Internals:
FUUID 651cfe6b-f33f-e199-c4fb-916e33f2d14b5241
FVERSION 76_SolarForecast.pm:v2.0.0-s30783/2026-01-25
LCACHEFILE last write time: 10:33:32 whole Operating Memory
MODE Automatic / Event-controlled - next planned Cycletime: 10:36:58
MODEL DWD
NAME SolarForecast
NOTIFYDEV MQTT2_SmartMeterReader,KlimaanlagePwr,Klimaanlage_Sw,MQTT2_Luftentfeuchter,MQTT2_Spelunkenentfeuchter,MQTT2_ShellyGeschirrspueler,Trockner_Pwr,Trockner,Waschmaschine_Pwr,Waschmaschine,Stromverbrauch_Buero,Stromverbrauch_WoZi,MQTT2_KlimaODU,MQTT2_ShellyPlugKuechenKuehlschrank,shelly3em63g3_e4b063e1c96c,MQTT2_ShellyPlugKellerKuehlschrank,ShellyplugSchuppen,MQTT2_PlugKaffeemaschine,WallboxLeistungssumme,HM_56E0D2_Sw_02,Enphase
NR 752
NTFY_ORDER 50-SolarForecast
STATE updated
TYPE SolarForecast
WEATHERMODEL DWD
eventCount 104198
HELPER:
11M15DONE 1
15M15DONE 1
16M15DONE 1
FW internalWEB
PACKAGE FHEM::SolarForecast
S10DONE 1
SPGDETAIL
SPGDEV SolarForecast
SPGROOM
VERSION 2.0.0
VERSION_API unused
VERSION_CTZ 1.0.0
VERSION_ErrCodes 1.3.9
VERSION_SMUtils 1.28.3
GMFRUNNING:
abortFn FHEM::SolarForecast::_abortGetMessageFile
bc_pid 57353
finishFn FHEM::SolarForecast::_processMessageFile
fn FHEM::SolarForecast::_retrieveMessageFile
loglevel 3
pid DEAD:177153
telnet telnetForBlockingFn_1769434944.22941_127.0.0.1_33468
terminated 1
timeout 30
abortArg:
arg:
block 1
name SolarForecast
tsnext 1769682684.53789
Helper:
DBLOG:
AllPVforecastsToEvent:
logdb:
TIME 1769641506.22759
VALUE 0
Current_AutarkyRate:
logdb:
TIME 1769679278.2693
VALUE 24.226607770772
LastHourPVforecast:
logdb:
TIME 1769679326.08935
VALUE 124
LastHourPVreal:
logdb:
TIME 1769679326.08935
VALUE 56
OLDREADINGS:
READINGS:
2026-01-29 10:36:53 Battery_ChargeOptTargetPower_01 2500 W
2026-01-29 10:36:53 Battery_ChargeUnrestricted_01 1
2026-01-29 10:36:53 Battery_TargetAchievable_01 0
2026-01-29 10:36:53 Current_AutarkyRate 25 %
2026-01-29 10:36:53 Current_BatCharge_01 3 %
2026-01-29 10:36:53 Current_Consumption 667 W
2026-01-29 10:36:53 Current_GridConsumption 501 W
2026-01-29 10:36:53 Current_GridFeedIn 0 W
2026-01-29 10:36:53 Current_PV 166 W
2026-01-29 10:36:53 Current_PowerBatIn_01 0 W
2026-01-29 10:36:53 Current_PowerBatOut_01 0 W
2026-01-29 10:36:53 Current_SelfConsumption 166 W
2026-01-29 10:36:53 Current_SelfConsumptionRate 100 %
2026-01-29 10:36:53 Current_Surplus 0 W
2026-01-29 10:36:57 Current_Surplus_Num 0
2026-01-29 10:00:00 LastHourGridconsumptionReal 762 Wh
2026-01-29 10:00:00 LastHourPVforecast 124 Wh
2026-01-29 10:00:00 LastHourPVreal 56 Wh
2026-01-29 10:36:53 NextHours_Sum01_PVforecast 234 Wh
2026-01-29 10:36:53 NextHours_Sum02_PVforecast 502 Wh
2026-01-29 10:36:53 NextHours_Sum03_PVforecast 952 Wh
2026-01-29 10:36:53 NextHours_Sum04_ConsumptionForecast 3559 Wh
2026-01-29 10:36:53 NextHours_Sum04_PVforecast 1555 Wh
2026-01-29 10:36:53 RestOfDayConsumptionForecast 10632 Wh
2026-01-29 10:36:53 RestOfDayPVforecast 2241 Wh
2026-01-29 10:36:53 Today_CONdeviation -40.19 %
2026-01-29 10:36:53 Today_CONforecast 20937 Wh
2026-01-29 10:36:53 Today_CONreal 6164 Wh
