76_SolarForecast - Informationen/Ideen zu Weiterentwicklung und Support

tomcat.x · 29 Juni 2026, 09:27:09

Zitat von: DS_Starter am 28 Juni 2026, 15:47:33Deswegen würde ich gern vorab in die Runde fragen wer ebenfalls OpenMeteo mit mehr als 2 Strings nutzt und seine Erfahrungen damit berichtet.

Bei mir sind es auch 3, ohne Probleme.

DS_Starter · 30 Juni 2026, 00:50:51

Hallo zusammen,

ich habe mir weitere Gedanken gemacht, wie die Anwender noch intensiver bei der Einstellung bzw. Optimierung der Trainingsparamter unterstützen kann. Mit der Autokonfigurationsfunktion und dem internen "Berater" gibt es bereits eine gute Unterstützung.
Nun kann man aus dem Status-Dashboard heraus über einen Link die externe Analyse der Google Gemini KI requesten.
Man braucht dazu einen kostenlosen API-Key.

Update liegt im Contrib.

LG,
Heiko

300P · 30 Juni 2026, 09:04:29

Guten Morgen,

3 Tage nach dem Einbau des Shelly 3EMPRO bin ich mir sicher, das meine CON-Forecast zwar bislang schon gut waren, aber mit der Einbindung als ConsumerXX von den Geräten der Klimaanlage auf der Phase 3 und dem Elektrogrill auf Phase 2 werde ich mich wohl noch gut bei der Prognose steigern können.

Gestern wars etwas kühler:
Phase 2/B Grillen / Terrassenverbrauch
Da haben wir 3 kleine Würstchen gegrillt und anschließend noch den Grill "ausgebrannt" - war mal wieder fällig.
->> 3.3 kWh

Phase 3/C Klima
Da bekommt man große Augen was bei 37 Grad so verbraucht wird (Samstag 17.4 kWh /Sonntag 25.0 kWh)

Am Montag nur Silentmodus ab dem Mittag

siehe Grafik

Mal schauen was ich im Verteilerkasten noch an Phase 1/A überwachen / greifen könnte.....

DS_Starter · 30 Juni 2026, 09:14:25

Moin,

Zitat...aber mit der Einbindung als ConsumerXX...

Ja, das wird sich dann auswirken wenn ich FANN die Verbrauchsdaten _aller_ Consumer (nicht nur HP/BEV) als zusätzliche Info bereitstelle -> ein ToDo.

Ansonsten habe ich bzgl. Gemini noch einige Traingsinfos hinzugefügt und zur Transparenz werden mit ctrlDebug=apiCall die übermittelten Daten im Log ausgedruckt.
Damit ihr wißt was an Google Gemini zur Analyse übermittelt wird. Nutzt Gemini natürlich nur, wenn ihr nichts gegen die Datenübertragung einzuwänden habt.
Ein Hinweis in der Hilfe dazu ist auch eingebaut.

Edit: Aktuell bin ich mit der CON-Prognose bei mir schon sehr zufrieden. Es geht sicherlich noch besser ... aber ich denke damit kann man schon etwas anfangen.

LG,
Heiko

300P · 30 Juni 2026, 12:06:01

Na, da ist erst mal heute "Warten" seit ein paar Stunden angesagt....:

Code Auswählen

API-Error 503: This model is currently experiencing high demand. Spikes in demand are usually temporary. Please try again later.
API-Fehler 503: Dieses Modell ist derzeit sehr gefragt. Nachfragespitzen sind in der Regel vorübergehend. Bitte versuchen Sie es später noch einmal.

