EMHASS: An Energy Management for Home Assistant

rcruikshank · November 29, 2025, 5:33am

This is a detailed AI guide on how to configure EMHASS Model Predictive Control (MPC) to handle both the rigid List Format and the flexible Timestamped Dictionary Format for forecast data, specifically tailored for 15-minute resolution systems like those using Nord Pool tariffs.

EMHASS MPC Input Formats: List vs. Dictionary

EMHASS requires input data for the MPC API call (/action/mpc-optim) to be structured in one of two ways. Understanding this distinction is crucial for correctly implementing the “shrinking” prediction window that MPC requires.

1. List Format: Fixed 96-Step Array with Padding (For PV/Load)

The List Format maintains a fixed length corresponding to the total steps in the initial day-ahead forecast (e.g., 96 elements for a 24-hour forecast with 15-minute steps). This format is typically used for data that is generated once per day, such as self-calculated PV Power and Load Power forecasts.

Requirements for List Format

Fixed Length: Input arrays for pv_power_forecast and load_power_forecast must be 96 elements long.
Slicing: The array is “shrunk” at the start by slicing off the past_steps (the steps that have already occurred).
Padding: The remainder of the array must be padded with placeholder values (999) at the end to bring the total length back to 96.
prediction_horizon: This parameter tells EMHASS to only optimize over the first $N$ elements of the 96-element array, while still using the remaining elements as a look-ahead frame for constraints (like soc_final).

Jinja Code Example (List Format)

This template assumes you have calculated the current index position (past_steps) and you are performing an MPC optimization for the next 16 steps (4 hours).

{# Define the target horizon for the optimization (e.g., 4 hours = 16 steps) #}
{% set horizon = 16 %}

{# Assume 'past_steps' (the current 15-min index, 0-95) is calculated elsewhere #}
{% set past_steps = states('sensor.current_emhass_step') | int(0) %}

{# 1. Get the full 96-step forecast list #}
{% set full_pv_forecast = states('sensor.emhass_pv_power_forecast') | from_json %}

{# 2. Slice the list to remove past steps #}
{% set sliced_pv_forecast = full_pv_forecast[past_steps:] %}

{# 3. Calculate necessary padding (total length must be 96) #}
{% set padding_length = 96 - sliced_pv_forecast | length %}
{% set padding = [999] * padding_length %}

{# 4. Combine slice and padding to get the final 96-element array #}
{% set pv_forecast_window = sliced_pv_forecast + padding %}

{
  "pv_power_forecast": {{ pv_forecast_window | tojson }},
  "prediction_horizon": {{ horizon }},
  ...
}

2. Dictionary/Timestamped Format: Flexible Length (For Prices)

The Timestamped Dictionary Format is the recommended method for price data (load_cost_forecast, prod_price_forecast), as it removes the rigid 96-step length requirement. This format is ideal for dynamic Nord Pool tariffs or any shrinking forecast array.

Requirements for Dictionary Format

Data Structure: Input data must be a dictionary mapping exact timestamps to values: {"YYYY-MM-DDTHH:MM:SS+TZ": value, ...}.
Time-Based Slicing: Instead of slicing by index, you filter the source data by time, including only the values that fall within the current MPC prediction window (from now() up to now() + prediction_horizon).
Flexibility: EMHASS uses the embedded timestamps to align the data, allowing the input array to be any length.
No Padding: Padding with 999 is not required or used with this format.

Jinja Code Example (Timestamped Dictionary Format)

This code filters a typical Nord Pool sensor attribute (a list of forecast data) to create the required dictionary format for the MPC call.

{% set horizon = 16 %}  {# 4-hour MPC window (16 steps) #}
{% set now_time = now() %}
{% set end_time = now_time + timedelta(minutes = horizon * 15) %}

{# Get the full forecast, which is often a LIST of dictionaries from the sensor attribute #}
{% set full_nordpool_forecast = state_attr('sensor.nordpool_price_sensor', 'forecasts') or [] %}

{# 1. Filter/Slice the list to keep only items within the time horizon #}
{% set relevant_forecasts = full_nordpool_forecast 
  | selectattr('start', '>=', now_time.isoformat()) 
  | selectattr('start', '<', end_time.isoformat()) 
  | list %}

{# 2. Convert the filtered list into the required dictionary format #}
{% set load_cost_window = {} %}
{% set prod_price_window = {} %}

{% for item in relevant_forecasts %}
  {# Assuming the timestamp key is 'start' and the price key is 'price_per_kwh' #}
  {% set load_cost_window = load_cost_window | combine({ item.start: item.price_per_kwh }) %}
  {% set prod_price_window = prod_price_window | combine({ item.start: item.price_per_kwh }) %}
{% endfor %}

{
  "load_cost_forecast": {{ load_cost_window | tojson }},
  "prod_price_forecast": {{ prod_price_window | tojson }},
  "prediction_horizon": {{ horizon }},
  ...
}

Summary of Data Handling

Input Field	Required Format	Slicing Method	Padding Required?	Typical Data Source
`pv_power_forecast`	List (96 elements)	Slice by Index (`past_steps`)	Yes (with 999)	ML-Fit, Solcast
`load_power_forecast`	List (96 elements)	Slice by Index (`past_steps`)	Yes (with 999)	ML-Fit, Static
`load_cost_forecast`	Timestamped Dictionary	Slice by Time (`now()` to `end_time`)	No	Nord Pool API
`prod_price_forecast`	Timestamped Dictionary	Slice by Time (`now()` to `end_time`)	No	Nord Pool API

To successfully run MPC, you must ensure that all required arrays (PV, load, and costs/prices) are generated using the appropriate format and filtering logic for each call.

+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++

To accurately calculate the past_steps variable, which represents the number of 15-minute intervals that have elapsed since your fixed day-ahead optimization run, you need to use the difference between the current time and the start time of the 24-hour forecast.

This is best handled in Home Assistant by using a dedicated Input Datetime Helper to store the fixed start time.

Step 1: Set Up the Day-Ahead Start Time Helper

You must create an Input Datetime Helper in Home Assistant to reliably track the moment your 24-hour EMHASS forecast was generated.

Create the Helper: Go to Settings > Devices & Services > Helpers > Create Helper > Date and/or Time.

Name: EMHASS Last Dayahead Run
Entity ID: input_datetime.emhass_last_dayahead_run
Options: Select “Date and time”.

Update the Helper in Automation: When your automation runs the /action/dayahead-optim REST command (usually once a day, e.g., 11:30 PM), add a second action to update this helper:`YAML# Action in your Dayahead Automation
service: input_datetime.set_datetime
target:
entity_id: input_datetime.emhass_last_dayahead_run
data:

Sets the helper to the exact moment the automation runs

datetime: “{{ now().strftime(‘%Y-%m-%d %H:%M:%S’) }}”`This helper now serves as the fixed starting point of your 96-step forecast.

Step 2: Jinja Code for `past_steps` Calculation

Use the following Jinja template code inside your MPC REST command payload. This logic calculates the time difference in seconds and converts it into the number of elapsed 15-minute steps.

{# --- Variables for the MPC Call --- #}
{% set prediction_horizon_steps = 16 %}  {# Example: 4-hour MPC window #}

{# --- 1. Define the fixed start time of the 24-hour forecast (from the helper) --- #}
{% set start_datetime = states('input_datetime.emhass_last_dayahead_run') 
                         | as_datetime | as_local %}

{# --- 2. Define the current time --- #}
{% set current_datetime = now() %}

{# --- 3. Calculate the time difference (timedelta) --- #}
{% set elapsed_time = current_datetime - start_datetime %}

{# --- 4. Convert the timedelta to total seconds --- #}
{% set total_seconds_elapsed = elapsed_time.total_seconds() %}

{# --- 5. Define the time step duration in seconds (15 minutes = 900 seconds) --- #}
{% set step_duration_seconds = 900 %}

{# --- 6. Calculate the number of elapsed steps (past_steps) --- #}
{# Divides elapsed seconds by 900 and rounds down to the nearest integer index. #}
{% set past_steps = (total_seconds_elapsed / step_duration_seconds) | int(0) %}

{# --- Use this index to slice your full 96-step PV/Load lists --- #}
{% set full_load_forecast = states('sensor.emhass_load_power_forecast') | from_json %}
{% set current_load_slice = full_load_forecast[past_steps : past_steps + prediction_horizon_steps] %}

{# --- Use past_steps and prediction_horizon in the payload --- #}
{
  "load_power_forecast": {{ current_load_slice | tojson }},
  "prediction_horizon": {{ prediction_horizon_steps }},
  "soc_init": {{ states('sensor.battery_soc') | float(0) / 100 }},
  ...
}

Key Logic Breakdown

Jinja Variable	Purpose	Value Calculation
`start_datetime`	The fixed beginning of the 24-hour forecast.	Fetched from `input_datetime.emhass_last_dayahead_run`.
`elapsed_time`	The duration between the start time and `now()`.	`current_datetime - start_datetime`
`total_seconds_elapsed`	Total time elapsed since the forecast began.	`elapsed_time.total_seconds()`
`past_steps`	The index of the current 15-minute time slot (0-95).	$\frac{\text{total_seconds_elapsed}}{900}$ (rounded down to integer)
`slice_start_index`	The index used to slice the 96-step forecast arrays.	Equals `past_steps`.

This method is highly robust as it relies entirely on time difference rather than potentially error-prone manual calculations using hour and minute components.

marst444 · December 2, 2025, 9:26pm

Hi Robert and thnx again for extensive and friendly reply and help!
In Europe there hasbeen a change for Nordpool to 15min slots during the last year. Different countries at different dates. In Sweden we have the 15 min from 1/10 2025. Earlier it was 1hour for all Europe. Thats why most people/older posts are dealing with that.

Your calculated prediction horizon from shortest list seem simple and valid. Will try a modifcation!

I guess the AI guide hits the spot? (If its correct) that when providing a list ( Array?), it has to be 96 elements, but a timestamped dictionary can vary in length (and shorten with time window/prediction horizon). My script did create a list (Array). Will try to modify it to send a timestamped dict instead!

110hs · December 4, 2025, 11:34pm

@davidusb I think there is something that doesn’t make sense following the update to 0.14.1

I’m seeing this, which doesn’t make sense as I’m buying electricity from grid instead of charging at night / postponing to the lowest tariff when the price is not the least.

Also, despite of my setup, it seems the maximum charge power is 1kW.

So I tried to roll back to v.0.14.0 and the results of the elaboration, performed with just a few minutes later, are completely different and this time make much more sense to me.
Indeed I’m charging my battery at higher rate and I follow the tariffs, and I only buy electricity during off-peak hours.