2026-01-29 00:59:56 Today_Hour01_BatIn_01 0 Wh
2026-01-29 00:59:56 Today_Hour01_BatOut_01 0 Wh
2026-01-29 00:59:56 Today_Hour01_GridConsumption 430 Wh
2026-01-29 00:59:56 Today_Hour01_GridFeedIn 0 Wh
2026-01-29 00:59:56 Today_Hour01_PVreal 0 Wh (WARNING invalid real PV occured - see Logfile)
2026-01-29 01:59:59 Today_Hour02_BatIn_01 0 Wh
2026-01-29 01:59:59 Today_Hour02_BatOut_01 0 Wh
2026-01-29 01:59:59 Today_Hour02_GridConsumption 499 Wh
2026-01-29 01:59:59 Today_Hour02_GridFeedIn 0 Wh
2026-01-29 01:59:59 Today_Hour02_PVreal 0 Wh
2026-01-29 02:59:59 Today_Hour03_BatIn_01 0 Wh
2026-01-29 02:59:59 Today_Hour03_BatOut_01 0 Wh
2026-01-29 02:59:59 Today_Hour03_GridConsumption 498 Wh
2026-01-29 02:59:59 Today_Hour03_GridFeedIn 0 Wh
2026-01-29 02:59:59 Today_Hour03_PVreal 0 Wh
2026-01-29 03:59:58 Today_Hour04_BatIn_01 0 Wh
2026-01-29 03:59:58 Today_Hour04_BatOut_01 0 Wh
2026-01-29 03:59:58 Today_Hour04_GridConsumption 507 Wh
2026-01-29 03:59:58 Today_Hour04_GridFeedIn 0 Wh
2026-01-29 03:59:58 Today_Hour04_PVreal 0 Wh
2026-01-29 04:59:58 Today_Hour05_BatIn_01 0 Wh
2026-01-29 04:59:58 Today_Hour05_BatOut_01 0 Wh
2026-01-29 04:59:58 Today_Hour05_GridConsumption 498 Wh
2026-01-29 04:59:58 Today_Hour05_GridFeedIn 0 Wh
2026-01-29 04:59:58 Today_Hour05_PVreal 0 Wh
2026-01-29 05:59:53 Today_Hour06_BatIn_01 0 Wh
2026-01-29 05:59:53 Today_Hour06_BatOut_01 0 Wh
2026-01-29 05:59:53 Today_Hour06_GridConsumption 509 Wh
2026-01-29 05:59:53 Today_Hour06_GridFeedIn 0 Wh
2026-01-29 05:59:53 Today_Hour06_PVreal 0 Wh
2026-01-29 06:59:57 Today_Hour07_BatIn_01 0 Wh
2026-01-29 06:59:57 Today_Hour07_BatOut_01 0 Wh
2026-01-29 06:59:57 Today_Hour07_GridConsumption 563 Wh
2026-01-29 06:59:57 Today_Hour07_GridFeedIn 0 Wh
2026-01-29 06:59:57 Today_Hour07_PVreal 0 Wh
2026-01-29 07:59:58 Today_Hour08_BatIn_01 0 Wh
2026-01-29 07:59:58 Today_Hour08_BatOut_01 0 Wh
2026-01-29 07:59:58 Today_Hour08_GridConsumption 640 Wh
2026-01-29 07:59:58 Today_Hour08_GridFeedIn 0 Wh
2026-01-29 07:59:58 Today_Hour08_PVreal 0 Wh
2026-01-29 08:59:59 Today_Hour09_BatIn_01 0 Wh
2026-01-29 08:59:59 Today_Hour09_BatOut_01 0 Wh
2026-01-29 08:59:59 Today_Hour09_GridConsumption 736 Wh
2026-01-29 08:59:59 Today_Hour09_GridFeedIn 0 Wh
2026-01-29 08:59:59 Today_Hour09_PVforecast 13 Wh
2026-01-29 08:59:59 Today_Hour09_PVreal 0 Wh
2026-01-29 09:59:58 Today_Hour10_BatIn_01 0 Wh
2026-01-29 09:59:58 Today_Hour10_BatOut_01 0 Wh
2026-01-29 09:59:58 Today_Hour10_GridConsumption 762 Wh
2026-01-29 09:59:58 Today_Hour10_GridFeedIn 0 Wh
2026-01-29 09:59:58 Today_Hour10_PVforecast 124 Wh
2026-01-29 09:59:58 Today_Hour10_PVreal 56 Wh
2026-01-29 10:36:53 Today_Hour11_BatIn_01 0 Wh
2026-01-29 10:36:53 Today_Hour11_BatOut_01 0 Wh
2026-01-29 10:36:53 Today_Hour11_GridConsumption 392 Wh
2026-01-29 10:36:53 Today_Hour11_GridFeedIn 0 Wh
2026-01-29 10:36:53 Today_Hour11_PVforecast 234 Wh
2026-01-29 10:36:53 Today_Hour11_PVreal 83 Wh
2026-01-29 10:36:53 Today_Hour12_PVforecast 289 Wh
2026-01-29 10:36:53 Today_Hour13_PVforecast 551 Wh
2026-01-29 10:36:53 Today_Hour14_PVforecast 635 Wh
