diff --git a/pvnet/models/multimodal/multimodal.py b/pvnet/models/multimodal/multimodal.py
index 3087a9bf..0eef7585 100644
--- a/pvnet/models/multimodal/multimodal.py
+++ b/pvnet/models/multimodal/multimodal.py
@@ -48,6 +48,7 @@ def __init__(
         add_image_embedding_channel: bool = False,
         include_gsp_yield_history: bool = True,
         include_sun: bool = True,
+        include_time: bool = False,
         embedding_dim: Optional[int] = 16,
         forecast_minutes: int = 30,
         history_minutes: int = 60,
@@ -97,6 +98,7 @@ def __init__(
                 embedding of the GSP ID.
             include_gsp_yield_history: Include GSP yield data.
             include_sun: Include sun azimuth and altitude data.
+            include_time: Include sine and cosine of dates and times.
             embedding_dim: Number of embedding dimensions to use for GSP ID. Not included if set to
                 `None`.
             forecast_minutes: The amount of minutes that should be forecasted.
@@ -141,6 +143,7 @@ def __init__(
         self.include_nwp = nwp_encoders_dict is not None and len(nwp_encoders_dict) != 0
         self.include_pv = pv_encoder is not None
         self.include_sun = include_sun
+        self.include_time = include_time
         self.include_wind = wind_encoder is not None
         self.include_sensor = sensor_encoder is not None
         self.embedding_dim = embedding_dim
@@ -283,6 +286,16 @@ def __init__(
             # Update num features
             fusion_input_features += 16
 
+        if self.include_time:
+            self.time_fc1 = nn.Linear(
+                in_features=4
+                * (self.forecast_len + self.forecast_len_ignore + self.history_len + 1),
+                out_features=32,
+            )
+
+            # Update num features
+            fusion_input_features += 32
+
         if include_gsp_yield_history:
             # Update num features
             fusion_input_features += self.history_len