110hs · December 4, 2025, 11:35pm

I also upload the tables with the results:
v.0.14.0

index	P_PV	P_Load	P_grid_pos	P_grid	P_batt	SOC_opt	unit_load_cost	unit_prod_price	cost_profit	cost_fun_selfcons
2025-12-05 00:00:00+01:00	0	207	5000	5000	-4793	0.076	0.128	0.109	-0.160	-0.160
2025-12-05 00:15:00+01:00	0	116	5000	5000	-4883	0.119	0.128	0.107	-0.160	-0.160
2025-12-05 00:30:00+01:00	0	95	5000	5000	-4904	0.162	0.128	0.103	-0.160	-0.160
2025-12-05 00:45:00+01:00	0	207	5000	5000	-4792	0.204	0.128	0.101	-0.160	-0.160
2025-12-05 01:00:00+01:00	0	121	5000	5000	-4878	0.247	0.128	0.104	-0.160	-0.160
2025-12-05 01:15:00+01:00	0	122	5000	5000	-4877	0.290	0.128	0.101	-0.160	-0.160
2025-12-05 01:30:00+01:00	0	172	5000	5000	-4827	0.333	0.128	0.101	-0.160	-0.160
2025-12-05 01:45:00+01:00	0	164	5000	5000	-4835	0.375	0.128	0.101	-0.160	-0.160
2025-12-05 02:00:00+01:00	0	115	5000	5000	-4884	0.418	0.128	0.103	-0.160	-0.160
2025-12-05 02:15:00+01:00	0	109	5000	5000	-4890	0.461	0.128	0.103	-0.160	-0.160
2025-12-05 02:30:00+01:00	0	123	5000	5000	-4876	0.504	0.128	0.103	-0.160	-0.160
2025-12-05 02:45:00+01:00	0	76	5000	5000	-4923	0.547	0.128	0.103	-0.160	-0.160
2025-12-05 03:00:00+01:00	0	77	5000	5000	-4922	0.591	0.128	0.105	-0.160	-0.160
2025-12-05 03:15:00+01:00	0	123	5000	5000	-4876	0.634	0.128	0.106	-0.160	-0.160
2025-12-05 03:30:00+01:00	0	89	5000	5000	-4910	0.677	0.128	0.106	-0.160	-0.160
2025-12-05 03:45:00+01:00	0	77	5000	5000	-4922	0.720	0.128	0.105	-0.160	-0.160
2025-12-05 04:00:00+01:00	0	115	1611	1611	-1495	0.733	0.128	0.103	-0.052	-0.052
2025-12-05 04:15:00+01:00	0	97	97	97	0	0.733	0.128	0.100	-0.003	-0.003
2025-12-05 04:30:00+01:00	0	78	78	78	0	0.733	0.128	0.103	-0.003	-0.003
2025-12-05 04:45:00+01:00	0	1037	5000	5000	-3962	0.768	0.128	0.105	-0.160	-0.160
2025-12-05 05:00:00+01:00	0	837	837	837	0	0.768	0.128	0.103	-0.027	-0.027
2025-12-05 05:15:00+01:00	0	1184	1184	1184	0	0.768	0.128	0.102	-0.038	-0.038
2025-12-05 05:30:00+01:00	0	891	891	891	0	0.768	0.128	0.107	-0.029	-0.029
2025-12-05 05:45:00+01:00	0	1367	1367	1367	0	0.768	0.128	0.113	-0.044	-0.044
2025-12-05 06:00:00+01:00	0	1331	1331	1331	0	0.768	0.128	0.104	-0.043	-0.043
2025-12-05 06:15:00+01:00	0	486	486	486	0	0.768	0.128	0.115	-0.016	-0.016
2025-12-05 06:30:00+01:00	0	226	226	226	0	0.768	0.128	0.119	-0.007	-0.007
2025-12-05 06:45:00+01:00	0	737	737	737	0	0.768	0.128	0.136	-0.024	-0.024
2025-12-05 07:00:00+01:00	0	1977	0	0	1977	0.749	0.163	0.119	-0.000	-0.000
2025-12-05 07:15:00+01:00	0	2602	0	0	2602	0.723	0.163	0.139	-0.000	-0.000
2025-12-05 07:30:00+01:00	0	3569	0	0	3569	0.689	0.163	0.156	-0.000	-0.000
2025-12-05 07:45:00+01:00	0	3157	0	0	3157	0.658	0.163	0.160	-0.000	-0.000
2025-12-05 08:00:00+01:00	0	3012	0	0	3012	0.629	0.181	0.150	-0.000	-0.000
2025-12-05 08:15:00+01:00	2	1755	0	0	1753	0.611	0.181	0.154	-0.000	-0.000
2025-12-05 08:30:00+01:00	18	309	0	0	290	0.609	0.181	0.156	-0.000	-0.000
2025-12-05 08:45:00+01:00	31	412	0	0	380	0.605	0.181	0.171	-0.000	-0.000
2025-12-05 09:00:00+01:00	197	976	0	0	779	0.597	0.181	0.186	-0.000	-0.000
2025-12-05 09:15:00+01:00	262	1946	0	0	1684	0.581	0.181	0.182	-0.000	-0.000
2025-12-05 09:30:00+01:00	496	1422	0	0	926	0.572	0.181	0.169	-0.000	-0.000
2025-12-05 09:45:00+01:00	557	1414	0	0	857	0.564	0.181	0.166	-0.000	-0.000
2025-12-05 10:00:00+01:00	610	1687	0	0	1077	0.553	0.181	0.170	-0.000	-0.000
2025-12-05 10:15:00+01:00	633	1462	0	0	829	0.545	0.181	0.168	-0.000	-0.000
2025-12-05 10:30:00+01:00	738	1953	0	0	1214	0.533	0.181	0.162	-0.000	-0.000
2025-12-05 10:45:00+01:00	647	952	0	0	305	0.530	0.181	0.160	-0.000	-0.000
2025-12-05 11:00:00+01:00	798	2376	0	0	1577	0.515	0.181	0.190	-0.000	-0.000
2025-12-05 11:15:00+01:00	774	4108	0	0	3334	0.482	0.181	0.185	-0.000	-0.000
2025-12-05 11:30:00+01:00	566	1920	0	0	1353	0.469	0.181	0.179	-0.000	-0.000
2025-12-05 11:45:00+01:00	528	1205	0	0	676	0.462	0.181	0.166	-0.000	-0.000
2025-12-05 12:00:00+01:00	708	582	0	0	-126	0.464	0.181	0.162	-0.000	-0.000
2025-12-05 12:15:00+01:00	808	349	0	0	-459	0.468	0.181	0.154	-0.000	-0.000
2025-12-05 12:30:00+01:00	697	983	0	0	286	0.465	0.181	0.151	-0.000	-0.000
2025-12-05 12:45:00+01:00	629	1317	0	0	687	0.458	0.181	0.150	-0.000	-0.000
2025-12-05 13:00:00+01:00	500	1961	0	0	1460	0.444	0.181	0.151	-0.000	-0.000
2025-12-05 13:15:00+01:00	889	1550	0	0	661	0.437	0.181	0.151	-0.000	-0.000
2025-12-05 13:30:00+01:00	1251	1427	0	0	176	0.436	0.181	0.150	-0.000	-0.000
2025-12-05 13:45:00+01:00	1151	689	0	0	-462	0.440	0.181	0.146	-0.000	-0.000
2025-12-05 14:00:00+01:00	889	1693	0	0	803	0.432	0.181	0.139	-0.000	-0.000
2025-12-05 14:15:00+01:00	876	2943	0	0	2067	0.412	0.181	0.146	-0.000	-0.000
2025-12-05 14:30:00+01:00	999	3342	0	0	2343	0.389	0.181	0.154	-0.000	-0.000
2025-12-05 14:45:00+01:00	1294	2778	0	0	1483	0.374	0.181	0.156	-0.000	-0.000
2025-12-05 15:00:00+01:00	1057	794	0	0	-262	0.377	0.181	0.145	-0.000	-0.000
2025-12-05 15:15:00+01:00	991	226	0	0	-765	0.384	0.181	0.143	-0.000	-0.000
2025-12-05 15:30:00+01:00	1021	1166	0	0	145	0.382	0.181	0.155	-0.000	-0.000
2025-12-05 15:45:00+01:00	753	1675	0	0	922	0.373	0.181	0.156	-0.000	-0.000
2025-12-05 16:00:00+01:00	591	1350	0	0	758	0.366	0.181	0.144	-0.000	-0.000
2025-12-05 16:15:00+01:00	258	971	0	0	712	0.359	0.181	0.154	-0.000	-0.000
2025-12-05 16:30:00+01:00	3	144	0	0	140	0.357	0.181	0.154	-0.000	-0.000
2025-12-05 16:45:00+01:00	0	233	0	0	233	0.355	0.181	0.156	-0.000	-0.000
2025-12-05 17:00:00+01:00	0	877	0	0	877	0.347	0.181	0.154	-0.000	-0.000
2025-12-05 17:15:00+01:00	0	1873	0	0	1873	0.328	0.181	0.152	-0.000	-0.000
2025-12-05 17:30:00+01:00	0	1305	0	0	1305	0.316	0.181	0.150	-0.000	-0.000
2025-12-05 17:45:00+01:00	0	1060	0	0	1060	0.305	0.181	0.139	-0.000	-0.000
2025-12-05 18:00:00+01:00	0	2785	0	0	2785	0.278	0.181	0.150	-0.000	-0.000
2025-12-05 18:15:00+01:00	0	3535	0	0	3535	0.244	0.181	0.143	-0.000	-0.000
2025-12-05 18:30:00+01:00	0	4072	0	0	4072	0.204	0.181	0.138	-0.000	-0.000
2025-12-05 18:45:00+01:00	0	1291	0	0	1291	0.191	0.181	0.138	-0.000	-0.000
2025-12-05 19:00:00+01:00	0	473	0	0	473	0.187	0.163	0.139	-0.000	-0.000
2025-12-05 19:15:00+01:00	0	1276	0	0	1276	0.174	0.163	0.130	-0.000	-0.000
2025-12-05 19:30:00+01:00	0	2699	0	0	2699	0.148	0.163	0.124	-0.000	-0.000
2025-12-05 19:45:00+01:00	0	2597	0	0	2597	0.123	0.163	0.119	-0.000	-0.000
2025-12-05 20:00:00+01:00	0	2634	0	0	2634	0.097	0.163	0.120	-0.000	-0.000
2025-12-05 20:15:00+01:00	0	1869	0	0	1869	0.079	0.163	0.117	-0.000	-0.000
2025-12-05 20:30:00+01:00	0	311	0	0	311	0.076	0.163	0.114	-0.000	-0.000
2025-12-05 20:45:00+01:00	0	225	0	0	225	0.074	0.163	0.108	-0.000	-0.000
2025-12-05 21:00:00+01:00	0	224	0	0	224	0.071	0.163	0.115	-0.000	-0.000
2025-12-05 21:15:00+01:00	0	781	0	0	781	0.064	0.163	0.115	-0.000	-0.000
2025-12-05 21:30:00+01:00	0	2192	0	0	2192	0.042	0.163	0.110	-0.000	-0.000
2025-12-05 21:45:00+01:00	0	2484	0	0	2484	0.018	0.163	0.106	-0.000	-0.000
2025-12-05 22:00:00+01:00	0	954	0	0	954	0.009	0.163	0.113	-0.000	-0.000
2025-12-05 22:15:00+01:00	0	262	0	0	262	0.006	0.163	0.113	-0.000	-0.000
2025-12-05 22:30:00+01:00	0	326	0	0	326	0.003	0.163	0.109	-0.000	-0.000
2025-12-05 22:45:00+01:00	0	320	0	0	320	0.000	0.163	0.106	-0.000	-0.000
2025-12-05 23:00:00+01:00	0	1169	1169	1169	0	0.000	0.128	0.108	-0.037	-0.037
2025-12-05 23:15:00+01:00	0	1199	1199	1199	0	0.000	0.128	0.105	-0.038	-0.038
2025-12-05 23:30:00+01:00	0	212	212	212	0	0.000	0.128	0.102	-0.007	-0.007
2025-12-05 23:45:00+01:00	0	170	170	170	0	0.000	0.128	0.097	-0.005	-0.005
2025-12-06 00:00:00+01:00	0	220	220	220	0	0.000	0.128	0.109	-0.007	-0.007
2025-12-06 00:15:00+01:00	0	220	220	220	0	0.000	0.128	0.107	-0.007	-0.007
2025-12-06 00:30:00+01:00	0	176	176	176	0	0.000	0.128	0.103	-0.006	-0.006
2025-12-06 00:45:00+01:00	0	159	159	159	0	0.000	0.128	0.101	-0.005	-0.005
2025-12-06 01:00:00+01:00	0	166	166	166	0	0.000	0.128	0.104	-0.005	-0.005
2025-12-06 01:15:00+01:00	0	130	5000	5000	-4869	0.043	0.128	0.101	-0.160	-0.160
2025-12-06 01:30:00+01:00	0	95	5000	5000	-4904	0.086	0.128	0.101	-0.160	-0.160
2025-12-06 01:45:00+01:00	0	186	186	186	0	0.086	0.128	0.101	-0.006	-0.006
2025-12-06 02:00:00+01:00	0	121	5000	5000	-4878	0.129	0.128	0.103	-0.160	-0.160
2025-12-06 02:15:00+01:00	0	98	5000	5000	-4901	0.172	0.128	0.103	-0.160	-0.160
2025-12-06 02:30:00+01:00	0	83	5000	5000	-4916	0.215	0.128	0.103	-0.160	-0.160
2025-12-06 02:45:00+01:00	0	177	5000	5000	-4822	0.258	0.128	0.103	-0.160	-0.160
2025-12-06 03:00:00+01:00	0	169	4475	4475	-4305	0.296	0.128	0.105	-0.143	-0.143
2025-12-06 03:15:00+01:00	0	122	5000	5000	-4877	0.338	0.128	0.106	-0.160	-0.160
2025-12-06 03:30:00+01:00	0	125	5000	5000	-4874	0.381	0.128	0.106	-0.160	-0.160
2025-12-06 03:45:00+01:00	0	128	5000	5000	-4871	0.424	0.128	0.105	-0.160	-0.160
2025-12-06 04:00:00+01:00	0	91	5000	5000	-4908	0.467	0.128	0.103	-0.160	-0.160
2025-12-06 04:15:00+01:00	0	73	5000	5000	-4926	0.511	0.128	0.100	-0.160	-0.160
2025-12-06 04:30:00+01:00	0	116	5000	5000	-4883	0.554	0.128	0.103	-0.160	-0.160
2025-12-06 04:45:00+01:00	0	1102	5000	5000	-3897	0.588	0.128	0.105	-0.160	-0.160
2025-12-06 05:00:00+01:00	0	747	5000	5000	-4252	0.625	0.128	0.103	-0.160	-0.160
2025-12-06 05:15:00+01:00	0	1151	1151	1151	0	0.625	0.128	0.102	-0.037	-0.037
2025-12-06 05:30:00+01:00	0	852	5000	5000	-4147	0.662	0.128	0.107	-0.160	-0.160
2025-12-06 05:45:00+01:00	0	1286	5000	5000	-3713	0.694	0.128	0.113	-0.160	-0.160
2025-12-06 06:00:00+01:00	0	985	5000	5000	-4014	0.730	0.128	0.104	-0.160	-0.160
2025-12-06 06:15:00+01:00	0	144	5000	5000	-4855	0.773	0.128	0.115	-0.160	-0.160
2025-12-06 06:30:00+01:00	0	204	5000	5000	-4795	0.815	0.128	0.119	-0.160	-0.160
2025-12-06 06:45:00+01:00	0	1254	5000	5000	-3745	0.848	0.128	0.136	-0.160	-0.160
2025-12-06 07:00:00+01:00	0	2428	0	0	2428	0.824	0.163	0.119	-0.000	-0.000
2025-12-06 07:15:00+01:00	0	3312	0	0	3312	0.792	0.163	0.139	-0.000	-0.000
