pvlib python started out as a Python translation of the PVLIB MATLAB
-toolbox (developed by the `PVPMC <https://pvpmc.sandia.gov/>`_ at
+toolbox (developed by the [PVPMC](https://pvpmc.sandia.gov/) at
 Sandia National Laboratories) in 2013 and has grown substantially since then.
 Today it contains code contributions from over a hundred individuals worldwide
-and is maintained by a core group of PV modelers from a variety institutions.
+and is maintained by a core group of PV modelers from a variety of institutions.
 
 pvlib has been supported directly and indirectly by DOE, NumFOCUS, and
 Google Summer of Code funding, university research projects,
diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst
index d8d8d9debd..8e5773d639 100644
--- a/docs/sphinx/source/index.rst
+++ b/docs/sphinx/source/index.rst
@@ -48,28 +48,37 @@ companies that allow their employees to contribute, and from personal time.
 Citing pvlib python
 ===================
 
-Many of the contributors to pvlib-python work in institutions where
+Many of the contributors to pvlib python work in institutions where
 citation metrics are used in performance or career evaluations. If you
 use pvlib python in a published work, please cite:
 
-  William F. Holmgren, Clifford W. Hansen, and Mark A. Mikofski.
+**Recommended citation for the pvlib python project**
+
+  Anderson, K., Hansen, C., Holmgren, W., Jensen, A., Mikofski, M., and Driesse, A.
+  "pvlib python: 2023 project update."
+  Journal of Open Source Software, 8(92), 5994, (2023).
+  https://doi.org/10.21105/joss.05994
+
+
+**Recommended citation for pvlib iotools**
+
+  Jensen, A., Anderson, K., Holmgren, W., Mikofski, M., Hansen, C., Boeman, L., Loonen, R.
+  "pvlib iotools — Open-source Python functions for seamless access to solar irradiance data."
+  Solar Energy, 266, 112092, (2023).
+  https://doi.org/10.1016/j.solener.2023.112092
+
+**Historical citation for pvlib python**
+
+  Holmgren, W., Hansen, C., and Mikofski, M.
   "pvlib python: a python package for modeling solar energy systems."
   Journal of Open Source Software, 3(29), 884, (2018).
   https://doi.org/10.21105/joss.00884
 
+**Version specific citation**
 Please also cite the DOI corresponding to the specific version of
 pvlib python that you used. pvlib python DOIs are listed at
 `Zenodo.org <https://zenodo.org/search?page=1&size=20&q=conceptrecid:593284&all_versions&sort=-version>`_
 
-If you use pvlib-python in a commercial or publicly-available
-application, please consider displaying one of the "powered by pvlib"
-logos:
-
-.. image:: _images/pvlib_powered_logo_horiz.png
-  :width: 300
-
-.. image:: _images/pvlib_powered_logo_vert.png
-  :width: 300
 
 Additional pvlib python publications include:
 
@@ -94,6 +103,19 @@ Additional pvlib python publications include:
   "An Open Source Solar Power Forecasting Tool Using PVLIB-Python,"
   in 43rd Photovoltaic Specialists Conference, 2016.
 
+
+Logo
+====
+If you use pvlib python in a commercial or publicly-available
+application, please consider displaying one of the "powered by pvlib"
+logos:
+
+.. image:: _images/pvlib_powered_logo_horiz.png
+  :width: 300
+
+.. image:: _images/pvlib_powered_logo_vert.png
+  :width: 300
+
 License
 =======
 
@@ -108,21 +130,12 @@ pvlib python is a `NumFOCUS Affiliated Project <https://numfocus.org/sponsored-p
   :target: https://numfocus.org/sponsored-projects/affiliated-projects
   :alt: NumFocus Affliated Projects
 
-Contents
-========
-
 .. toctree::
    :maxdepth: 1
+   :hidden:
 
    user_guide/index
    gallery/index
    reference/index
    whatsnew
    contributing
-
-
-Indices and tables
-==================
-
-* :ref:`genindex`
-* :ref:`search`
diff --git a/docs/sphinx/source/whatsnew/v0.10.4.rst b/docs/sphinx/source/whatsnew/v0.10.4.rst
index 83b04cc01e..df73d68e98 100644
--- a/docs/sphinx/source/whatsnew/v0.10.4.rst
+++ b/docs/sphinx/source/whatsnew/v0.10.4.rst
@@ -11,7 +11,8 @@ Enhancements
 
 Bug fixes
 ~~~~~~~~~
-
+* :py:class:`~pvlib.modelchain.ModelChain` now raises a more useful error when
+  ``temperature_model_parameters`` are specified on the passed ``system`` instead of on its ``arrays``. (:issue:`1759`).
 
 Testing
 ~~~~~~~
@@ -27,4 +28,4 @@ Requirements
 
 Contributors
 ~~~~~~~~~~~~
-
+* :ghuser:`matsuobasho`
diff --git a/pvlib/__init__.py b/pvlib/__init__.py
index 54009506d2..413af8f607 100644
--- a/pvlib/__init__.py
+++ b/pvlib/__init__.py
@@ -14,6 +14,7 @@
     ivtools,
     location,
     modelchain,
+    pvarray,
     pvsystem,
     scaling,
     shading,
diff --git a/pvlib/modelchain.py b/pvlib/modelchain.py
index 296356971b..d65f262c23 100644
--- a/pvlib/modelchain.py
+++ b/pvlib/modelchain.py
@@ -1117,10 +1117,7 @@ def infer_temperature_model(self):
         temperature_model_parameters = tuple(
             array.temperature_model_parameters for array in self.system.arrays)
         params = _common_keys(temperature_model_parameters)
-        # remove or statement in v0.9
-        if {'a', 'b', 'deltaT'} <= params or (
-                not params and self.system.racking_model is None
-                and self.system.module_type is None):
+        if {'a', 'b', 'deltaT'} <= params:
             return self.sapm_temp
         elif {'u_c', 'u_v'} <= params:
             return self.pvsyst_temp
diff --git a/pvlib/tests/test_modelchain.py b/pvlib/tests/test_modelchain.py
index 0632d34212..72c349c8e6 100644
--- a/pvlib/tests/test_modelchain.py
+++ b/pvlib/tests/test_modelchain.py
@@ -1305,6 +1305,22 @@ def test_temperature_model_inconsistent(location, sapm_dc_snl_ac_system):
                    spectral_model='no_loss', temperature_model='pvsyst')
 
 
+def test_temperature_model_not_specified():
+    # GH 1759 -- ensure correct error is raised when temperature model params
+    # are specified on the PVSystem instead of the Arrays
+    location = Location(latitude=32.2, longitude=-110.9)
+    arrays = [pvsystem.Array(pvsystem.FixedMount(),
+                             module_parameters={'pdc0': 1, 'gamma_pdc': 0})]
+    system = pvsystem.PVSystem(arrays,
+                               temperature_model_parameters={'u0': 1, 'u1': 1},
+                               inverter_parameters={'pdc0': 1})
+    with pytest.raises(ValueError,
+                       match='could not infer temperature model '
+                             'from system.temperature_model_parameters'):
+        _ = ModelChain(system, location,
+                       aoi_model='no_loss', spectral_model='no_loss')
+
+
 def test_dc_model_user_func(pvwatts_dc_pvwatts_ac_system, location, weather,
                             mocker):
     m = mocker.spy(sys.modules[__name__], 'poadc')