2026-01-29 10:36:53 Today_Hour15_PVforecast 238 Wh
2026-01-29 10:36:53 Today_Hour16_PVforecast 197 Wh
2026-01-29 10:36:53 Today_Hour17_PVforecast 7 Wh
2026-01-29 10:36:53 Today_MaxPVforecast 635 Wh
2026-01-29 10:36:53 Today_MaxPVforecastTime 2026-01-29 13:00:00
2026-01-29 10:36:53 Today_PVdeviation 195.74 %
2026-01-29 10:36:53 Today_PVforecast 2288 Wh
2026-01-29 10:36:53 Today_PVreal 139 Wh
2026-01-29 10:36:53 Today_SunRise 08:05
2026-01-29 10:36:53 Today_SunSet 16:45
2026-01-29 10:36:53 Tomorrow_ConsumptionForecast 19031 Wh
2026-01-29 10:36:53 Tomorrow_PVforecast 3519 Wh
2026-01-29 10:36:53 Tomorrow_SunRise 08:04
2026-01-29 10:36:53 Tomorrow_SunSet 16:47
2026-01-29 10:36:53 consumer01 name='Klimaanlage' state='off' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer01_currentPower 0 W
2026-01-29 10:36:53 consumer02 name='Tageslichtlampe' state='on' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer02_currentPower 33.9 W
2026-01-29 10:36:53 consumer03 name='Spelunkenentfeuchter' state='off' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer03_currentPower 0 W
2026-01-29 10:36:53 consumer04 name='Geschirrspüler' state='on' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer04_currentPower 0 W
2026-01-29 10:36:53 consumer05 name='Wäschetrockner' state='on' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer05_currentPower 0.14 W
2026-01-29 10:36:53 consumer06 name='Waschmaschine' state='on' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer06_currentPower 0.2 W
2026-01-29 10:36:53 consumer07 name='Büro' state='unknown' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer07_currentPower 193.9 W
2026-01-29 10:36:53 consumer08 name='Wohnzimmer' state='unknown' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer08_currentPower 359.5 W
2026-01-29 10:36:53 consumer09 name='Klimaaußengerät' state='off' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer09_currentPower 0 W
2026-01-29 10:36:53 consumer10 name='Küchen-Kühlschrank' state='on' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer10_currentPower 0 W
2026-01-29 10:36:53 consumer11 name='Shelly3PMHerd' state='unknown' mode='can' planningstate='suspended' info='max Überschußprognose zu gering'
2026-01-29 10:36:53 consumer11_currentPower -1.282 W
2026-01-29 10:36:53 consumer12 name='Kellerkühlschrank' state='on' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer12_currentPower 0 W
2026-01-29 10:36:53 consumer13 name='PlugSchuppen' state='off' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer13_currentPower 0 W
2026-01-29 10:36:53 consumer14 name='Kaffeemaschine, Toaster, Thermomix' state='on' mode='can' planningstate='noSchedule'
2026-01-29 10:36:53 consumer14_currentPower 2.2 W
2026-01-29 10:36:53 consumer15 name='WallboxLeistungssumme' state='unknown' mode='can' planningstate='suspended' info='max Überschußprognose zu gering'
2026-01-29 10:36:53 consumer15_currentPower 2.776 W
2026-01-29 10:36:53 consumer16 name='Skimmer/Leuchtbollen' state='off' mode='can' planningstate='planned'
2026-01-29 10:36:53 consumer16_planned_start 29.01.2026 10:15:02