2025-12-06 07:30:00+01:00	0	1773	0	0	1773	0.774	0.163	0.156	-0.000	-0.000
2025-12-06 07:45:00+01:00	0	266	0	0	266	0.772	0.163	0.160	-0.000	-0.000
2025-12-06 08:00:00+01:00	0	1826	0	0	1826	0.754	0.163	0.150	-0.000	-0.000
2025-12-06 08:15:00+01:00	0	1827	0	0	1827	0.736	0.163	0.154	-0.000	-0.000
2025-12-06 08:30:00+01:00	26	2084	0	0	2058	0.716	0.163	0.156	-0.000	-0.000
2025-12-06 08:45:00+01:00	150	1381	0	0	1230	0.704	0.163	0.171	-0.000	-0.000
2025-12-06 09:00:00+01:00	217	1193	0	0	976	0.695	0.163	0.186	-0.000	-0.000
2025-12-06 09:15:00+01:00	238	1807	0	0	1569	0.679	0.163	0.182	-0.000	-0.000
2025-12-06 09:30:00+01:00	251	2151	0	0	1900	0.661	0.163	0.169	-0.000	-0.000
2025-12-06 09:45:00+01:00	363	2102	0	0	1738	0.644	0.163	0.166	-0.000	-0.000
2025-12-06 10:00:00+01:00	394	1859	0	0	1465	0.630	0.163	0.170	-0.000	-0.000
2025-12-06 10:15:00+01:00	487	612	0	0	124	0.628	0.163	0.168	-0.000	-0.000
2025-12-06 10:30:00+01:00	588	1546	0	0	958	0.619	0.163	0.162	-0.000	-0.000
2025-12-06 10:45:00+01:00	585	2667	0	0	2082	0.599	0.163	0.160	-0.000	-0.000
2025-12-06 11:00:00+01:00	644	2839	0	0	2195	0.577	0.163	0.190	-0.000	-0.000
2025-12-06 11:15:00+01:00	789	1165	0	0	375	0.574	0.163	0.185	-0.000	-0.000
2025-12-06 11:30:00+01:00	736	467	0	0	-269	0.576	0.163	0.179	-0.000	-0.000
2025-12-06 11:45:00+01:00	698	2152	0	0	1454	0.562	0.163	0.166	-0.000	-0.000
2025-12-06 12:00:00+01:00	660	2400	0	0	1739	0.545	0.163	0.162	-0.000	-0.000
2025-12-06 12:15:00+01:00	707	2173	0	0	1465	0.531	0.163	0.154	-0.000	-0.000
2025-12-06 12:30:00+01:00	676	2762	0	0	2086	0.510	0.163	0.151	-0.000	-0.000
2025-12-06 12:45:00+01:00	677	3692	0	0	3015	0.481	0.163	0.150	-0.000	-0.000
2025-12-06 13:00:00+01:00	661	2478	0	0	1816	0.463	0.163	0.151	-0.000	-0.000
2025-12-06 13:15:00+01:00	730	1894	0	0	1163	0.452	0.163	0.151	-0.000	-0.000
2025-12-06 13:30:00+01:00	697	999	0	0	301	0.449	0.163	0.150	-0.000	-0.000
2025-12-06 13:45:00+01:00	716	1477	0	0	761	0.441	0.163	0.146	-0.000	-0.000
2025-12-06 14:00:00+01:00	795	789	0	0	-6	0.442	0.163	0.139	-0.000	-0.000
2025-12-06 14:15:00+01:00	867	1827	0	0	959	0.432	0.163	0.146	-0.000	-0.000
2025-12-06 14:30:00+01:00	640	2962	0	0	2322	0.410	0.163	0.154	-0.000	-0.000
2025-12-06 14:45:00+01:00	500	1272	0	0	772	0.402	0.163	0.156	-0.000	-0.000
2025-12-06 15:00:00+01:00	367	697	0	0	330	0.399	0.163	0.145	-0.000	-0.000
2025-12-06 15:15:00+01:00	223	1906	0	0	1683	0.382	0.163	0.143	-0.000	-0.000
2025-12-06 15:30:00+01:00	170	683	0	0	512	0.377	0.163	0.155	-0.000	-0.000
2025-12-06 15:45:00+01:00	146	281	0	0	135	0.376	0.163	0.156	-0.000	-0.000
2025-12-06 16:00:00+01:00	29	1602	0	0	1572	0.361	0.163	0.144	-0.000	-0.000
2025-12-06 16:15:00+01:00	3	560	0	0	557	0.355	0.163	0.154	-0.000	-0.000
2025-12-06 16:30:00+01:00	0	1504	0	0	1504	0.341	0.163	0.154	-0.000	-0.000
2025-12-06 16:45:00+01:00	0	1686	0	0	1686	0.324	0.163	0.156	-0.000	-0.000
2025-12-06 17:00:00+01:00	0	1038	0	0	1038	0.314	0.163	0.154	-0.000	-0.000
2025-12-06 17:15:00+01:00	0	686	0	0	686	0.307	0.163	0.152	-0.000	-0.000
2025-12-06 17:30:00+01:00	0	270	0	0	270	0.305	0.163	0.150	-0.000	-0.000
2025-12-06 17:45:00+01:00	0	1211	0	0	1211	0.293	0.163	0.139	-0.000	-0.000
2025-12-06 18:00:00+01:00	0	3045	0	0	3045	0.263	0.163	0.150	-0.000	-0.000
2025-12-06 18:15:00+01:00	0	2364	0	0	2364	0.240	0.163	0.143	-0.000	-0.000
2025-12-06 18:30:00+01:00	0	2577	0	0	2577	0.215	0.163	0.138	-0.000	-0.000
2025-12-06 18:45:00+01:00	0	3142	0	0	3142	0.184	0.163	0.138	-0.000	-0.000
2025-12-06 19:00:00+01:00	0	415	0	0	415	0.180	0.163	0.139	-0.000	-0.000
2025-12-06 19:15:00+01:00	0	1115	0	0	1115	0.170	0.163	0.130	-0.000	-0.000
2025-12-06 19:30:00+01:00	0	1682	0	0	1682	0.153	0.163	0.124	-0.000	-0.000
2025-12-06 19:45:00+01:00	0	2271	0	0	2271	0.131	0.163	0.119	-0.000	-0.000
2025-12-06 20:00:00+01:00	0	2794	0	0	2794	0.104	0.163	0.120	-0.000	-0.000
2025-12-06 20:15:00+01:00	0	2226	0	0	2226	0.082	0.163	0.117	-0.000	-0.000
2025-12-06 20:30:00+01:00	0	759	0	0	759	0.075	0.163	0.114	-0.000	-0.000
2025-12-06 20:45:00+01:00	0	429	0	0	429	0.071	0.163	0.108	-0.000	-0.000
2025-12-06 21:00:00+01:00	0	345	0	0	345	0.067	0.163	0.115	-0.000	-0.000
2025-12-06 21:15:00+01:00	0	316	0	0	316	0.064	0.163	0.115	-0.000	-0.000
2025-12-06 21:30:00+01:00	0	1385	0	0	1385	0.051	0.163	0.110	-0.000	-0.000
2025-12-06 21:45:00+01:00	0	2042	0	0	2042	0.031	0.163	0.106	-0.000	-0.000
2025-12-06 22:00:00+01:00	0	1732	0	0	1732	0.014	0.163	0.113	-0.000	-0.000
2025-12-06 22:15:00+01:00	0	193	0	0	193	0.012	0.163	0.113	-0.000	-0.000
2025-12-06 22:30:00+01:00	0	346	0	0	346	0.009	0.163	0.109	-0.000	-0.000
2025-12-06 22:45:00+01:00	0	872	0	0	872	0.000	0.163	0.106	-0.000	-0.000
2025-12-06 23:00:00+01:00	0	1361	1361	1361	0	0.000	0.128	0.108	-0.044	-0.044
2025-12-06 23:15:00+01:00	0	755	755	755	0	0.000	0.128	0.105	-0.024	-0.024
2025-12-06 23:30:00+01:00	0	304	304	304	0	0.000	0.128	0.102	-0.010	-0.010
2025-12-06 23:45:00+01:00	0	148	148	148	0	0.000	0.128	0.097	-0.005	-0.005
2025-12-07 00:00:00+01:00	0	97	97	97	0	0.000	0.128	0.109	-0.003	-0.003
2025-12-07 00:15:00+01:00	0	134	134	134	0	0.000	0.128	0.107	-0.004	-0.004
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2025-12-07 00:45:00+01:00	0	154	154	154	0	0.000	0.128	0.101	-0.005	-0.005
2025-12-07 01:00:00+01:00	0	111	111	111	0	0.000	0.128	0.104	-0.004	-0.004
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2025-12-07 01:30:00+01:00	0	116	116	116	0	0.000	0.128	0.101	-0.004	-0.004
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2025-12-07 02:00:00+01:00	0	81	81	81	0	0.000	0.128	0.103	-0.003	-0.003
2025-12-07 02:15:00+01:00	0	121	121	121	0	0.000	0.128	0.103	-0.004	-0.004
2025-12-07 02:30:00+01:00	0	134	134	134	0	0.000	0.128	0.103	-0.004	-0.004
2025-12-07 02:45:00+01:00	0	120	120	120	0	0.000	0.128	0.103	-0.004	-0.004
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2025-12-07 03:30:00+01:00	0	91	91	91	0	0.000	0.128	0.106	-0.003	-0.003
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2025-12-07 04:00:00+01:00	0	117	117	117	0	0.000	0.128	0.103	-0.004	-0.004
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2025-12-07 06:00:00+01:00	0	1098	1098	1098	0	0.000	0.128	0.104	-0.035	-0.035
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2025-12-07 11:30:00+01:00	693	2572	1878	1878	0	0.000	0.128	0.179	-0.060	-0.060
2025-12-07 11:45:00+01:00	734	1085	351	351	0	0.000	0.128	0.166	-0.011	-0.011
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2025-12-07 12:45:00+01:00	836	1693	856	856	0	0.002	0.128	0.150	-0.027	-0.027
2025-12-07 13:00:00+01:00	811	2232	1420	1420	0	0.002	0.128	0.151	-0.045	-0.045
2025-12-07 13:15:00+01:00	755	1042	286	286	0	0.002	0.128	0.151	-0.009	-0.009
2025-12-07 13:30:00+01:00	722	581	0	0	-140	0.003	0.128	0.150	-0.000	-0.000
2025-12-07 13:45:00+01:00	694	1232	538	538	0	0.003	0.128	0.146	-0.017	-0.017
2025-12-07 14:00:00+01:00	673	1153	480	480	0	0.003	0.128	0.139	-0.015	-0.015
2025-12-07 14:15:00+01:00	670	1512	842	842	0	0.003	0.128	0.146	-0.027	-0.027
2025-12-07 14:30:00+01:00	624	1078	454	454	0	0.003	0.128	0.154	-0.015	-0.015
2025-12-07 14:45:00+01:00	571	1673	1101	1101	0	0.003	0.128	0.156	-0.035	-0.035
2025-12-07 15:00:00+01:00	511	848	336	336	0	0.003	0.128	0.145	-0.011	-0.011
2025-12-07 15:15:00+01:00	443	1268	824	824	0	0.003	0.128	0.143	-0.026	-0.026
2025-12-07 15:30:00+01:00	352	2326	1974	1974	0	0.003	0.128	0.155	-0.063	-0.063
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2025-12-07 16:00:00+01:00	151	4105	5000	5000	-1045	0.020	0.128	0.144	-0.160	-0.160
2025-12-07 16:15:00+01:00	23	1743	1720	1720	0	0.020	0.128	0.154	-0.055	-0.055
2025-12-07 16:30:00+01:00	0	323	5000	5000	-4676	0.061	0.128	0.154	-0.160	-0.160
2025-12-07 16:45:00+01:00	0	332	5000	5000	-4667	0.102	0.128	0.156	-0.160	-0.160
2025-12-07 17:00:00+01:00	0	228	5000	5000	-4771	0.144	0.128	0.154	-0.160	-0.160
2025-12-07 17:15:00+01:00	0	992	5000	5000	-4007	0.180	0.128	0.152	-0.160	-0.160
2025-12-07 17:30:00+01:00	0	1671	3988	3988	-2317	0.200	0.128	0.150	-0.128	-0.128
2025-12-07 17:45:00+01:00	0	2137	2137	2137	0	0.200	0.128	0.139	-0.068	-0.068
2025-12-07 18:00:00+01:00	0	2207	2207	2207	0	0.200	0.128	0.150	-0.071	-0.071
2025-12-07 18:15:00+01:00	0	1967	1967	1967	0	0.200	0.128	0.143	-0.063	-0.063
2025-12-07 18:30:00+01:00	0	3291	3291	3291	0	0.200	0.128	0.138	-0.105	-0.105
2025-12-07 18:45:00+01:00	0	1279	1279	1279	0	0.200	0.128	0.138	-0.041	-0.041
2025-12-07 19:00:00+01:00	0	1762	1762	1762	0	0.200	0.128	0.139	-0.056	-0.056
2025-12-07 19:15:00+01:00	0	2774	2774	2774	0	0.200	0.128	0.130	-0.089	-0.089
2025-12-07 19:30:00+01:00	0	3494	3494	3494	0	0.200	0.128	0.124	-0.112	-0.112
2025-12-07 19:45:00+01:00	0	2906	2906	2906	0	0.200	0.128	0.119	-0.093	-0.093
2025-12-07 20:00:00+01:00	0	2077	2077	2077	0	0.200	0.128	0.120	-0.066	-0.066
2025-12-07 20:15:00+01:00	0	694	694	694	0	0.200	0.128	0.117	-0.022	-0.022
2025-12-07 20:30:00+01:00	0	600	600	600	0	0.200	0.128	0.114	-0.019	-0.019
2025-12-07 20:45:00+01:00	0	652	652	652	0	0.200	0.128	0.108	-0.021	-0.021
2025-12-07 21:00:00+01:00	0	993	993	993	0	0.200	0.128	0.115	-0.032	-0.032
2025-12-07 21:15:00+01:00	0	2101	2101	2101	0	0.200	0.128	0.115	-0.067	-0.067
2025-12-07 21:30:00+01:00	0	2388	2388	2388	0	0.200	0.128	0.110	-0.076	-0.076
2025-12-07 21:45:00+01:00	0	1981	1981	1981	0	0.200	0.128	0.106	-0.063	-0.063
2025-12-07 22:00:00+01:00	0	492	492	492	0	0.200	0.128	0.113	-0.016	-0.016
2025-12-07 22:15:00+01:00	0	462	462	462	0	0.200	0.128	0.113	-0.015	-0.015
2025-12-07 22:30:00+01:00	0	326	326	326	0	0.200	0.128	0.109	-0.010	-0.010
2025-12-07 22:45:00+01:00	0	637	637	637	0	0.200	0.128	0.106	-0.020	-0.020
2025-12-07 23:00:00+01:00	0	1871	1871	1871	0	0.200	0.128	0.108	-0.060	-0.060
2025-12-07 23:15:00+01:00	0	1100	1100	1100	0	0.200	0.128	0.105	-0.035	-0.035
2025-12-07 23:30:00+01:00	0	285	285	285	0	0.200	0.128	0.102	-0.009	-0.009
2025-12-07 23:45:00+01:00	0	227	227	227	0	0.200	0.128	0.097	-0.007	-0.007