300P · 30 Juni 2026, 12:36:22

Nach dem download/shutdown/restart habe ich die Einträge und Perl-Warnings

Code Auswählen

2026.06.30 11:52:43 0: Featurelevel: 6.4
2026.06.30 11:52:43 0: Server started with 449 defined entities (fhem.pl:31310/2026-05-28 perl:5.036000 os:linux user:fhem pid:574840)
2026.06.30 11:52:47 1: Forecast DEBUG> start add AI raw data for hour: 1
2026.06.30 11:52:47 1: Forecast DEBUG> AI raw add - 1 entities added to raw data pool (set verbose 4 for output more detail)
2026.06.30 11:52:47 1: Forecast DEBUG> AI raw data saved into file: ./FHEM/FhemUtils/AIraw_SolarForecast_Forecast
2026.06.30 11:52:48 1: Forecast DEBUG> DRIFT SAFETY [con]: block=none
  -- RMSE Analysis --
     rmse_rel_ratio=2.170 | dynamic_limit=4.754 | margin=2.583 ok
     Limit Composition: base=4.0 | peak_part=0.222 (peak_ratio=0.222) | sem_part=0.342 (sem_ratio=0.694) | var_part=0.190 (slope_var=0.37960)
  -- Slope Analysis --
     slope_live=0.456 | slope_drift=0.536 | slope_rel_drift=0.464 | slope_var=0.37960
     slope_var_limit=10.08781 | var_ratio=0.04 ok
  -- Bias Analysis --
     bias_live=573.0 | bias_limit=770.4 | bias_ratio=0.74 ok
     quant30=642.0 | quant90=2440.0 | median_load=709.5
  -- Context --
     drift_score=1.331 | bias_drift_norm=0.510 | bias_var_norm=0.305
     peak_ratio=0.222 | sem_ratio=0.694
2026.06.30 11:52:48 1: Forecast DEBUG> DRIFT [con]: Flag=mild | WindowSize=96 | Block=0 | SlopeLive=0.456 | DriftSlope=0.536 | BiasLive=572.96 | DriftBias=203.28 | RMSErelLive=106.3 | RMSErelRatio=2.17 | BiasVarNorm=0.31 | DriftIndex=1.62 | DriftScore=1.33 | Zone3Hours=7 | Zone3Reset=0 | Hist=[mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild] | Retrain=none (-)
2026.06.30 11:52:48 1: Forecast DEBUG> AI FANN drift data type 'con' successfully written to file: ./FHEM/FhemUtils/NeuralNet_SolarForecast_Forecast
2026.06.30 11:52:48 1: Forecast DEBUG> start add AI raw data for hour: 2
2026.06.30 11:52:48 1: Forecast DEBUG> AI raw add - 1 entities added to raw data pool (set verbose 4 for output more detail)
2026.06.30 11:52:48 1: Forecast DEBUG> AI raw data saved into file: ./FHEM/FhemUtils/AIraw_SolarForecast_Forecast
2026.06.30 11:52:49 1: Forecast DEBUG> DRIFT SAFETY [con]: block=none
  -- RMSE Analysis --
     rmse_rel_ratio=2.170 | dynamic_limit=4.754 | margin=2.583 ok
     Limit Composition: base=4.0 | peak_part=0.222 (peak_ratio=0.222) | sem_part=0.342 (sem_ratio=0.694) | var_part=0.190 (slope_var=0.37960)
  -- Slope Analysis --
     slope_live=0.456 | slope_drift=0.536 | slope_rel_drift=0.464 | slope_var=0.37960
     slope_var_limit=10.08781 | var_ratio=0.04 ok
  -- Bias Analysis --
     bias_live=573.0 | bias_limit=770.4 | bias_ratio=0.74 ok
     quant30=642.0 | quant90=2440.0 | median_load=709.5
  -- Context --
     drift_score=1.331 | bias_drift_norm=0.510 | bias_var_norm=0.305
     peak_ratio=0.222 | sem_ratio=0.694
2026.06.30 11:52:49 1: Forecast DEBUG> DRIFT [con]: Flag=recalibrated | WindowSize=96 | Block=0 | SlopeLive=0.456 | DriftSlope=0.536 | BiasLive=572.96 | DriftBias=203.28 | RMSErelLive=106.3 | RMSErelRatio=2.17 | BiasVarNorm=0.31 | DriftIndex=1.62 | DriftScore=1.33 | Zone3Hours=0 | Zone3Reset=0 | Hist=[mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild] | Retrain=none (just_recalibrated)
2026.06.30 11:52:49 1: Forecast DEBUG> AI FANN drift data type 'con' successfully written to file: ./FHEM/FhemUtils/NeuralNet_SolarForecast_Forecast
2026.06.30 11:52:49 1: Forecast DEBUG> start add AI raw data for hour: 3
2026.06.30 11:52:49 1: Forecast DEBUG> AI raw add - 1 entities added to raw data pool (set verbose 4 for output more detail)
2026.06.30 11:52:50 1: Forecast DEBUG> AI raw data saved into file: ./FHEM/FhemUtils/AIraw_SolarForecast_Forecast
2026.06.30 11:52:51 1: Forecast DEBUG> DRIFT SAFETY [con]: block=none
  -- RMSE Analysis --
     rmse_rel_ratio=2.170 | dynamic_limit=4.754 | margin=2.583 ok
     Limit Composition: base=4.0 | peak_part=0.222 (peak_ratio=0.222) | sem_part=0.342 (sem_ratio=0.694) | var_part=0.190 (slope_var=0.37960)
  -- Slope Analysis --
     slope_live=0.456 | slope_drift=0.536 | slope_rel_drift=0.464 | slope_var=0.37960
     slope_var_limit=10.08781 | var_ratio=0.04 ok
  -- Bias Analysis --
     bias_live=573.0 | bias_limit=770.4 | bias_ratio=0.74 ok
     quant30=642.0 | quant90=2440.0 | median_load=709.5