2026-01-29 10:36:53 consumer16_planned_stop 29.01.2026 15:44:56
2026-01-29 10:36:53 nextCycletime 10:36:58
2026-01-29 10:00:02 pvCorrectionFactor_10 1.14 (automatic - old factor: 1.19, AI result used, Sun Alt range: 10, Cloud range: 100, Days in range: 13)
2026-01-29 10:36:53 pvCorrectionFactor_Auto on_complex_ai
2026-01-29 10:36:53 special_runTimeCentralTask 0.41372 s
2026-01-29 10:36:53 special_todayBatInSum 0.0 Wh
2026-01-29 10:36:53 special_todayBatOutSum 0.0 Wh
2026-01-29 10:36:53 special_todayConsumption 6164 Wh
2026-01-29 10:36:53 special_todayGridConsumption 6035 Wh
2026-01-29 10:36:53 special_todayGridFeedIn 0.0 Wh
2026-01-29 10:36:57 state updated
hmccu:
Attributes:
DbLogExclude .*
DbLogInclude Current_AutarkyRate:60,AllPVforecastsToEvent,LastHourPVforecast,LastHourPVreal
aiControl aiTrainStart=3 aiStorageDuration=18250 aiTreesPV=30 aiConActivate=1 aiConProfile=v1_common_pv
alias SolarForecast
consumer01 KlimaanlagePwr switchdev=Klimaanlage_Sw type=noSchedule power=750 pcurr=power:W etotal=energy:Wh on=on off=off mintime=60 icon=Ventilator_fett auto=Automatik interruptable=1 exconfc=1
consumer02 MQTT2_Luftentfeuchter type=noSchedule power=500 pcurr=switch_apower:W etotal=switch_aenergy_total:Wh on=on off=off icon=light_ceiling auto=Automatik exconfc=1
consumer03 MQTT2_Spelunkenentfeuchter type=noSchedule power=500 pcurr=switch_apower:W etotal=switch_aenergy_total:Wh on=on off=off icon=Ventilator_fett auto=Automatik interruptable=1 exconfc=1
consumer04 MQTT2_ShellyGeschirrspueler type=noSchedule power=1700 pcurr=switch_apower:W etotal=switch_aenergy_total:Wh on=on off=off icon=scene_dishwasher auto=Automatik exconfc=1
consumer05 Trockner_Pwr switchdev=Trockner type=noSchedule power=600 pcurr=power:W:3 etotal=energy:Wh on=on off=off mintime=60 icon=scene_clothes_dryer auto=Automatik exconfc=1
consumer06 Waschmaschine_Pwr switchdev=Waschmaschine type=noSchedule power=2100 pcurr=power:W:3 etotal=energy:Wh on=on off=off mintime=60 icon=scene_washing_machine auto=Automatik exconfc=1
consumer07 Stromverbrauch_Buero type=noSchedule power=300 pcurr=pcurr:W etotal=etotal:Wh icon=scene_office auto=Automatik
consumer08 Stromverbrauch_WoZi type=noSchedule power=500 pcurr=pcurr:W etotal=etotal:Wh icon=scene_livingroom auto=Automatik
consumer09 MQTT2_KlimaODU type=noSchedule power=1500 pcurr=params_switch_0_apower:W:15 etotal=params_switch_0_aenergy_total:Wh on=on off=off icon=frost auto=Automatik exconfc=1
consumer10 MQTT2_ShellyPlugKuechenKuehlschrank type=noSchedule power=65 pcurr=switch_apower:W etotal=params_switch_0_aenergy_total:Wh on=on off=off icon=kuehlschrank_big auto=Automatik
consumer11 shelly3em63g3_e4b063e1c96c type=other power=11000 auto=Automatik icon=scene_baking_oven pcurr=total_act_power:W:10 etotal=total_act:Wh
consumer12 MQTT2_ShellyPlugKellerKuehlschrank type=noSchedule power=150 pcurr=params_switch_0_apower:W:5 etotal=params_switch_0_aenergy_total:Wh on=on off=off icon=kuehlschrank_small auto=Automatik