110hs · December 4, 2025, 11:35pm

v.0.14.1

index	P_PV	P_Load	P_grid_pos	P_grid	P_batt	SOC_opt	unit_load_cost	unit_prod_price	cost_profit	cost_fun_selfcons
2025-12-05 00:00:00+01:00	0	191	1141	1141	-950	0.046	0.128	0.109	-0.036	-0.036
2025-12-05 00:15:00+01:00	0	116	1066	1066	-950	0.055	0.128	0.107	-0.034	-0.034
2025-12-05 00:30:00+01:00	0	95	1045	1045	-950	0.063	0.128	0.103	-0.033	-0.033
2025-12-05 00:45:00+01:00	0	207	1157	1157	-950	0.071	0.128	0.101	-0.037	-0.037
2025-12-05 01:00:00+01:00	0	121	1071	1071	-950	0.080	0.128	0.104	-0.034	-0.034
2025-12-05 01:15:00+01:00	0	122	1072	1072	-950	0.088	0.128	0.101	-0.034	-0.034
2025-12-05 01:30:00+01:00	0	172	1122	1122	-950	0.096	0.128	0.101	-0.036	-0.036
2025-12-05 01:45:00+01:00	0	164	1114	1114	-950	0.105	0.128	0.101	-0.036	-0.036
2025-12-05 02:00:00+01:00	0	115	1065	1065	-950	0.113	0.128	0.103	-0.034	-0.034
2025-12-05 02:15:00+01:00	0	109	1059	1059	-950	0.122	0.128	0.103	-0.034	-0.034
2025-12-05 02:30:00+01:00	0	123	1073	1073	-950	0.130	0.128	0.103	-0.034	-0.034
2025-12-05 02:45:00+01:00	0	76	1026	1026	-950	0.138	0.128	0.103	-0.033	-0.033
2025-12-05 03:00:00+01:00	0	77	1027	1027	-950	0.147	0.128	0.105	-0.033	-0.033
2025-12-05 03:15:00+01:00	0	123	1073	1073	-950	0.155	0.128	0.106	-0.034	-0.034
2025-12-05 03:30:00+01:00	0	89	1039	1039	-950	0.163	0.128	0.106	-0.033	-0.033
2025-12-05 03:45:00+01:00	0	77	1027	1027	-950	0.172	0.128	0.105	-0.033	-0.033
2025-12-05 04:00:00+01:00	0	115	1065	1065	-950	0.180	0.128	0.103	-0.034	-0.034
2025-12-05 04:15:00+01:00	0	97	1047	1047	-950	0.188	0.128	0.100	-0.033	-0.033
2025-12-05 04:30:00+01:00	0	78	1028	1028	-950	0.197	0.128	0.103	-0.033	-0.033
2025-12-05 04:45:00+01:00	0	1037	1987	1987	-950	0.205	0.128	0.105	-0.064	-0.064
2025-12-05 05:00:00+01:00	0	837	1787	1787	-950	0.213	0.128	0.103	-0.057	-0.057
2025-12-05 05:15:00+01:00	0	1184	2134	2134	-950	0.222	0.128	0.102	-0.068	-0.068
2025-12-05 05:30:00+01:00	0	891	1841	1841	-950	0.230	0.128	0.107	-0.059	-0.059
2025-12-05 05:45:00+01:00	0	1367	2317	2317	-950	0.239	0.128	0.113	-0.074	-0.074
2025-12-05 06:00:00+01:00	0	1331	2281	2281	-950	0.247	0.128	0.104	-0.073	-0.073
2025-12-05 06:15:00+01:00	0	486	1436	1436	-950	0.255	0.128	0.115	-0.046	-0.046
2025-12-05 06:30:00+01:00	0	226	1176	1176	-950	0.264	0.128	0.119	-0.038	-0.038
2025-12-05 06:45:00+01:00	0	737	1687	1687	-950	0.272	0.128	0.136	-0.054	-0.054
2025-12-05 07:00:00+01:00	0	1977	1977	1977	0	0.272	0.163	0.119	-0.081	-0.081
2025-12-05 07:15:00+01:00	0	2602	2602	2602	0	0.272	0.163	0.139	-0.106	-0.106
2025-12-05 07:30:00+01:00	0	3569	3569	3569	0	0.272	0.163	0.156	-0.146	-0.146
2025-12-05 07:45:00+01:00	0	3157	3157	3157	0	0.272	0.163	0.160	-0.129	-0.129
2025-12-05 08:00:00+01:00	0	3012	2924	2924	88	0.271	0.181	0.150	-0.132	-0.132
2025-12-05 08:15:00+01:00	2	1755	0	0	1753	0.254	0.181	0.154	-0.000	-0.000
2025-12-05 08:30:00+01:00	18	309	0	0	290	0.251	0.181	0.156	-0.000	-0.000
2025-12-05 08:45:00+01:00	31	412	0	0	380	0.247	0.181	0.171	-0.000	-0.000
2025-12-05 09:00:00+01:00	197	976	0	0	779	0.240	0.181	0.186	-0.000	-0.000
2025-12-05 09:15:00+01:00	262	1946	0	0	1684	0.223	0.181	0.182	-0.000	-0.000
2025-12-05 09:30:00+01:00	496	1422	0	0	926	0.214	0.181	0.169	-0.000	-0.000
2025-12-05 09:45:00+01:00	557	1414	0	0	857	0.206	0.181	0.166	-0.000	-0.000
2025-12-05 10:00:00+01:00	610	1687	0	0	1077	0.196	0.181	0.170	-0.000	-0.000
2025-12-05 10:15:00+01:00	633	1462	0	0	829	0.188	0.181	0.168	-0.000	-0.000
2025-12-05 10:30:00+01:00	738	1953	0	0	1214	0.176	0.181	0.162	-0.000	-0.000
2025-12-05 10:45:00+01:00	647	952	0	0	305	0.173	0.181	0.160	-0.000	-0.000
2025-12-05 11:00:00+01:00	798	2376	0	0	1577	0.157	0.181	0.190	-0.000	-0.000
2025-12-05 11:15:00+01:00	774	4108	0	0	3334	0.125	0.181	0.185	-0.000	-0.000
2025-12-05 11:30:00+01:00	566	1920	0	0	1353	0.112	0.181	0.179	-0.000	-0.000
2025-12-05 11:45:00+01:00	528	1205	0	0	676	0.105	0.181	0.166	-0.000	-0.000
2025-12-05 12:00:00+01:00	708	582	0	0	-126	0.106	0.181	0.162	-0.000	-0.000
2025-12-05 12:15:00+01:00	808	349	0	0	-459	0.110	0.181	0.154	-0.000	-0.000
2025-12-05 12:30:00+01:00	697	983	0	0	286	0.107	0.181	0.151	-0.000	-0.000
2025-12-05 12:45:00+01:00	629	1317	0	0	687	0.101	0.181	0.150	-0.000	-0.000
2025-12-05 13:00:00+01:00	500	1961	0	0	1460	0.086	0.181	0.151	-0.000	-0.000
2025-12-05 13:15:00+01:00	889	1550	0	0	661	0.080	0.181	0.151	-0.000	-0.000
2025-12-05 13:30:00+01:00	1251	1427	0	0	176	0.078	0.181	0.150	-0.000	-0.000
2025-12-05 13:45:00+01:00	1151	689	0	0	-462	0.082	0.181	0.146	-0.000	-0.000
2025-12-05 14:00:00+01:00	889	1693	0	0	803	0.075	0.181	0.139	-0.000	-0.000
2025-12-05 14:15:00+01:00	876	2943	0	0	2067	0.054	0.181	0.146	-0.000	-0.000
2025-12-05 14:30:00+01:00	999	3342	0	0	2343	0.032	0.181	0.154	-0.000	-0.000
2025-12-05 14:45:00+01:00	1294	2778	0	0	1483	0.017	0.181	0.156	-0.000	-0.000
2025-12-05 15:00:00+01:00	1057	794	0	0	-262	0.019	0.181	0.145	-0.000	-0.000
2025-12-05 15:15:00+01:00	991	226	0	0	-765	0.026	0.181	0.143	-0.000	-0.000
2025-12-05 15:30:00+01:00	1021	1166	0	0	145	0.025	0.181	0.155	-0.000	-0.000
2025-12-05 15:45:00+01:00	753	1675	0	0	922	0.016	0.181	0.156	-0.000	-0.000
2025-12-05 16:00:00+01:00	591	1350	0	0	758	0.008	0.181	0.144	-0.000	-0.000
2025-12-05 16:15:00+01:00	258	971	0	0	712	0.001	0.181	0.154	-0.000	-0.000
2025-12-05 16:30:00+01:00	3	144	0	0	140	-0.000	0.181	0.154	-0.000	-0.000
2025-12-05 16:45:00+01:00	0	233	233	233	0	-0.000	0.181	0.156	-0.011	-0.011
2025-12-05 17:00:00+01:00	0	877	877	877	0	-0.000	0.181	0.154	-0.040	-0.040
2025-12-05 17:15:00+01:00	0	1873	1873	1873	0	-0.000	0.181	0.152	-0.085	-0.085
2025-12-05 17:30:00+01:00	0	1305	1305	1305	0	-0.000	0.181	0.150	-0.059	-0.059
2025-12-05 17:45:00+01:00	0	1060	1060	1060	0	-0.000	0.181	0.139	-0.048	-0.048
2025-12-05 18:00:00+01:00	0	2785	2785	2785	0	-0.000	0.181	0.150	-0.126	-0.126
2025-12-05 18:15:00+01:00	0	3535	3535	3535	0	-0.000	0.181	0.143	-0.160	-0.160
2025-12-05 18:30:00+01:00	0	4072	4072	4072	0	-0.000	0.181	0.138	-0.184	-0.184
2025-12-05 18:45:00+01:00	0	1291	1291	1291	0	-0.000	0.181	0.138	-0.058	-0.058
2025-12-05 19:00:00+01:00	0	473	473	473	0	-0.000	0.163	0.139	-0.019	-0.019
2025-12-05 19:15:00+01:00	0	1276	1276	1276	0	-0.000	0.163	0.130	-0.052	-0.052
2025-12-05 19:30:00+01:00	0	2699	2699	2699	0	-0.000	0.163	0.124	-0.110	-0.110
2025-12-05 19:45:00+01:00	0	2597	2597	2597	0	-0.000	0.163	0.119	-0.106	-0.106
2025-12-05 20:00:00+01:00	0	2634	2634	2634	0	-0.000	0.163	0.120	-0.107	-0.107
2025-12-05 20:15:00+01:00	0	1869	1869	1869	0	-0.000	0.163	0.117	-0.076	-0.076
2025-12-05 20:30:00+01:00	0	311	311	311	0	-0.000	0.163	0.114	-0.013	-0.013
2025-12-05 20:45:00+01:00	0	225	225	225	0	-0.000	0.163	0.108	-0.009	-0.009
2025-12-05 21:00:00+01:00	0	224	224	224	0	-0.000	0.163	0.115	-0.009	-0.009
2025-12-05 21:15:00+01:00	0	781	781	781	0	-0.000	0.163	0.115	-0.032	-0.032
2025-12-05 21:30:00+01:00	0	2192	2192	2192	0	-0.000	0.163	0.110	-0.089	-0.089
2025-12-05 21:45:00+01:00	0	2484	2484	2484	0	-0.000	0.163	0.106	-0.101	-0.101
2025-12-05 22:00:00+01:00	0	954	954	954	0	-0.000	0.163	0.113	-0.039	-0.039
2025-12-05 22:15:00+01:00	0	262	262	262	0	-0.000	0.163	0.113	-0.011	-0.011
2025-12-05 22:30:00+01:00	0	326	326	326	0	-0.000	0.163	0.109	-0.013	-0.013
2025-12-05 22:45:00+01:00	0	320	320	320	0	-0.000	0.163	0.106	-0.013	-0.013
2025-12-05 23:00:00+01:00	0	1169	2119	2119	-950	0.008	0.128	0.108	-0.068	-0.068
2025-12-05 23:15:00+01:00	0	1199	2149	2149	-950	0.017	0.128	0.105	-0.069	-0.069
2025-12-05 23:30:00+01:00	0	212	1162	1162	-950	0.025	0.128	0.102	-0.037	-0.037
2025-12-05 23:45:00+01:00	0	170	1120	1120	-950	0.033	0.128	0.097	-0.036	-0.036
2025-12-06 00:00:00+01:00	0	220	1170	1170	-950	0.042	0.128	0.109	-0.037	-0.037
2025-12-06 00:15:00+01:00	0	220	1170	1170	-950	0.050	0.128	0.107	-0.037	-0.037
2025-12-06 00:30:00+01:00	0	176	1126	1126	-950	0.058	0.128	0.103	-0.036	-0.036
2025-12-06 00:45:00+01:00	0	159	1109	1109	-950	0.067	0.128	0.101	-0.035	-0.035
2025-12-06 01:00:00+01:00	0	166	1116	1116	-950	0.075	0.128	0.104	-0.036	-0.036
2025-12-06 01:15:00+01:00	0	130	1080	1080	-950	0.084	0.128	0.101	-0.035	-0.035
2025-12-06 01:30:00+01:00	0	95	1045	1045	-950	0.092	0.128	0.101	-0.033	-0.033
2025-12-06 01:45:00+01:00	0	186	1136	1136	-950	0.100	0.128	0.101	-0.036	-0.036
2025-12-06 02:00:00+01:00	0	121	1071	1071	-950	0.109	0.128	0.103	-0.034	-0.034
2025-12-06 02:15:00+01:00	0	98	1048	1048	-950	0.117	0.128	0.103	-0.034	-0.034
2025-12-06 02:30:00+01:00	0	83	1033	1033	-950	0.125	0.128	0.103	-0.033	-0.033
2025-12-06 02:45:00+01:00	0	177	1127	1127	-950	0.134	0.128	0.103	-0.036	-0.036
2025-12-06 03:00:00+01:00	0	169	1119	1119	-950	0.142	0.128	0.105	-0.036	-0.036
2025-12-06 03:15:00+01:00	0	122	1072	1072	-950	0.150	0.128	0.106	-0.034	-0.034
2025-12-06 03:30:00+01:00	0	125	1075	1075	-950	0.159	0.128	0.106	-0.034	-0.034
2025-12-06 03:45:00+01:00	0	128	1078	1078	-950	0.167	0.128	0.105	-0.035	-0.035
2025-12-06 04:00:00+01:00	0	91	1041	1041	-950	0.175	0.128	0.103	-0.033	-0.033
2025-12-06 04:15:00+01:00	0	73	1023	1023	-950	0.184	0.128	0.100	-0.033	-0.033
2025-12-06 04:30:00+01:00	0	116	1066	1066	-950	0.192	0.128	0.103	-0.034	-0.034
2025-12-06 04:45:00+01:00	0	1102	2052	2052	-950	0.201	0.128	0.105	-0.066	-0.066
2025-12-06 05:00:00+01:00	0	747	1697	1697	-950	0.209	0.128	0.103	-0.054	-0.054
2025-12-06 05:15:00+01:00	0	1151	2101	2101	-950	0.217	0.128	0.102	-0.067	-0.067
2025-12-06 05:30:00+01:00	0	852	1802	1802	-950	0.226	0.128	0.107	-0.058	-0.058
2025-12-06 05:45:00+01:00	0	1286	2236	2236	-950	0.234	0.128	0.113	-0.072	-0.072
2025-12-06 06:00:00+01:00	0	985	1935	1935	-950	0.242	0.128	0.104	-0.062	-0.062
2025-12-06 06:15:00+01:00	0	144	1094	1094	-950	0.251	0.128	0.115	-0.035	-0.035
2025-12-06 06:30:00+01:00	0	204	1154	1154	-950	0.259	0.128	0.119	-0.037	-0.037
2025-12-06 06:45:00+01:00	0	1254	2204	2204	-950	0.267	0.128	0.136	-0.071	-0.071
2025-12-06 07:00:00+01:00	0	2428	2428	2428	0	0.267	0.163	0.119	-0.099	-0.099
2025-12-06 07:15:00+01:00	0	3312	3312	3312	0	0.267	0.163	0.139	-0.135	-0.135
2025-12-06 07:30:00+01:00	0	1773	1773	1773	0	0.267	0.163	0.156	-0.072	-0.072
2025-12-06 07:45:00+01:00	0	266	266	266	0	0.267	0.163	0.160	-0.011	-0.011
2025-12-06 08:00:00+01:00	0	1826	1826	1826	0	0.267	0.163	0.150	-0.074	-0.074
2025-12-06 08:15:00+01:00	0	1827	1827	1827	0	0.267	0.163	0.154	-0.075	-0.075
2025-12-06 08:30:00+01:00	26	2084	0	0	2058	0.247	0.163	0.156	-0.000	-0.000
2025-12-06 08:45:00+01:00	150	1381	1230	1230	0	0.247	0.163	0.171	-0.050	-0.050
2025-12-06 09:00:00+01:00	217	1193	976	976	0	0.247	0.163	0.186	-0.040	-0.040
2025-12-06 09:15:00+01:00	238	1807	0	0	1569	0.232	0.163	0.182	-0.000	-0.000
2025-12-06 09:30:00+01:00	251	2151	0	0	1900	0.214	0.163	0.169	-0.000	-0.000
2025-12-06 09:45:00+01:00	363	2102	1738	1738	0	0.214	0.163	0.166	-0.071	-0.071
2025-12-06 10:00:00+01:00	394	1859	1465	1465	0	0.214	0.163	0.170	-0.060	-0.060
2025-12-06 10:15:00+01:00	487	612	0	0	124	0.212	0.163	0.168	-0.000	-0.000
2025-12-06 10:30:00+01:00	588	1546	0	0	958	0.203	0.163	0.162	-0.000	-0.000
2025-12-06 10:45:00+01:00	585	2667	0	0	2082	0.183	0.163	0.160	-0.000	-0.000
2025-12-06 11:00:00+01:00	644	2839	0	0	2195	0.161	0.163	0.190	-0.000	-0.000
2025-12-06 11:15:00+01:00	789	1165	375	375	0	0.161	0.163	0.185	-0.015	-0.015
2025-12-06 11:30:00+01:00	736	467	0	0	-269	0.164	0.163	0.179	-0.000	-0.000