  -- Context --
     drift_score=1.331 | bias_drift_norm=0.341 | bias_var_norm=0.305
     peak_ratio=0.222 | sem_ratio=0.694
2026.06.30 11:52:51 1: Forecast DEBUG> DRIFT [con]: Flag=mild | WindowSize=96 | Block=0 | SlopeLive=0.456 | DriftSlope=0.536 | BiasLive=572.96 | DriftBias=136.19 | RMSErelLive=106.3 | RMSErelRatio=2.17 | BiasVarNorm=0.31 | DriftIndex=1.60 | DriftScore=1.33 | Zone3Hours=1 | Zone3Reset=0 | Hist=[mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild] | Retrain=none (-)
2026.06.30 11:52:51 1: Forecast DEBUG> AI FANN drift data type 'con' successfully written to file: ./FHEM/FhemUtils/NeuralNet_SolarForecast_Forecast
2026.06.30 11:52:51 1: Forecast DEBUG> start add AI raw data for hour: 4
2026.06.30 11:52:51 1: Forecast DEBUG> AI raw add - 1 entities added to raw data pool (set verbose 4 for output more detail)
2026.06.30 11:52:51 1: Forecast DEBUG> AI raw data saved into file: ./FHEM/FhemUtils/AIraw_SolarForecast_Forecast
2026.06.30 11:52:52 1: Forecast DEBUG> DRIFT SAFETY [con]: block=none
  -- RMSE Analysis --
     rmse_rel_ratio=2.170 | dynamic_limit=4.754 | margin=2.583 ok
     Limit Composition: base=4.0 | peak_part=0.222 (peak_ratio=0.222) | sem_part=0.342 (sem_ratio=0.694) | var_part=0.190 (slope_var=0.37960)
  -- Slope Analysis --
     slope_live=0.456 | slope_drift=0.536 | slope_rel_drift=0.464 | slope_var=0.37960
     slope_var_limit=10.08781 | var_ratio=0.04 ok
  -- Bias Analysis --
     bias_live=573.0 | bias_limit=770.4 | bias_ratio=0.74 ok
     quant30=642.0 | quant90=2440.0 | median_load=709.5
  -- Context --
     drift_score=1.331 | bias_drift_norm=0.341 | bias_var_norm=0.305
     peak_ratio=0.222 | sem_ratio=0.694
2026.06.30 11:52:52 1: Forecast DEBUG> DRIFT [con]: Flag=mild | WindowSize=96 | Block=0 | SlopeLive=0.456 | DriftSlope=0.536 | BiasLive=572.96 | DriftBias=136.19 | RMSErelLive=106.3 | RMSErelRatio=2.17 | BiasVarNorm=0.31 | DriftIndex=1.60 | DriftScore=1.33 | Zone3Hours=2 | Zone3Reset=0 | Hist=[mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild] | Retrain=none (-)
2026.06.30 11:52:52 1: Forecast DEBUG> AI FANN drift data type 'con' successfully written to file: ./FHEM/FhemUtils/NeuralNet_SolarForecast_Forecast
2026.06.30 11:52:52 1: Forecast DEBUG> start add AI raw data for hour: 5
2026.06.30 11:52:52 1: Forecast DEBUG> AI raw add - 1 entities added to raw data pool (set verbose 4 for output more detail)
2026.06.30 11:52:52 1: Forecast DEBUG> AI raw data saved into file: ./FHEM/FhemUtils/AIraw_SolarForecast_Forecast
2026.06.30 11:52:53 1: Forecast DEBUG> DRIFT SAFETY [con]: block=none
  -- RMSE Analysis --
     rmse_rel_ratio=2.170 | dynamic_limit=4.754 | margin=2.583 ok
     Limit Composition: base=4.0 | peak_part=0.222 (peak_ratio=0.222) | sem_part=0.342 (sem_ratio=0.694) | var_part=0.190 (slope_var=0.37960)
  -- Slope Analysis --
     slope_live=0.456 | slope_drift=0.536 | slope_rel_drift=0.464 | slope_var=0.37960
     slope_var_limit=10.08781 | var_ratio=0.04 ok
  -- Bias Analysis --
     bias_live=573.0 | bias_limit=770.4 | bias_ratio=0.74 ok
     quant30=642.0 | quant90=2440.0 | median_load=709.5
  -- Context --
     drift_score=1.331 | bias_drift_norm=0.341 | bias_var_norm=0.305
     peak_ratio=0.222 | sem_ratio=0.694
2026.06.30 11:52:53 1: Forecast DEBUG> DRIFT [con]: Flag=mild | WindowSize=96 | Block=0 | SlopeLive=0.456 | DriftSlope=0.536 | BiasLive=572.96 | DriftBias=136.19 | RMSErelLive=106.3 | RMSErelRatio=2.17 | BiasVarNorm=0.31 | DriftIndex=1.60 | DriftScore=1.33 | Zone3Hours=3 | Zone3Reset=0 | Hist=[mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild] | Retrain=none (-)
2026.06.30 11:52:53 1: Forecast DEBUG> AI FANN drift data type 'con' successfully written to file: ./FHEM/FhemUtils/NeuralNet_SolarForecast_Forecast
2026.06.30 11:52:53 1: Forecast DEBUG> start add AI raw data for hour: 6
2026.06.30 11:52:53 1: Forecast DEBUG> AI raw add - 1 entities added to raw data pool (set verbose 4 for output more detail)
2026.06.30 11:52:53 1: Forecast DEBUG> AI raw data saved into file: ./FHEM/FhemUtils/AIraw_SolarForecast_Forecast
2026.06.30 11:52:55 1: Forecast DEBUG> DRIFT SAFETY [con]: block=none
  -- RMSE Analysis --
     rmse_rel_ratio=2.170 | dynamic_limit=4.754 | margin=2.583 ok
     Limit Composition: base=4.0 | peak_part=0.222 (peak_ratio=0.222) | sem_part=0.342 (sem_ratio=0.694) | var_part=0.190 (slope_var=0.37960)