consumer13 ShellyplugSchuppen type=noSchedule power=100 pcurr=params_switch_0_apower:W etotal=params_switch_0_aenergy_total:Wh on=on off=off icon=building_carport_socket auto=Automatik exconfc=1
consumer14 MQTT2_PlugKaffeemaschine type=noSchedule power=2500 pcurr=params_switch_0_apower:W:6 etotal=params_switch_0_aenergy_total:Wh on=on off=off icon=scene_cockle_stove auto=Automatik
consumer15 WallboxLeistungssumme type=other power=11000 pcurr=power:W:5 etotal=total:Wh on=on off=off mintime=60 icon=wallbox auto=Automatik exconfc=1
consumer16 HM_56E0D2_Sw_02 type=other power=30 on=on off=off auto=Automatik noshow=3 mintime=60 icon=debian mode=can mintime=SunPath:60:-60 interruptable=0
consumerControl dummyIcon=status_comfort@#ff8c00 showLegend=icon_bottom
ctrlDebug aiProcess
ctrlSpecialReadings runTimeCentralTask,todayBatInSum,todayBatOutSum,todayConsumption,todayGridConsumption,todayGridFeedIn
event-aggregator Current_AutarkyRate:150:linear:mean
event-min-interval .*:300
event-on-change-reading .*
flowGraphicControl animate=1 consumerdist=110 showconsumerremaintime=0 h2consumerdist=50 strokewidth=10 homenodedyncol=1 strokeconsumerdyncol=1 showGenerators=1
graphicBeam1Content pvReal
graphicBeam2Content pvForecast
graphicBeam3Content consumptionForecast
graphicBeam4Content consumption
graphicBeam5Content feedincome
graphicBeam6Content energycosts
graphicControl showDiff=1:bottom,2:bottom,3:bottom hourStyle=:00 beamWidth=24 beamHeightlevel=1:250,2:250
graphicHeaderOwnspec #Aktuell:
Überschuss:Current_Surplus
Einspeisung:Current_GridFeedIn
Netzbezug:Current_GridConsumption
Autarkie-Rate:Current_AutarkyRate
#Heute:
Erzeugt:Today_PVreal
Bezogen:special_todayGridConsumption
Eingespeist:special_todayGridFeedIn
Verbraucht:special_todayConsumption
#Batterie:
Status:Akkustatus@Enphase
SoC (%):StorageFullPercent@Enphase
Heute geladen:special_todayBatInSum
Heute entladen:special_todayBatOutSum
graphicHistoryHour 4
graphicSelect swap
graphicShowNight 1
plantControl consForecastInPlanning=1 batteryPreferredCharge=5 consForecastIdentWeekdays=1 cycleInterval=5 genPVdeviation=continuously:reverse feedinPowerLimit=99999 consForecastLastDays=4
room Garten->PV-Anlage
setupBatteryDev01 Enphase pin=StorageFeedIn:W pout=StorageConsumption:W pinmax=2500 poutmax=2500 intotal=StorageWhCharged:Wh outtotal=StorageWhDischarged:Wh charge=StorageFullPercent cap=7000 show=1:bottom asynchron=1
setupInverterDev01 Enphase strings=Osten,Westen etotal=whTodayProduction:Wh capacity=10000 asynchron=1 pvOut=wNowProduction:W pvIn=LeistungStringsGesamt:W icon=inverter
setupInverterStrings Osten,Westen
setupMeterDev MQTT2_SmartMeterReader gcon=Bezug:W contotal=ENERGY_Total:kWh gfeedin=Einspeisung:W feedtotal=ENERGY_Supply:kWh asynchron=1 conprice=28.15:ct feedprice=8.04:ct
setupRadiationAPI dwd
setupStringAzimuth Osten=-127 Westen=53
setupStringDeclination Osten=38 Westen=38
setupStringPeak Osten=4 Westen=6.4
setupWeatherDev1 dwd
userReadings Current_Surplus_Num {my $val = ReadingsVal("SolarForecast", "Current_Surplus", "0 W"); return substr($val, 0, index($val, " "));} 2026-01-29 10:41:49 RestOfDayPVforecast 2221 Wh
...