2025-12-06 11:45:00+01:00	698	2152	1454	1454	0	0.164	0.163	0.166	-0.059	-0.059
2025-12-06 12:00:00+01:00	660	2400	0	0	1739	0.147	0.163	0.162	-0.000	-0.000
2025-12-06 12:15:00+01:00	707	2173	439	439	1026	0.137	0.163	0.154	-0.018	-0.018
2025-12-06 12:30:00+01:00	676	2762	2086	2086	0	0.137	0.163	0.151	-0.085	-0.085
2025-12-06 12:45:00+01:00	677	3692	0	0	3015	0.107	0.163	0.150	-0.000	-0.000
2025-12-06 13:00:00+01:00	661	2478	0	0	1816	0.090	0.163	0.151	-0.000	-0.000
2025-12-06 13:15:00+01:00	730	1894	0	0	1163	0.078	0.163	0.151	-0.000	-0.000
2025-12-06 13:30:00+01:00	697	999	301	301	0	0.078	0.163	0.150	-0.012	-0.012
2025-12-06 13:45:00+01:00	716	1477	0	0	761	0.071	0.163	0.146	-0.000	-0.000
2025-12-06 14:00:00+01:00	795	789	0	0	-6	0.071	0.163	0.139	-0.000	-0.000
2025-12-06 14:15:00+01:00	867	1827	0	0	959	0.062	0.163	0.146	-0.000	-0.000
2025-12-06 14:30:00+01:00	640	2962	0	0	2322	0.039	0.163	0.154	-0.000	-0.000
2025-12-06 14:45:00+01:00	500	1272	0	0	772	0.031	0.163	0.156	-0.000	-0.000
2025-12-06 15:00:00+01:00	367	697	0	0	330	0.028	0.163	0.145	-0.000	-0.000
2025-12-06 15:15:00+01:00	223	1906	0	0	1683	0.012	0.163	0.143	-0.000	-0.000
2025-12-06 15:30:00+01:00	170	683	0	0	512	0.007	0.163	0.155	-0.000	-0.000
2025-12-06 15:45:00+01:00	146	281	0	0	135	0.005	0.163	0.156	-0.000	-0.000
2025-12-06 16:00:00+01:00	29	1602	1572	1572	0	0.005	0.163	0.144	-0.064	-0.064
2025-12-06 16:15:00+01:00	3	560	0	0	557	-0.000	0.163	0.154	-0.000	-0.000
2025-12-06 16:30:00+01:00	0	1504	1504	1504	0	-0.000	0.163	0.154	-0.061	-0.061
2025-12-06 16:45:00+01:00	0	1686	1686	1686	0	-0.000	0.163	0.156	-0.069	-0.069
2025-12-06 17:00:00+01:00	0	1038	1038	1038	0	-0.000	0.163	0.154	-0.042	-0.042
2025-12-06 17:15:00+01:00	0	686	686	686	0	-0.000	0.163	0.152	-0.028	-0.028
2025-12-06 17:30:00+01:00	0	270	270	270	0	-0.000	0.163	0.150	-0.011	-0.011
2025-12-06 17:45:00+01:00	0	1211	1211	1211	0	-0.000	0.163	0.139	-0.049	-0.049
2025-12-06 18:00:00+01:00	0	3045	3045	3045	0	-0.000	0.163	0.150	-0.124	-0.124
2025-12-06 18:15:00+01:00	0	2364	2364	2364	0	-0.000	0.163	0.143	-0.096	-0.096
2025-12-06 18:30:00+01:00	0	2577	2577	2577	0	-0.000	0.163	0.138	-0.105	-0.105
2025-12-06 18:45:00+01:00	0	3142	3142	3142	0	-0.000	0.163	0.138	-0.128	-0.128
2025-12-06 19:00:00+01:00	0	415	415	415	0	-0.000	0.163	0.139	-0.017	-0.017
2025-12-06 19:15:00+01:00	0	1115	1115	1115	0	-0.000	0.163	0.130	-0.045	-0.045
2025-12-06 19:30:00+01:00	0	1682	1682	1682	0	-0.000	0.163	0.124	-0.069	-0.069
2025-12-06 19:45:00+01:00	0	2271	2271	2271	0	-0.000	0.163	0.119	-0.093	-0.093
2025-12-06 20:00:00+01:00	0	2794	2794	2794	0	-0.000	0.163	0.120	-0.114	-0.114
2025-12-06 20:15:00+01:00	0	2226	2226	2226	0	-0.000	0.163	0.117	-0.091	-0.091
2025-12-06 20:30:00+01:00	0	759	759	759	0	-0.000	0.163	0.114	-0.031	-0.031
2025-12-06 20:45:00+01:00	0	429	429	429	0	-0.000	0.163	0.108	-0.018	-0.018
2025-12-06 21:00:00+01:00	0	345	345	345	0	-0.000	0.163	0.115	-0.014	-0.014
2025-12-06 21:15:00+01:00	0	316	316	316	0	-0.000	0.163	0.115	-0.013	-0.013
2025-12-06 21:30:00+01:00	0	1385	1385	1385	0	-0.000	0.163	0.110	-0.056	-0.056
2025-12-06 21:45:00+01:00	0	2042	2042	2042	0	-0.000	0.163	0.106	-0.083	-0.083
2025-12-06 22:00:00+01:00	0	1732	1732	1732	0	-0.000	0.163	0.113	-0.071	-0.071
2025-12-06 22:15:00+01:00	0	193	193	193	0	-0.000	0.163	0.113	-0.008	-0.008
2025-12-06 22:30:00+01:00	0	346	346	346	0	-0.000	0.163	0.109	-0.014	-0.014
2025-12-06 22:45:00+01:00	0	872	872	872	0	-0.000	0.163	0.106	-0.036	-0.036
2025-12-06 23:00:00+01:00	0	1361	1361	1361	0	-0.000	0.128	0.108	-0.044	-0.044
2025-12-06 23:15:00+01:00	0	755	755	755	0	-0.000	0.128	0.105	-0.024	-0.024
2025-12-06 23:30:00+01:00	0	304	304	304	0	-0.000	0.128	0.102	-0.010	-0.010
2025-12-06 23:45:00+01:00	0	148	148	148	0	-0.000	0.128	0.097	-0.005	-0.005
2025-12-07 00:00:00+01:00	0	97	97	97	0	-0.000	0.128	0.109	-0.003	-0.003
2025-12-07 00:15:00+01:00	0	134	134	134	0	-0.000	0.128	0.107	-0.004	-0.004
2025-12-07 00:30:00+01:00	0	148	148	148	0	-0.000	0.128	0.103	-0.005	-0.005
2025-12-07 00:45:00+01:00	0	154	154	154	0	-0.000	0.128	0.101	-0.005	-0.005
2025-12-07 01:00:00+01:00	0	111	111	111	0	-0.000	0.128	0.104	-0.004	-0.004
2025-12-07 01:15:00+01:00	0	108	108	108	0	-0.000	0.128	0.101	-0.003	-0.003
2025-12-07 01:30:00+01:00	0	116	116	116	0	-0.000	0.128	0.101	-0.004	-0.004
2025-12-07 01:45:00+01:00	0	78	78	78	0	-0.000	0.128	0.101	-0.003	-0.003
2025-12-07 02:00:00+01:00	0	81	81	81	0	-0.000	0.128	0.103	-0.003	-0.003
2025-12-07 02:15:00+01:00	0	121	121	121	0	-0.000	0.128	0.103	-0.004	-0.004
2025-12-07 02:30:00+01:00	0	134	134	134	0	-0.000	0.128	0.103	-0.004	-0.004
2025-12-07 02:45:00+01:00	0	120	120	120	0	-0.000	0.128	0.103	-0.004	-0.004
2025-12-07 03:00:00+01:00	0	155	155	155	0	-0.000	0.128	0.105	-0.005	-0.005
2025-12-07 03:15:00+01:00	0	164	164	164	0	-0.000	0.128	0.106	-0.005	-0.005
2025-12-07 03:30:00+01:00	0	91	91	91	0	-0.000	0.128	0.106	-0.003	-0.003
2025-12-07 03:45:00+01:00	0	79	79	79	0	-0.000	0.128	0.105	-0.003	-0.003
2025-12-07 04:00:00+01:00	0	117	117	117	0	-0.000	0.128	0.103	-0.004	-0.004
2025-12-07 04:15:00+01:00	0	112	112	112	0	-0.000	0.128	0.100	-0.004	-0.004
2025-12-07 04:30:00+01:00	0	70	70	70	0	-0.000	0.128	0.103	-0.002	-0.002
2025-12-07 04:45:00+01:00	0	527	527	527	0	-0.000	0.128	0.105	-0.017	-0.017
2025-12-07 05:00:00+01:00	0	594	594	594	0	-0.000	0.128	0.103	-0.019	-0.019
2025-12-07 05:15:00+01:00	0	662	662	662	0	-0.000	0.128	0.102	-0.021	-0.021
2025-12-07 05:30:00+01:00	0	671	671	671	0	-0.000	0.128	0.107	-0.021	-0.021
2025-12-07 05:45:00+01:00	0	1145	1145	1145	0	-0.000	0.128	0.113	-0.037	-0.037
2025-12-07 06:00:00+01:00	0	1098	1098	1098	0	-0.000	0.128	0.104	-0.035	-0.035
2025-12-07 06:15:00+01:00	0	179	179	179	0	-0.000	0.128	0.115	-0.006	-0.006
2025-12-07 06:30:00+01:00	0	172	172	172	0	-0.000	0.128	0.119	-0.006	-0.006
2025-12-07 06:45:00+01:00	0	1023	1023	1023	0	-0.000	0.128	0.136	-0.033	-0.033
2025-12-07 07:00:00+01:00	0	2209	3159	3159	-950	0.008	0.128	0.119	-0.101	-0.101
2025-12-07 07:15:00+01:00	0	3049	3049	3049	0	0.008	0.128	0.139	-0.098	-0.098
2025-12-07 07:30:00+01:00	0	3532	3532	3532	0	0.008	0.128	0.156	-0.113	-0.113
2025-12-07 07:45:00+01:00	0	3290	3290	3290	0	0.008	0.128	0.160	-0.105	-0.105
2025-12-07 08:00:00+01:00	0	3448	3448	3448	0	0.008	0.128	0.150	-0.110	-0.110
2025-12-07 08:15:00+01:00	0	1606	1606	1606	0	0.008	0.128	0.154	-0.051	-0.051
2025-12-07 08:30:00+01:00	16	1479	1463	1463	0	0.008	0.128	0.156	-0.047	-0.047
2025-12-07 08:45:00+01:00	36	1224	1188	1188	0	0.008	0.128	0.171	-0.038	-0.038
2025-12-07 09:00:00+01:00	150	1644	1494	1494	0	0.008	0.128	0.186	-0.048	-0.048
2025-12-07 09:15:00+01:00	218	1237	1019	1019	0	0.008	0.128	0.182	-0.033	-0.033
2025-12-07 09:30:00+01:00	287	1560	1273	1273	0	0.008	0.128	0.169	-0.041	-0.041
2025-12-07 09:45:00+01:00	354	1309	954	954	0	0.008	0.128	0.166	-0.031	-0.031
2025-12-07 10:00:00+01:00	403	1594	1191	1191	0	0.008	0.128	0.170	-0.038	-0.038
2025-12-07 10:15:00+01:00	443	1575	1132	1132	0	0.008	0.128	0.168	-0.036	-0.036
2025-12-07 10:30:00+01:00	493	2629	2136	2136	0	0.008	0.128	0.162	-0.068	-0.068
2025-12-07 10:45:00+01:00	533	3322	2789	2789	0	0.008	0.128	0.160	-0.089	-0.089
2025-12-07 11:00:00+01:00	584	4462	3878	3878	0	0.008	0.128	0.190	-0.124	-0.124
2025-12-07 11:15:00+01:00	648	4753	4104	4104	0	0.008	0.128	0.185	-0.131	-0.131
2025-12-07 11:30:00+01:00	693	2572	1878	1878	0	0.008	0.128	0.179	-0.060	-0.060
2025-12-07 11:45:00+01:00	734	1085	351	351	0	0.008	0.128	0.166	-0.011	-0.011
2025-12-07 12:00:00+01:00	779	1431	651	651	0	0.008	0.128	0.162	-0.021	-0.021
2025-12-07 12:15:00+01:00	819	942	123	123	0	0.008	0.128	0.154	-0.004	-0.004
2025-12-07 12:30:00+01:00	829	638	0	0	-191	0.010	0.128	0.151	-0.000	-0.000
2025-12-07 12:45:00+01:00	836	1693	856	856	0	0.010	0.128	0.150	-0.027	-0.027
2025-12-07 13:00:00+01:00	811	2232	1420	1420	0	0.010	0.128	0.151	-0.045	-0.045
2025-12-07 13:15:00+01:00	755	1042	286	286	0	0.010	0.128	0.151	-0.009	-0.009
2025-12-07 13:30:00+01:00	722	581	0	0	-140	0.011	0.128	0.150	-0.000	-0.000
2025-12-07 13:45:00+01:00	694	1232	538	538	0	0.011	0.128	0.146	-0.017	-0.017
2025-12-07 14:00:00+01:00	673	1153	480	480	0	0.011	0.128	0.139	-0.015	-0.015
2025-12-07 14:15:00+01:00	670	1512	842	842	0	0.011	0.128	0.146	-0.027	-0.027
2025-12-07 14:30:00+01:00	624	1078	454	454	0	0.011	0.128	0.154	-0.015	-0.015
2025-12-07 14:45:00+01:00	571	1673	1101	1101	0	0.011	0.128	0.156	-0.035	-0.035
2025-12-07 15:00:00+01:00	511	848	336	336	0	0.011	0.128	0.145	-0.011	-0.011
2025-12-07 15:15:00+01:00	443	1268	824	824	0	0.011	0.128	0.143	-0.026	-0.026
2025-12-07 15:30:00+01:00	352	2326	1974	1974	0	0.011	0.128	0.155	-0.063	-0.063
2025-12-07 15:45:00+01:00	254	4334	4079	4079	0	0.011	0.128	0.156	-0.130	-0.130
2025-12-07 16:00:00+01:00	151	4105	3954	3954	0	0.011	0.128	0.144	-0.126	-0.126
2025-12-07 16:15:00+01:00	23	1743	1720	1720	0	0.011	0.128	0.154	-0.055	-0.055
2025-12-07 16:30:00+01:00	0	323	323	323	0	0.011	0.128	0.154	-0.010	-0.010
2025-12-07 16:45:00+01:00	0	332	332	332	0	0.011	0.128	0.156	-0.011	-0.011
2025-12-07 17:00:00+01:00	0	228	228	228	0	0.011	0.128	0.154	-0.007	-0.007
2025-12-07 17:15:00+01:00	0	992	992	992	0	0.011	0.128	0.152	-0.032	-0.032
2025-12-07 17:30:00+01:00	0	1671	2225	2225	-554	0.016	0.128	0.150	-0.071	-0.071
2025-12-07 17:45:00+01:00	0	2137	3087	3087	-950	0.025	0.128	0.139	-0.099	-0.099
2025-12-07 18:00:00+01:00	0	2207	3157	3157	-950	0.033	0.128	0.150	-0.101	-0.101
2025-12-07 18:15:00+01:00	0	1967	2917	2917	-950	0.041	0.128	0.143	-0.093	-0.093
2025-12-07 18:30:00+01:00	0	3291	3291	3291	0	0.041	0.128	0.138	-0.105	-0.105
2025-12-07 18:45:00+01:00	0	1279	2229	2229	-950	0.050	0.128	0.138	-0.071	-0.071
2025-12-07 19:00:00+01:00	0	1762	2712	2712	-950	0.058	0.128	0.139	-0.087	-0.087
2025-12-07 19:15:00+01:00	0	2774	3724	3724	-950	0.066	0.128	0.130	-0.119	-0.119
2025-12-07 19:30:00+01:00	0	3494	3494	3494	0	0.066	0.128	0.124	-0.112	-0.112
2025-12-07 19:45:00+01:00	0	2906	2906	2906	0	0.066	0.128	0.119	-0.093	-0.093
2025-12-07 20:00:00+01:00	0	2077	3027	3027	-950	0.075	0.128	0.120	-0.097	-0.097
2025-12-07 20:15:00+01:00	0	694	1644	1644	-950	0.083	0.128	0.117	-0.053	-0.053
2025-12-07 20:30:00+01:00	0	600	1550	1550	-950	0.091	0.128	0.114	-0.050	-0.050
2025-12-07 20:45:00+01:00	0	652	1602	1602	-950	0.100	0.128	0.108	-0.051	-0.051
2025-12-07 21:00:00+01:00	0	993	1943	1943	-950	0.108	0.128	0.115	-0.062	-0.062
2025-12-07 21:15:00+01:00	0	2101	3051	3051	-950	0.116	0.128	0.115	-0.098	-0.098
2025-12-07 21:30:00+01:00	0	2388	3338	3338	-950	0.125	0.128	0.110	-0.107	-0.107
2025-12-07 21:45:00+01:00	0	1981	2931	2931	-950	0.133	0.128	0.106	-0.094	-0.094
2025-12-07 22:00:00+01:00	0	492	1442	1442	-950	0.142	0.128	0.113	-0.046	-0.046
2025-12-07 22:15:00+01:00	0	462	1412	1412	-950	0.150	0.128	0.113	-0.045	-0.045
2025-12-07 22:30:00+01:00	0	326	1276	1276	-950	0.158	0.128	0.109	-0.041	-0.041
2025-12-07 22:45:00+01:00	0	637	1587	1587	-950	0.167	0.128	0.106	-0.051	-0.051
2025-12-07 23:00:00+01:00	0	1871	2821	2821	-950	0.175	0.128	0.108	-0.090	-0.090
2025-12-07 23:15:00+01:00	0	1100	2050	2050	-950	0.183	0.128	0.105	-0.066	-0.066
2025-12-07 23:30:00+01:00	0	285	1235	1235	-950	0.192	0.128	0.102	-0.040	-0.040
2025-12-07 23:45:00+01:00	0	206	1156	1156	-950	0.200	0.128	0.097	-0.037	-0.037