  -- Slope Analysis --
     slope_live=0.456 | slope_drift=0.536 | slope_rel_drift=0.464 | slope_var=0.37960
     slope_var_limit=10.08781 | var_ratio=0.04 ok
  -- Bias Analysis --
     bias_live=573.0 | bias_limit=770.4 | bias_ratio=0.74 ok
     quant30=642.0 | quant90=2440.0 | median_load=709.5
  -- Context --
     drift_score=1.331 | bias_drift_norm=0.341 | bias_var_norm=0.305
     peak_ratio=0.222 | sem_ratio=0.694
2026.06.30 11:52:55 1: Forecast DEBUG> DRIFT [con]: Flag=mild | WindowSize=96 | Block=0 | SlopeLive=0.456 | DriftSlope=0.536 | BiasLive=572.96 | DriftBias=136.19 | RMSErelLive=106.3 | RMSErelRatio=2.17 | BiasVarNorm=0.31 | DriftIndex=1.60 | DriftScore=1.33 | Zone3Hours=4 | Zone3Reset=0 | Hist=[mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild] | Retrain=none (-)
2026.06.30 11:52:55 1: Forecast DEBUG> AI FANN drift data type 'con' successfully written to file: ./FHEM/FhemUtils/NeuralNet_SolarForecast_Forecast
2026.06.30 11:52:55 1: Forecast DEBUG> start add AI raw data for hour: 7
2026.06.30 11:52:55 1: Forecast DEBUG> AI raw add - 1 entities added to raw data pool (set verbose 4 for output more detail)
2026.06.30 11:52:55 1: Forecast DEBUG> AI raw data saved into file: ./FHEM/FhemUtils/AIraw_SolarForecast_Forecast
2026.06.30 11:52:56 1: Forecast DEBUG> DRIFT SAFETY [con]: block=none
  -- RMSE Analysis --
     rmse_rel_ratio=2.170 | dynamic_limit=4.754 | margin=2.583 ok
     Limit Composition: base=4.0 | peak_part=0.222 (peak_ratio=0.222) | sem_part=0.342 (sem_ratio=0.694) | var_part=0.190 (slope_var=0.37960)
  -- Slope Analysis --
     slope_live=0.456 | slope_drift=0.536 | slope_rel_drift=0.464 | slope_var=0.37960
     slope_var_limit=10.08781 | var_ratio=0.04 ok
  -- Bias Analysis --
     bias_live=573.0 | bias_limit=770.4 | bias_ratio=0.74 ok
     quant30=642.0 | quant90=2440.0 | median_load=709.5
  -- Context --
     drift_score=1.331 | bias_drift_norm=0.341 | bias_var_norm=0.305
     peak_ratio=0.222 | sem_ratio=0.694
2026.06.30 11:52:56 1: Forecast DEBUG> DRIFT [con]: Flag=mild | WindowSize=96 | Block=0 | SlopeLive=0.456 | DriftSlope=0.536 | BiasLive=572.96 | DriftBias=136.19 | RMSErelLive=106.3 | RMSErelRatio=2.17 | BiasVarNorm=0.31 | DriftIndex=1.60 | DriftScore=1.33 | Zone3Hours=5 | Zone3Reset=0 | Hist=[mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild] | Retrain=none (-)
2026.06.30 11:52:56 1: Forecast DEBUG> AI FANN drift data type 'con' successfully written to file: ./FHEM/FhemUtils/NeuralNet_SolarForecast_Forecast
2026.06.30 11:52:56 1: Forecast DEBUG> start add AI raw data for hour: 8
2026.06.30 11:52:56 1: Forecast DEBUG> AI raw add - 1 entities added to raw data pool (set verbose 4 for output more detail)
2026.06.30 11:52:56 1: Forecast DEBUG> AI raw data saved into file: ./FHEM/FhemUtils/AIraw_SolarForecast_Forecast
2026.06.30 11:52:57 1: Forecast DEBUG> DRIFT SAFETY [con]: block=none
  -- RMSE Analysis --
     rmse_rel_ratio=2.170 | dynamic_limit=4.754 | margin=2.583 ok
     Limit Composition: base=4.0 | peak_part=0.222 (peak_ratio=0.222) | sem_part=0.342 (sem_ratio=0.694) | var_part=0.190 (slope_var=0.37960)
  -- Slope Analysis --
     slope_live=0.456 | slope_drift=0.536 | slope_rel_drift=0.464 | slope_var=0.37960
     slope_var_limit=10.08781 | var_ratio=0.04 ok
  -- Bias Analysis --
     bias_live=573.0 | bias_limit=770.4 | bias_ratio=0.74 ok
     quant30=642.0 | quant90=2440.0 | median_load=709.5
  -- Context --
     drift_score=1.331 | bias_drift_norm=0.341 | bias_var_norm=0.305
     peak_ratio=0.222 | sem_ratio=0.694
2026.06.30 11:52:57 1: Forecast DEBUG> DRIFT [con]: Flag=mild | WindowSize=96 | Block=0 | SlopeLive=0.456 | DriftSlope=0.536 | BiasLive=572.96 | DriftBias=136.19 | RMSErelLive=106.3 | RMSErelRatio=2.17 | BiasVarNorm=0.31 | DriftIndex=1.60 | DriftScore=1.33 | Zone3Hours=6 | Zone3Reset=0 | Hist=[mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild] | Retrain=none (-)
2026.06.30 11:52:57 1: Forecast DEBUG> AI FANN drift data type 'con' successfully written to file: ./FHEM/FhemUtils/NeuralNet_SolarForecast_Forecast
2026.06.30 11:52:57 1: Forecast DEBUG> start add AI raw data for hour: 9
2026.06.30 11:52:57 1: Forecast DEBUG> AI raw add - 1 entities added to raw data pool (set verbose 4 for output more detail)