2026-01-29 10:41:49 Today_PVdeviation 128.36 %
2026-01-29 10:41:49 Today_PVforecast 2288 Wh
2026-01-29 10:41:49 Today_PVreal 153 Wh 2026-01-29 10:44:22 RestOfDayPVforecast 3112 Wh
[...]
2026-01-29 10:44:22 Today_PVdeviation 492.59 %
2026-01-29 10:44:22 Today_PVforecast 3139 Wh
2026-01-29 10:44:22 Today_PVreal 160 WhZitatDer 028N arbeitet (typisch für solche Regler) mit Triac/Phasenanschnitt oder einer ähnlichen Halbleiterschaltung. Beim schnellen Hochdrehen kann das zu sehr steilen Stromanstiegen und hohen Stromspitzen führen, auch wenn die mittlere Leistung nur ~5,7 A ist. Genau diese Spitzen können den magnetischen Schnellauslöser eines B16 triggern.Kann das sein oder ist das Halluzination?
ZitatTest ohne Messgerät: nicht ,,in 1 s auf voll", sondern langsam in 10–20 s hochdrehen. Wenn dann nichts fliegt, ist es fast sicher Spitzenstrom/Schaltform.
Zitat von: TheTrumpeter am 26 Januar 2026, 06:44:54Seit dem letzten Update (das mit den fhemweb-Fehlermeldungen, bzw. die Korrektur danach) ist meine Verbrauchsprognose deutlich schlechter geworden.Auch heute sehe ich wieder diese "Geisterverbräuche" ab ca. 15 ode 16 Uhr. Insbesondere der Nachtverbrauch ist äußerst fragwürdig; die Wärmepumpe ist selbst in der (vergangenen) Kälteperiode nicht länger als bis 22:00 gelaufen. Von 22:00 bis 6:00 fällt nur eine gewisse Grundlast in Höhe von 200-250 Wh an.
Informationen zum neuronalen Netz der Verbrauchsvorhersage
letztes KI-Training: 27.01.2026 09:57:18 / Laufzeit in Sekunden: 11365
KI Abfragestatus: ok
letzte KI-Ergebnis Generierungsdauer: 82.58 ms
Verbrauchernummer Wärmepumpe: 03
=== Modellparameter ===
Normierungsgrenzen: PV=18612 Wh, Hausverbrauch: Min=0 Wh / Max=6400 Wh
Trainingsdaten: 8375 Datensätze (Training=6700, Validation=1675)
Architektur: Inputs=98, Hidden Layers=80-40-20, Outputs=1
Hyperparameter: Learning Rate=0.005, Momentum=0.4, BitFail-Limit=0.34
Aktivierungen: Hidden=SIGMOID, Steepness=1.2, Output=LINEAR
Trainingsalgorithmus: INCREMENTAL, Registry Version=v1_heatpump_active_pv
Zufallsgenerator: Mode=2, Period=10
=== Trainingsmetriken ===
bestes Modell bei Epoche: 3119 (max. 15000)
Training MSE: 0.000913
Validation MSE: 0.002237
Validation MSE Average: 0.002260
Validation MSE Standard Deviation: 0.000031
Validation Bit_Fail: 0
Model Bias: 21 Wh
Model Slope: 1.0
Trainingsbewertung: Retrain
=== Fehlermaße der Prognosen ===
MAE: 152.88 Wh
MedAE: 47.69 Wh
RMSE: 209.81 Wh
RMSE relative: 63 %
RMSE Rating: acceptable
MAPE: 17.58 %
MdAPE: 10.21 %
R²: 0.91
=== Rauschen ===
Rauschen Bewertung: borderline
Empfehlung für Bit_Fail: 0.34 (Einstellung von aiControl->aiConBitFailLimit)
=== Drift-Kennzahlen ===
Drift Score: 1.72
Drift RMSE ratio: 2.30
Drift Slope: 0.088
Drift Bias: 0.84
Drift Bewertung: none