nikla · December 6, 2025, 1:39pm

I have a Growatt inverter controlling my batteries. The inverter is connected to Home Assistant using the SolaX Modbus integration. I don’t understand how I should control the batteries based on what EMHASS publish.
Someone who can share how you do?

ceedeebee907 · December 7, 2025, 7:38am

Anyone else get days like this from solcast? makes an utter mess of the forecasting. Currently using the bjreplay solcast integration

Cavemonkey · December 7, 2025, 7:56am

Emhass publishes p_batt_forecast & soc_batt_forecast. These will tell you what to do p_batt_forecast is the power (W), 0 = do nothing, positive = charge, negative = discharge (might be other way around). The SOC parameter tells you the target percentage the battery should (dis)charge to. E.g. if your current SOC is 20% and this value is 40%, it means you should charge to 40%. How to control that with your Growatt inverter I don’t know, but most likely you can use the modbus integration to tell it to go to the requested SOC or powers.

gieljnssns · December 7, 2025, 1:20pm

Change inverter_ac_input_max from 1000 to something else.

github.com/davidusb-geek/emhass

Proposed solution to Maximum battery charging rate issue #613

master ← davidusb-geek/fix/max_batt_charge_rate

geopend 11:38PM - 15 Nov 25 UTC

davidusb-geek

+58 -10

Proposition to solve #613 ## Summary by Sourcery Enforce an effective DC charg…e limit in the optimization model by considering both battery and inverter AC input constraints and apply that bound to the storage power variable. Bug Fixes: - Prevent battery from charging above its effective DC limit to resolve maximum charging rate issue #613 Enhancements: - Calculate effective DC charge limit by combining battery’s internal DC limit with inverter AC input limit (converted via efficiency) for non-hybrid inverters - Log debug information when selecting charge limits for hybrid and non-hybrid inverter configurations

nikla · December 7, 2025, 5:17pm

I do understand what I get from EMHASS. My problem is how I control the batteries.
Are there anyone using Growatt inverter/batteries together with EMHASS?