2026.06.30 11:52:57 1: Forecast DEBUG> AI raw data saved into file: ./FHEM/FhemUtils/AIraw_SolarForecast_Forecast
2026.06.30 11:52:58 1: Forecast DEBUG> DRIFT SAFETY [con]: block=none
  -- RMSE Analysis --
     rmse_rel_ratio=2.170 | dynamic_limit=4.754 | margin=2.583 ok
     Limit Composition: base=4.0 | peak_part=0.222 (peak_ratio=0.222) | sem_part=0.342 (sem_ratio=0.694) | var_part=0.190 (slope_var=0.37960)
  -- Slope Analysis --
     slope_live=0.456 | slope_drift=0.536 | slope_rel_drift=0.464 | slope_var=0.37960
     slope_var_limit=10.08781 | var_ratio=0.04 ok
  -- Bias Analysis --
     bias_live=573.0 | bias_limit=770.4 | bias_ratio=0.74 ok
     quant30=642.0 | quant90=2440.0 | median_load=709.5
  -- Context --
     drift_score=1.331 | bias_drift_norm=0.341 | bias_var_norm=0.305
     peak_ratio=0.222 | sem_ratio=0.694
2026.06.30 11:52:58 1: Forecast DEBUG> DRIFT [con]: Flag=mild | WindowSize=96 | Block=0 | SlopeLive=0.456 | DriftSlope=0.536 | BiasLive=572.96 | DriftBias=136.19 | RMSErelLive=106.3 | RMSErelRatio=2.17 | BiasVarNorm=0.31 | DriftIndex=1.60 | DriftScore=1.33 | Zone3Hours=7 | Zone3Reset=0 | Hist=[mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild] | Retrain=none (-)
2026.06.30 11:52:58 1: Forecast DEBUG> AI FANN drift data type 'con' successfully written to file: ./FHEM/FhemUtils/NeuralNet_SolarForecast_Forecast
2026.06.30 11:52:58 1: Forecast DEBUG> start add AI raw data for hour: 10
2026.06.30 11:52:58 1: Forecast DEBUG> AI raw add - 1 entities added to raw data pool (set verbose 4 for output more detail)
2026.06.30 11:52:59 1: Forecast DEBUG> AI raw data saved into file: ./FHEM/FhemUtils/AIraw_SolarForecast_Forecast
2026.06.30 11:53:00 1: Forecast DEBUG> DRIFT SAFETY [con]: block=none
  -- RMSE Analysis --
     rmse_rel_ratio=2.170 | dynamic_limit=4.754 | margin=2.583 ok
     Limit Composition: base=4.0 | peak_part=0.222 (peak_ratio=0.222) | sem_part=0.342 (sem_ratio=0.694) | var_part=0.190 (slope_var=0.37960)
  -- Slope Analysis --
     slope_live=0.456 | slope_drift=0.536 | slope_rel_drift=0.464 | slope_var=0.37960
     slope_var_limit=10.08781 | var_ratio=0.04 ok
  -- Bias Analysis --
     bias_live=573.0 | bias_limit=770.4 | bias_ratio=0.74 ok
     quant30=642.0 | quant90=2440.0 | median_load=709.5
  -- Context --
     drift_score=1.331 | bias_drift_norm=0.341 | bias_var_norm=0.305
     peak_ratio=0.222 | sem_ratio=0.694
2026.06.30 11:53:00 1: Forecast DEBUG> DRIFT [con]: Flag=recalibrated | WindowSize=96 | Block=0 | SlopeLive=0.456 | DriftSlope=0.536 | BiasLive=572.96 | DriftBias=136.19 | RMSErelLive=106.3 | RMSErelRatio=2.17 | BiasVarNorm=0.31 | DriftIndex=1.60 | DriftScore=1.33 | Zone3Hours=0 | Zone3Reset=0 | Hist=[mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild] | Retrain=none (just_recalibrated)
2026.06.30 11:53:00 1: Forecast DEBUG> AI FANN drift data type 'con' successfully written to file: ./FHEM/FhemUtils/NeuralNet_SolarForecast_Forecast
2026.06.30 11:53:00 1: Forecast DEBUG> start add AI raw data for hour: 11
2026.06.30 11:53:00 1: Forecast DEBUG> AI raw add - 1 entities added to raw data pool (set verbose 4 for output more detail)
2026.06.30 11:53:00 1: Forecast DEBUG> AI raw data saved into file: ./FHEM/FhemUtils/AIraw_SolarForecast_Forecast
2026.06.30 11:53:01 1: Forecast DEBUG> DRIFT SAFETY [con]: block=none
  -- RMSE Analysis --
     rmse_rel_ratio=2.170 | dynamic_limit=4.754 | margin=2.583 ok
     Limit Composition: base=4.0 | peak_part=0.222 (peak_ratio=0.222) | sem_part=0.342 (sem_ratio=0.694) | var_part=0.190 (slope_var=0.37960)
  -- Slope Analysis --
     slope_live=0.456 | slope_drift=0.536 | slope_rel_drift=0.464 | slope_var=0.37960
     slope_var_limit=10.08781 | var_ratio=0.04 ok
  -- Bias Analysis --
     bias_live=573.0 | bias_limit=770.4 | bias_ratio=0.74 ok
     quant30=642.0 | quant90=2440.0 | median_load=709.5
  -- Context --
     drift_score=1.331 | bias_drift_norm=0.207 | bias_var_norm=0.305
     peak_ratio=0.222 | sem_ratio=0.694
2026.06.30 11:53:01 1: Forecast DEBUG> DRIFT [con]: Flag=mild | WindowSize=96 | Block=0 | SlopeLive=0.456 | DriftSlope=0.536 | BiasLive=572.96 | DriftBias=82.52 | RMSErelLive=106.3 | RMSErelRatio=2.17 | BiasVarNorm=0.31 | DriftIndex=1.59 | DriftScore=1.33 | Zone3Hours=1 | Zone3Reset=0 | Hist=[mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild,mild] | Retrain=none (-)