110hs · December 7, 2025, 7:57pm

Thank you, the fact is that I do not owe a hybrid inverter.
Below my set-up from v.0.14.0
So is this going to be used for ANY inverter? Is this behaviour expected?

ceedeebee907 · December 7, 2025, 9:42pm

Not a specific issue, more a general question. For those using the MLForecast method of forecasting loads, how do you account for if the current load is different to what the ML forecaster is spitting out?

rcruikshank · December 7, 2025, 10:59pm

you can control charge/discharge from Home Assistant using the homeassistant-solax-modbus integration’s Modbus power control (the remotecontrol_* entities). Below I give the exact service calls / YAML snippets you can paste into the Services dev tool or into automations/scripts, explain what they do, and show how to stop the action. (References to the official integration docs and Growatt Modbus manual are below.)

How it works (short)

The integration exposes parameter entities (numbers / selects) plus a stateless button that triggers a short-lived Modbus “remote control” timeslot on the inverter. Use the parameters to set the mode and target power, then press the remotecontrol_trigger button to apply it. The Mode-1 remotecontrol commands are non-persistent (not written to EEPROM) and are intended for frequent automation use. homeassistant-solax-modbus.readthedocs.io+1

Typical entities you’ll see

(Names vary by the integration prefix you chose; replace solax below with your prefix.)

select.solax_remotecontrol_power_control — choose mode, e.g. Enabled Battery Control, Enabled Power Control, Disabled, Enabled No Discharge, etc. homeassistant-solax-modbus.readthedocs.io
number.solax_remotecontrol_active_power — target active power (W). Positive = charge, negative = discharge (in Battery Control / Power Control modes). homeassistant-solax-modbus.readthedocs.io
number.solax_remotecontrol_duration — length (seconds) of one timeslot. homeassistant-solax-modbus.readthedocs.io
number.solax_remotecontrol_autorepeat_duration — if non-zero, integration will autorepeat the timeslot for this many seconds (useful to maintain control continuously without hammering EEPROM). homeassistant-solax-modbus.readthedocs.io
button.solax_remotecontrol_trigger — press this to start the remote-control timeslot you configured. homeassistant-solax-modbus.readthedocs.io

If you don’t see these exact names check Developer tools → States (your prefix may be different). homeassistant-solax-modbus.readthedocs.io

Basic examples

1) Force the battery to charge at 2500 W (Battery Control)

Use select.select_option → set Enabled Battery Control, set number to 2500, then press the trigger button.

Services / YAML (Developer Tools → Services):

# 1) set mode to Battery Control
service: select.select_option
data:
  entity_id: select.solax_remotecontrol_power_control
  option: "Enabled Battery Control"

# 2) set the target (charge) power to +2500 W
service: number.set_value
data:
  entity_id: number.solax_remotecontrol_active_power
  value: 2500

# 3) set how long the timeslot will be (e.g. 30 s)
service: number.set_value
data:
  entity_id: number.solax_remotecontrol_duration
  value: 30

# 4) press the trigger button to apply immediately
service: button.press
data:
  entity_id: button.solax_remotecontrol_trigger

Behavior: positive active_power in Battery Control = battery charging. If you want the command to persist, use remotecontrol_autorepeat_duration so the integration will re-trigger automatically. homeassistant-solax-modbus.readthedocs.io

2) Force the battery to discharge at 2000 W

Same flow, but target is negative:

service: select.select_option
data:
  entity_id: select.solax_remotecontrol_power_control
  option: "Enabled Battery Control"

service: number.set_value
data:
  entity_id: number.solax_remotecontrol_active_power
  value: -2000

service: number.set_value
data:
  entity_id: number.solax_remotecontrol_duration
  value: 30

service: button.press
data:
  entity_id: button.solax_remotecontrol_trigger

Negative active_power = discharge. homeassistant-solax-modbus.readthedocs.io

3) Charge from grid (grid import) — Grid Control / Power Control

If you want to force import from the grid (grid charge), use Enabled Grid Control (or Enabled Power Control with appropriate import limit). Example to import 3000 W:

service: select.select_option
data:
  entity_id: select.solax_remotecontrol_power_control
  option: "Enabled Grid Control"

service: number.set_value
data:
  entity_id: number.solax_remotecontrol_active_power
  value: 3000   # Positive means import in Grid Control

service: number.set_value
data:
  entity_id: number.solax_remotecontrol_duration
  value: 30

service: button.press
data:
  entity_id: button.solax_remotecontrol_trigger

(When using Grid Control, make sure remotecontrol_import_limit/related settings allow the requested import level.) homeassistant-solax-modbus.readthedocs.io

4) Run continuous control (autorepeat)

Set number.solax_remotecontrol_autorepeat_duration to a duration larger than remotecontrol_duration so the integration will retrigger automatically each poll cycle. Example: want 1 hour of autorepeat while the integration polls every 5s:

service: number.set_value
data:
  entity_id: number.solax_remotecontrol_autorepeat_duration
  value: 3600  # seconds (1 hour)

# then set mode/power/duration as above and press the trigger

Autorepeat avoids the need to re-run the automation every few seconds; the integration recomputes and re-applies the remote control each poll. Be mindful of the recommended polling interval (3–5s for autorepeat) to avoid overload. homeassistant-solax-modbus.readthedocs.io

5) Stop forced charge/discharge

Options:

Set select.solax_remotecontrol_power_control to "Disabled" and press button.solax_remotecontrol_trigger, or
Set number.solax_remotecontrol_autorepeat_duration to 0 (turn off autorepeat) — once the current duration expires the inverter returns to normal mode. homeassistant-solax-modbus.readthedocs.io

Example (disable now):

service: select.select_option
data:
  entity_id: select.solax_remotecontrol_power_control
  option: "Disabled"

service: button.press
data:
  entity_id: button.solax_remotecontrol_trigger

Important notes & caveats

Entity names depend on the integration prefix you chose at install time (default often solax). Check Developer Tools → States to find the exact entity IDs. homeassistant-solax-modbus.readthedocs.io
Mode-1 remotecontrol commands are non-persistent (not written to EEPROM), so they’re safe for automation use — but the inverter expects the command to be periodically re-issued (or use autorepeat). homeassistant-solax-modbus.readthedocs.io
Some older Gen-3 or non-SolaX inverters (or vendor-specific Growatt models) may use slightly different registers or require different approaches — the Solax integration supports multiple brands but behaviour can vary. If you have a Growatt-specific model, the Growatt Modbus manual gives the low-level register meanings. (If you prefer direct low-level Modbus writes instead of the integration entities I can show register write examples from the Growatt Modbus spec.) homeassistant-solax-modbus.readthedocs.io+1
Don’t confuse persistent settings (which write to EEPROM) and Mode-1 commands: persistent writes should be used sparingly because EEPROM has limited write cycles. The integration docs warn about that. homeassistant-solax-modbus.readthedocs.io

Useful references (read / bookmark)

SolaX Modbus integration docs (installation + Mode-1 Modbus power control details). — explains the remotecontrol_* entities and examples. homeassistant-solax-modbus.readthedocs.io+1
homeassistant-solax-modbus (GitHub / README) — implementation and supported inverter list. GitHub
Growatt Modbus protocol PDF — low-level register map if you want raw Modbus register writes. photovoltaicsolar.in+1

If you’d like, tell me:

the exact prefix/entity names you see in Developer Tools → States (paste one or two), and I’ll convert the generic examples above into copy-paste-ready service calls for your system; or
whether you want the raw Modbus register write examples for Growatt (RTU/TCP modbus.write_registers) instead of using the integration’s remotecontrol_* entities — I can provide those too (but we’ll need the exact model/register map).

link to discussion here

nikla · December 8, 2025, 10:12am

That seems like a very attractive solution!
Unfortunately I don’t have any of remotecontrol_* entities in the SolaX ModBus integration. When I come home I will check again that I run the correct version of toe integration but today I don’t have them for Growatt inverter that I use: MID 11~20KTL3-XH.

markpurcell · December 8, 2025, 11:08am

The Growatt integration allows control of the inverter.

marst444 · December 9, 2025, 12:10am

Spent many more hours trying to get the MPC call to work without sucess. Extremely frustrating. Now passing all data as timestamped dict in same manner, based on same sensor output:
So the data format should be correct, and all arguments have same and correct length.

example:

[2025-12-09 00:24:03 +0100] [23] [INFO] Passed runtime parameters: {'prediction_horizon': 94, 'pv_power_forecast': {'2025-12-09T01:00:00+01:00': 0, '2025-12-09T01:30:00+01:00': 0'2025-12-09T04:30:00+01:00':

The window shrinks as expected, based on when dayahead was run.

This is the parameters for the payload:

 {
        "prediction_horizon": {{ states('input_number.mpc_prediction_horizon') | int }},
        "pv_power_forecast": {{ ns_pv.iso_dict | tojson }},
        "load_power_forecast": {{ ns_houseload.iso_dict | tojson }},
        "load_cost_forecast": {{ ns_load.iso_dict | tojson }},
        "prod_price_forecast": {{ ns_prod.iso_dict | tojson }},
        "soc_init": {{ states('sensor.solaredge_b1_state_of_energy') | float }},
        "soc_final": 0.3,
        "number_of_deferrable_loads": 1,
        "nominal_power_of_deferrable_loads": 5000,
        "operating_hours_of_each_deferrable_load": [{{ (states('input_number.mpc_prediction_horizon') | float / 4) | round(0) | int }}],
        "start_timesteps_of_each_deferrable_load": [0],
        "end_timesteps_of_each_deferrable_load": [0],
        "battery_minimum_state_of_charge": 0.2,
        "battery_maximum_state_of_charge": 0.9,
        "publish_prefix": "mpc_"
      }

i am trying to run it as a rest_command:

trigger_mpc_optim:
    url: "http://192.168.10.3:5000/action/naive_mpc_optim"
    method: POST
    timeout: 60
    headers:
      Content-Type: "application/json"

I now get a 400 ERROR and an ERROR passed action argument is not valid!

[2025-12-09 00:24:03 +0100] [23] [DEBUG] Solver configuration: lp_solver=GLPK_CMD, lp_solver_path=
[2025-12-09 00:24:03 +0100] [23] [DEBUG] Number of threads: 4
[2025-12-09 00:24:03 +0100] [23] [ERROR] The passed action argument and hence the set_type parameter for setup is not valid
[2025-12-09 00:24:03 +0100] [23] [ERROR] ERROR: passed action is not valid
[2025-12-09 00:25:00 +0100] [23] [INFO]  >> Obtaining params: 
[2025-12-09 00:25:00 +0100] [23] [INFO] Passed runtime parameters: {}
[2025-12-09 00:25:00 +0100] [23] [INFO]  >> Setting input data dict
[2025-12-09 00:25:00 +0100] [23] [INFO] Setting up needed data
[2025-12-09 00:25:00 +0100] [23] [DEBUG] setting`passed_data:days_to_retrieve` to 9 for fit/predict/tune
[2025-12-09 00:25:00 +0100] [23] [DEBUG] InfluxDB integration disabled, using Home Assistant API
[2025-12-09 00:25:00 +0100] [23] [ERROR] Use COIN_CMD solver name if you want to set a path for the LP solver
[2025-12-09 00:25:00 +0100] [23] [DEBUG] Initialized Optimization with retrieve_hass_conf: {'optimization_time_step': Timedelta('0 days

Chat GPT just goes around in circles, “solving” this. Any ideas??

markpurcell · December 9, 2025, 12:28am

marst444:

i am trying to run it as a rest_command:

trigger_mpc_optim:
    url: "http://192.168.10.3:5000/action/naive_mpc_optim"
    method: POST
    timeout: 60
    headers:
      Content-Type: "application/json"

It looks like you haven’t included the payload in your rest_command.

Here is what my rest_command definition looks like:

rest_command:
  mpc_servicecall_rest:
    url: http://localhost:5000/action/naive-mpc-optim
    method: POST
    content_type: "application/json; charset=utf-8"
    timeout: 200
    payload: "{{ payload }}"

Which I then call in my automation script.

action: rest_command.mpc_servicecall_rest
metadata: {}
data:
  payload: |
    {{ payload}}
enabled: true

marst444 · December 9, 2025, 7:15am

Hi Marc and thnx for reply! Sorry. Did cut out to much info in my post. Felt i had occupied this thread with my long codesnippets… There is a payload and it seems to be passed (i can read it in EMHASS logs) but getting this “unknown action” error. But i do notice you have another “content_type” defined, with specifying charset=utf-8? Should not make a difference, right?. Here is the full rest_command:

 trigger_mpc_optim:
    url: "http://192.xxx.xx.x:5000/action/naive_mpc_optim"
    method: POST
    timeout: 60
    headers:
      Content-Type: "application/json"
    payload: >
      {# Step 1: Load raw forecasts #}
      {% set load_raw = state_attr('sensor.nordpool_se3_total_costs_import', 'forecast_merged') or [] %}
      {% set prod_raw = state_attr('sensor.nordpool_se3_total_revenue_export', 'forecast_merged') or [] %}
      {% set pv_raw = state_attr('sensor.solcast_pv_forecast_15min_intervals', 'forecast_merged') or [] %}
      {% set houseload_raw = state_attr('sensor.p_load_dayahead_forecast', 'forecast_merged') or [] %}

      {# Step 2: Slice by window from input_numbers #}
      {% set window_start = states('input_number.mpc_window_start') | int %}
      {% set window_end = states('input_number.mpc_window_end') | int %}
      {% set load_slice = load_raw[window_start:window_end] %}
      {% set prod_slice = prod_raw[window_start:window_end] %}
      {% set pv_slice = pv_raw[window_start:window_end] %}
      {% set houseload_slice = houseload_raw[window_start:window_end] %}

      {# Step 3: Convert slices to ISO 8601 dicts with hardcoded timezone +01:00 #}
      {% set ns_load = namespace(iso_dict={}) %}
      {% for item in load_slice %}
        {% set iso_ts = item.ts.split(' - ')[0] | replace(' ', 'T') ~ ':00+01:00' %}
        {% set ns_load.iso_dict = ns_load.iso_dict | combine({ iso_ts: item.price }) %}
      {% endfor %}

      {% set ns_prod = namespace(iso_dict={}) %}
      {% for item in prod_slice %}
        {% set iso_ts = item.ts.split(' - ')[0] | replace(' ', 'T') ~ ':00+01:00' %}
        {% set ns_prod.iso_dict = ns_prod.iso_dict | combine({ iso_ts: item.price }) %}
      {% endfor %}

      {% set ns_pv = namespace(iso_dict={}) %}
      {% for item in pv_slice %}
        {% set iso_ts = item.ts.split(' - ')[0] | replace(' ', 'T') ~ ':00+01:00' %}
        {% set ns_pv.iso_dict = ns_pv.iso_dict | combine({ iso_ts: (item.pv_estimate * 1000) | round(0, 'floor') }) %}
      {% endfor %}

      {% set ns_houseload = namespace(iso_dict={}) %}
      {% for item in houseload_slice %}
        {% set iso_ts = item.ts.split(' - ')[0] | replace(' ', 'T') ~ ':00+01:00' %}
        {% set ns_houseload.iso_dict = ns_houseload.iso_dict | combine({ iso_ts: item.load }) %}
      {% endfor %}

      {# Step 4: Output full MPC payload #}
      {
        "prediction_horizon": {{ states('input_number.mpc_prediction_horizon') | int }},
        "pv_power_forecast": {{ ns_pv.iso_dict | tojson }},
        "load_power_forecast": {{ ns_houseload.iso_dict | tojson }},
        "load_cost_forecast": {{ ns_load.iso_dict | tojson }},
        "prod_price_forecast": {{ ns_prod.iso_dict | tojson }},
        "soc_init": {{ states('sensor.solaredge_b1_state_of_energy') | float / 100 }},
        "soc_final": 0.3,
        "number_of_deferrable_loads": 1,
        "nominal_power_of_deferrable_loads": 5000,
        "operating_hours_of_each_deferrable_load": [{{ (states('input_number.mpc_prediction_horizon') | float / 4) | round(0) | int }}],
        "start_timesteps_of_each_deferrable_load": [0],
        "end_timesteps_of_each_deferrable_load": [0],
        "battery_minimum_state_of_charge": 0.2,
        "battery_maximum_state_of_charge": 0.9,
        "publish_prefix": "mpc_"
      }

The EMHASS logs (cutting out some of the parameter data to short things down)

[2025-12-09 00:24:03 +0100] [23] [INFO]  >> Obtaining params: 
[2025-12-09 00:24:03 +0100] [23] [INFO] Passed runtime parameters: {'prediction_horizon': 94

'pv_power_forecast': {'2025-12-09T01:00:00+01:00': 0, '2025-12-09T01:30:00+01:00': 0, '2025-12-09T02:00:00+01:00': 0, '2025-12-09T02:30:00+01:00': 0, '2025-12-09T03:00:00+01:00': 0, '2025-12-09T03:30:00+01:00': 0, '2025-12-09T04:00:00+01:00': 0, '2025-12-09T04:30:00+01:00': 0, '2025-12-09T05:00:00+01:00': 0, '2025-12-09T05:30:00+01:00': 0, '2025-12-09T06:00:00+01:00': 0, '2025-12-09T06:30:00+01:00': 0, '2025-12-09T07:00:00+01:00': 0, '2025-12-09T07:30:00+01:00': 0, '2025-12-09T08:00:00+01:00': 0, '2025-12-09T08:30:00+01:00': 8, '2025-12-09T09:00:00+01:00': 79, '2025-12-09T09:30:00+01:00': 159, '2025-12-09T10:00:00+01:00': 199, '2025-12-09T10:30:00+01:00': 173, '2025-12-09T11:00:00+01:00': 186, '2025-12-09T11:30:00+01:00': 255, '2025-12-09T12:00:00+01:00': 285, '2025-12-09T12:30:00+01:00': 241, '2025-12-09T13:00:00+01:00': 195, '2025-12-09T13:30:00+01:00': 146, '2025-12-09T14:00:00+01:00': 88, '2025-12-09T14:30:00+01:00': 35,

 'load_power_forecast': {'2025-12-09T00:45:00+01:00': 9099.44, '2025-12-09T01:00:00+01:00': 9514.27, '2025-12-09T01:15:00+01:00': 10016.26, '2025-12-09T01:30:00+01:00': 10202.25, '2025-12-09T01:45:00+01:00': 9237.48, '2025-12-09T02:00:00+01:00': 8253.25, '2025-12-09T02:15:00+01:00': 8242.67, '2025-12-09T02:30:00+01:00': 7905.42, '2025-12-09T02:45:00+01:00': 9114.31, '2025-12-09T03:00:00+01:00': 7206.8, '2025-12-09T03:15:00+01:00': 7612.4, '2025-12-09T03:30:00+01:00': 8018.0, '2025-12-09T03:45:00+01:00': 8423.6,

'load_cost_forecast': {'2025-12-09T00:30:00+01:00': 1.57, '2025-12-09T00:45:00+01:00': 1.52, '2025-12-09T01:00:00+01:00': 1.58, '2025-12-09T01:15:00+01:00': 1.58, '2025-12-09T01:30:00+01:00': 1.59, '2025-12-09T01:45:00+01:00': 1.59, '2025-12-09T02:00:00+01:00': 1.3, '2025-12-09T02:15:00+01:00': 1.3,

'prod_price_forecast': {'2025-12-09T00:30:00+01:00': 1.11, '2025-12-09T00:45:00+01:00': 1.07, '2025-12-09T01:00:00+01:00': 1.12, '2025-12-09T01:15:00+01:00': 1.12, '2025-12-09T01:30:00+01:00': 1.13, '2025-12-09T01:45:00+01:00': 1.12, '2025-12-09T02:00:00+01:00': 0.89, '2025-12-09T02:15:00+01:00': 0.9,

'soc_init': 65.5555572509766, 'soc_final': 0.3, 'number_of_deferrable_loads': 1, 'nominal_power_of_deferrable_loads': 5000, 'operating_hours_of_each_deferrable_load': [24], 'start_timesteps_of_each_deferrable_load': [0], 'end_timesteps_of_each_deferrable_load': [0], 'battery_minimum_state_of_charge': 0.2, 'battery_maximum_state_of_charge': 0.9, 'publish_prefix': 'mpc_'}

[2025-12-09 00:24:03 +0100] [23] [INFO]  >> Setting input data dict
[2025-12-09 00:24:03 +0100] [23] [INFO] Setting up needed data
[2025-12-09 00:24:03 +0100] [23] [DEBUG] setting`passed_data:days_to_retrieve` to 9 for fit/predict/tune
[2025-12-09 00:24:03 +0100] [23] [DEBUG] InfluxDB integration disabled, using Home Assistant API
[2025-12-09 00:24:03 +0100] [23] [ERROR] Use COIN_CMD solver name if you want to set a path for the LP solver
[2025-12-09 00:24:03 +0100] [23] [DEBUG] Initialized Optimization with retrieve_hass_conf: {'optimization_time_step': Timedelta('0 days 00:15:00'), 'historic_days_to_retrieve': 2, 'sensor_power_photovoltaics': 'sensor.solar_panel_production_w', 'sensor_power_photovoltaics_forecast': 'sensor.solcast_pv_forecast_power_now', 'sensor_power_load_no_var_loads': 'sensor.power_myhouse_load_no_var_loads', 'load_negative': False, 'set_zero_min': True, 'sensor_replace_zero': ['sensor.solar_panel_production_w', 'sensor.solar_house_consumption_w'], 'sensor_linear_interp': ['', ''], 'use_influxdb': False, 'influxdb_host': 'localhost', 'influxdb_port': 8086, 'influxdb_username': '', 'influxdb_password': '', 'influxdb_database': 'homeassistant', 'influxdb_measurement': 'W', 'influxdb_retention_policy': 'autogen', 'influxdb_use_ssl': False, 'influxdb_verify_ssl': False, 'method_ts_round': 'first', 'continual_publish': False, 'hass_url': 'http://supervisor/core/api', 'long_lived_token': 'b28770cf6cbe1778101e98e6c4fe925f803e85a17c9ca022cfe96040c207ac552b554c7f6ecf0543f65b452d035d7981de6ddb0b8b6b08b5', 'time_zone': <DstTzInfo 'Europe/Stockholm' LMT+0:53:00 STD>, 'Latitude': 57.85885, 'Longitude': 14.305337, 'Altitude': 16}
[2025-12-09 00:24:03 +0100] [23] [DEBUG] Optimization configuration: {'costfun': 'profit', 'logging_level': 'DEBUG', 'set_use_pv': True, 'set_use_adjusted_pv': False, 'adjusted_pv_regression_model': 'LassoRegression', 'adjusted_pv_solar_elevation_threshold': 10, 'set_use_battery': True, 'number_of_deferrable_loads': 1, 'nominal_power_of_deferrable_loads': 5000, 'minimum_power_of_deferrable_loads': [0], 'operating_hours_of_each_deferrable_load': [24], 'treat_deferrable_load_as_semi_cont': [False], 'set_deferrable_load_single_constant': [False], 'set_deferrable_startup_penalty': [1], 'delta_forecast_daily': Timedelta('1 days 00:00:00'), 'load_forecast_method': 'list', 'load_cost_forecast_method': 'list', 'load_peak_hours_cost': 0.1907, 'load_offpeak_hours_cost': 0.1419, 'production_price_forecast_method': 'list', 'photovoltaic_production_sell_price': 0.1419, 'set_total_pv_sell': False, 'lp_solver': 'GLPK_CMD', 'lp_solver_path': '', 'lp_solver_timeout': 45, 'num_threads': 0, 'set_nocharge_from_grid': False, 'set_nodischarge_to_grid': False, 'set_battery_dynamic': True, 'battery_dynamic_max': 0.9, 'battery_dynamic_min': -0.9, 'weight_battery_discharge': 0, 'weight_battery_charge': 0, 'weather_forecast_method': 'list', 'open_meteo_cache_max_age': 60, 'start_timesteps_of_each_deferrable_load': [0], 'end_timesteps_of_each_deferrable_load': [0], 'load_peak_hour_periods': {'period_hp_1': [{'start': '02:54'}, {'end': '15:24'}]}}
[2025-12-09 00:24:03 +0100] [23] [DEBUG] Plant configuration: {'maximum_power_from_grid': 9000, 'maximum_power_to_grid': 3000, 'pv_module_model': ['Trina_Solar_TSM_490DE18M_II_'], 'pv_inverter_model': ['SolarEdge_Technologies_Ltd___SE10KUS__480V_'], 'surface_tilt': [30], 'surface_azimuth': [205], 'modules_per_string': [8], 'strings_per_inverter': [2], 'inverter_is_hybrid': True, 'inverter_ac_output_max': 5000, 'inverter_ac_input_max': 3300, 'inverter_efficiency_dc_ac': 1, 'inverter_efficiency_ac_dc': 1, 'compute_curtailment': False, 'battery_discharge_power_max': 3300, 'battery_charge_power_max': 3300, 'battery_discharge_efficiency': 0.9, 'battery_charge_efficiency': 0.95, 'battery_nominal_energy_capacity': 5000, 'battery_minimum_state_of_charge': 0.2, 'battery_maximum_state_of_charge': 0.9, 'battery_target_state_of_charge': 0.3}
[2025-12-09 00:24:03 +0100] [23] [DEBUG] Solver configuration: lp_solver=GLPK_CMD, lp_solver_path=
[2025-12-09 00:24:03 +0100] [23] [DEBUG] Number of threads: 4
[2025-12-09 00:24:03 +0100] [23] [ERROR] The passed action argument and hence the set_type parameter for setup is not valid
[2025-12-09 00:24:03 +0100] [23] [ERROR] ERROR: passed action is not valid

To me it looks like the action “naive_mpc_optim” is not accepted as a valid action! I wonder if some (wrong?) parameters in the payload could “block” the action from validation??

soco · December 9, 2025, 7:18am

I am not totally sure, but could you add squared brackets to the “nominal_power_of_deferrable_loads” like this [5000].

marst444 · December 9, 2025, 7:36am

Tried the brackets around 5000. No difference. But see that the load_power_forecast atcually starts at 00:45, pv_power forecast at 01:00 and load_cost_forecast and prod_price_forecast at 00:30. So something fishy here. Will look into that!