2026.06.30 11:53:01 1: Forecast DEBUG> AI FANN drift data type 'con' successfully written to file: ./FHEM/FhemUtils/NeuralNet_SolarForecast_Forecast
2026.06.30 11:53:01 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 2388) line 73.
2026.06.30 11:53:02 1: SMAInverter SB25 -> BlockingCall SMAInverter_getstatusDoParse Timeout: process terminated
2026.06.30 11:53:02 1: SMAInverter SBS37 -> BlockingCall SMAInverter_getstatusDoParse Timeout: process terminated
2026.06.30 11:53:02 1: SMAInverter SBS25_2 -> BlockingCall SMAInverter_getstatusDoParse Timeout: process terminated
2026.06.30 11:53:02 1: SMAInverter SB30 -> BlockingCall SMAInverter_getstatusDoParse Timeout: process terminated
2026.06.30 11:53:02 1: SMAInverter SB40 -> BlockingCall SMAInverter_getstatusDoParse Timeout: process terminated
2026.06.30 11:53:07 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 3034) line 73.
2026.06.30 11:53:10 1: PERL WARNING: Argument "1636.75 W" isn't numeric in sprintf at (eval 3454) line 1.
2026.06.30 11:53:21 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 4489) line 73.
2026.06.30 11:53:33 1: PERL WARNING: Argument "1636.75 W" isn't numeric in sprintf at (eval 5842) line 1.
2026.06.30 11:53:33 1: PERL WARNING: Argument "1636.75 W" isn't numeric in sprintf at (eval 5862) line 1.
2026.06.30 11:53:34 1: PERL WARNING: Argument "1636.75 W" isn't numeric in sprintf at (eval 6011) line 1.
2026.06.30 11:53:36 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 6052) line 73.
2026.06.30 11:53:36 1: PERL WARNING: Argument "1754.45 W" isn't numeric in sprintf at (eval 6199) line 1.
2026.06.30 11:53:40 1: PERL WARNING: Argument "1754.45 W" isn't numeric in sprintf at (eval 6425) line 1.
2026.06.30 11:53:46 1: PERL WARNING: Argument "1754.45 W" isn't numeric in sprintf at (eval 6870) line 1.
2026.06.30 11:53:51 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 7057) line 73.
2026.06.30 11:53:52 1: PERL WARNING: Argument "86.85 W" isn't numeric in sprintf at (eval 7337) line 1.
2026.06.30 11:54:00 1: PERL WARNING: Argument "86.85 W" isn't numeric in sprintf at (eval 7587) line 1.
2026.06.30 11:54:00 1: PERL WARNING: Argument "86.85 W" isn't numeric in sprintf at (eval 7606) line 1.
2026.06.30 11:54:06 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 7646) line 73.
2026.06.30 11:54:08 1: PERL WARNING: Argument "435.75 W" isn't numeric in sprintf at (eval 7852) line 1.
2026.06.30 11:54:21 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 8238) line 73.
2026.06.30 11:54:24 1: PERL WARNING: Argument "834.15 W" isn't numeric in sprintf at (eval 8546) line 1.
2026.06.30 11:54:36 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 9256) line 73.
2026.06.30 11:54:40 1: PERL WARNING: Argument "799.35 W" isn't numeric in sprintf at (eval 9471) line 1.
2026.06.30 11:54:51 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 9984) line 73.
2026.06.30 11:54:51 2: AttrTemplates: got 272 entries
2026.06.30 11:54:54 1: PERL WARNING: Use of uninitialized value in subroutine entry at ./FHEM/99_Utils.pm line 21.
2026.06.30 11:54:56 1: PERL WARNING: Argument "4194.55 W" isn't numeric in sprintf at (eval 10620) line 1.
2026.06.30 11:55:01 1: PERL WARNING: Argument "4194.55 W" isn't numeric in sprintf at (eval 10782) line 1.
2026.06.30 11:55:01 1: PERL WARNING: Argument "4194.55 W" isn't numeric in sprintf at (eval 10801) line 1.
2026.06.30 11:55:06 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 10892) line 73.
2026.06.30 11:55:12 1: PERL WARNING: Argument "4131.45 W" isn't numeric in sprintf at (eval 11506) line 1.
2026.06.30 11:55:21 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 12154) line 73.
2026.06.30 11:55:28 1: PERL WARNING: Argument "4042.95 W" isn't numeric in sprintf at (eval 13397) line 1.
2026.06.30 11:55:36 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 13736) line 73.
2026.06.30 11:55:45 1: PERL WARNING: Argument "4136.12 W" isn't numeric in sprintf at (eval 14315) line 1.
2026.06.30 11:55:51 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 14767) line 73.
2026.06.30 11:56:01 1: PERL WARNING: Argument "3847.62 W" isn't numeric in sprintf at (eval 15478) line 1.
2026.06.30 11:56:01 1: PERL WARNING: Argument "3847.62 W" isn't numeric in sprintf at (eval 15519) line 1.
2026.06.30 11:56:01 1: PERL WARNING: Argument "3847.62 W" isn't numeric in sprintf at (eval 15538) line 1.
2026.06.30 11:56:06 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 15617) line 73.
2026.06.30 11:56:17 1: PERL WARNING: Argument "3994.62 W" isn't numeric in sprintf at (eval 19388) line 1.
2026.06.30 11:56:21 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 19648) line 73.
2026.06.30 11:56:32 1: PERL WARNING: Argument "4293.72 W" isn't numeric in sprintf at (eval 20842) line 1.
2026.06.30 11:56:36 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 20944) line 73.
2026.06.30 11:56:48 1: PERL WARNING: Argument "3973.02 W" isn't numeric in sprintf at (eval 21787) line 1.
2026.06.30 11:56:51 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 21962) line 73.
2026.06.30 11:57:01 1: PERL WARNING: Argument "4007.82 W" isn't numeric in sprintf at (eval 22428) line 1.
2026.06.30 11:57:01 1: PERL WARNING: Argument "4007.82 W" isn't numeric in sprintf at (eval 22447) line 1.
2026.06.30 11:57:03 1: PERL WARNING: Argument "4007.82 W" isn't numeric in sprintf at (eval 22553) line 1.
2026.06.30 11:57:06 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 22634) line 73.
2026.06.30 11:57:19 1: PERL WARNING: Argument "4041.42 W" isn't numeric in sprintf at (eval 23428) line 1.
2026.06.30 11:57:21 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 23618) line 73.
2026.06.30 11:57:36 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 24439) line 73.
2026.06.30 11:57:45 1: PERL WARNING: Argument "4053.85 W" isn't numeric in sprintf at (eval 25064) line 1.
2026.06.30 11:57:46 1: PERL WARNING: Argument "4053.85 W" isn't numeric in sprintf at (eval 25276) line 1.
2026.06.30 11:57:46 1: PERL WARNING: Argument "4053.85 W" isn't numeric in sprintf at (eval 25285) line 1.
2026.06.30 11:57:49 1: PERL WARNING: Argument "4053.85 W" isn't numeric in sprintf at (eval 25445) line 1.
2026.06.30 11:57:49 1: PERL WARNING: Argument "4053.85 W" isn't numeric in sprintf at (eval 25452) line 1.
2026.06.30 11:57:49 1: PERL WARNING: Argument "4053.85 W" isn't numeric in sprintf at (eval 25467) line 1.
2026.06.30 11:57:49 1: PERL WARNING: Argument "4053.85 W" isn't numeric in sprintf at (eval 25514) line 1.
2026.06.30 11:57:51 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 25535) line 73.
2026.06.30 11:57:51 1: PERL WARNING: Argument "3378.95 W" isn't numeric in sprintf at (eval 25615) line 1.
2026.06.30 11:58:01 1: PERL WARNING: Argument "3378.95 W" isn't numeric in sprintf at (eval 26177) line 1.
2026.06.30 11:58:01 1: PERL WARNING: Argument "3378.95 W" isn't numeric in sprintf at (eval 26196) line 1.
2026.06.30 11:58:06 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 26353) line 73.
2026.06.30 11:58:07 1: PERL WARNING: Argument "4056.65 W" isn't numeric in sprintf at (eval 26893) line 1.
2026.06.30 11:58:21 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 27600) line 73.
2026.06.30 11:58:23 1: PERL WARNING: Argument "4068.75 W" isn't numeric in sprintf at (eval 28118) line 1.
2026.06.30 11:58:29 1: PERL WARNING: Argument "4068.75 W" isn't numeric in sprintf at (eval 28512) line 1.
2026.06.30 11:58:36 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 28719) line 73.
2026.06.30 11:58:45 1: PERL WARNING: Argument "4060.55 W" isn't numeric in sprintf at (eval 30139) line 1.
2026.06.30 11:58:51 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 30523) line 73.
2026.06.30 11:59:01 1: PERL WARNING: Argument "3829.15 W" isn't numeric in sprintf at (eval 30909) line 1.
2026.06.30 11:59:01 1: PERL WARNING: Argument "3829.15 W" isn't numeric in sprintf at (eval 30938) line 1.
2026.06.30 11:59:01 1: PERL WARNING: Argument "3829.15 W" isn't numeric in sprintf at (eval 30949) line 1.
2026.06.30 11:59:06 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 31117) line 73.
2026.06.30 11:59:17 1: PERL WARNING: Argument "4022.45 W" isn't numeric in sprintf at (eval 31925) line 1.
2026.06.30 11:59:21 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 32104) line 73.
2026.06.30 11:59:34 1: PERL WARNING: Argument "4009.95 W" isn't numeric in sprintf at (eval 33246) line 1.
2026.06.30 11:59:36 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 33378) line 73.
2026.06.30 11:59:50 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 34746) line 73.
.....................

DS_Starter · 30 Juni 2026, 13:20:35

Ich kann bei mir keine Probleme sehen. Das sieht mir bei dir auch nicht nach einem normalen Restart aus.

Diese Ausgaben und Warnungen:

Code Auswählen

2026.06.30 11:53:01 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 2388) line 73.
2026.06.30 11:53:02 1: SMAInverter SB25 -> BlockingCall SMAInverter_getstatusDoParse Timeout: process terminated
2026.06.30 11:53:02 1: SMAInverter SBS37 -> BlockingCall SMAInverter_getstatusDoParse Timeout: process terminated
2026.06.30 11:53:02 1: SMAInverter SBS25_2 -> BlockingCall SMAInverter_getstatusDoParse Timeout: process terminated
2026.06.30 11:53:02 1: SMAInverter SB30 -> BlockingCall SMAInverter_getstatusDoParse Timeout: process terminated
2026.06.30 11:53:02 1: SMAInverter SB40 -> BlockingCall SMAInverter_getstatusDoParse Timeout: process terminated
2026.06.30 11:53:07 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 3034) line 73.
2026.06.30 11:53:10 1: PERL WARNING: Argument "1636.75 W" isn't numeric in sprintf at (eval 3454) line 1.
2026.06.30 11:53:21 1: PERL WARNING: Argument "30.06.2026 11:52:46" isn't numeric in sprintf at (eval 4489) line 73.
2026.06.30 11:53:33 1: PERL WARNING: Argument "1636.75 W" isn't numeric in sprintf at (eval 5842) line 1.
2026.06.30 11:53:33 1: PERL WARNING: Argument "1636.75 W" isn't numeric in sprintf at (eval 5862) line 1.
...

kommen mit ziemlicher Sicherheit nicht aus SolarForecast.
global stacktrace=1 setzen, restarten und im Log sieht man dann was abläuft.

LG,
Heiko