- Getting Started
- Forecast
- System
- User
- Ext
forecast/optimizer
Developing
POST
https://api.solariance.de/v1/forecast/optimizer
Forecast Optimizer: Reducing Systematic Errors with Machine Learning and Production Data#
Production data must be provided in 1-hour intervals (each data point represents one hour).
All timestamps must be in UTC.
Data must cover a continuous period of at least 14 days and up to 120 days.
No missing hourly data within the selected timespan.
Scientific studies have shown that such machine learning correction approaches can reduce forecast errors by up to 80% and achieve forecasting accuracies of up to 90% when applied to systematic bias such as local shading.
Request
Query Params
Header Params
Body Params application/json
Example
{
"production": [
{
"time": "2025-07-06T01:00:00+00:00",
"production": 0
},
{
"time": "2025-07-06T02:00:00+00:00",
"production": 0
},
{
"time": "2025-07-06T03:00:00+00:00",
"production": 0
},
{
"time": "2025-07-06T04:00:00+00:00",
"production": 648
},
{
"time": "2025-07-06T05:00:00+00:00",
"production": 4237
},
{
"time": "2025-07-06T06:00:00+00:00",
"production": 6486
},
{
"time": "2025-07-06T07:00:00+00:00",
"production": 13268
},
{
"time": "2025-07-06T08:00:00+00:00",
"production": 14553
},
{
"time": "2025-07-06T09:00:00+00:00",
"production": 16346
},
{
"time": "2025-07-06T10:00:00+00:00",
"production": 12159
},
{
"time": "2025-07-06T11:00:00+00:00",
"production": 14592
},
{
"time": "2025-07-06T12:00:00+00:00",
"production": 21190
},
{
"time": "2025-07-06T13:00:00+00:00",
"production": 8180
},
{
"time": "2025-07-06T14:00:00+00:00",
"production": 7178
},
{
"time": "2025-07-06T15:00:00+00:00",
"production": 8648
},
{
"time": "2025-07-06T16:00:00+00:00",
"production": 7843
},
{
"time": "2025-07-06T17:00:00+00:00",
"production": 3875
},
{
"time": "2025-07-06T18:00:00+00:00",
"production": 1381
},
{
"time": "2025-07-06T19:00:00+00:00",
"production": 393
},
{
"time": "2025-07-06T20:00:00+00:00",
"production": 0
},
{
"time": "2025-07-06T21:00:00+00:00",
"production": 0
},
{
"time": "2025-07-06T22:00:00+00:00",
"production": 0
},
{
"time": "2025-07-06T23:00:00+00:00",
"production": 0
},
{
"time": "2025-07-07T00:00:00+00:00",
"production": 0
},
{
"time": "2025-07-07T01:00:00+00:00",
"production": 0
},
{
"time": "2025-07-07T02:00:00+00:00",
"production": 0
},
{
"time": "2025-07-07T03:00:00+00:00",
"production": 0
},
{
"time": "2025-07-07T04:00:00+00:00",
"production": 0
},
{
"time": "2025-07-07T05:00:00+00:00",
"production": 376
},
{
"time": "2025-07-07T06:00:00+00:00",
"production": 3005
},
{
"time": "2025-07-07T07:00:00+00:00",
"production": 5163
},
{
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},
{
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"production": 8615
},
{
"time": "2025-07-07T10:00:00+00:00",
"production": 11390
},
{
"time": "2025-07-07T11:00:00+00:00",
"production": 35009
},
{
"time": "2025-07-07T12:00:00+00:00",
"production": 23896
},
{
"time": "2025-07-07T13:00:00+00:00",
"production": 16734
},
{
"time": "2025-07-07T14:00:00+00:00",
"production": 22325
},
{
"time": "2025-07-07T15:00:00+00:00",
"production": 8878
},
{
"time": "2025-07-07T16:00:00+00:00",
"production": 13208
},
{
"time": "2025-07-07T17:00:00+00:00",
"production": 9616
},
{
"time": "2025-07-07T18:00:00+00:00",
"production": 2947
},
{
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"production": 834
},
{
"time": "2025-07-07T20:00:00+00:00",
"production": 0
},
{
"time": "2025-07-07T21:00:00+00:00",
"production": 0
},
{
"time": "2025-07-07T22:00:00+00:00",
"production": 0
},
{
"time": "2025-07-07T23:00:00+00:00",
"production": 0
},
{
"time": "2025-07-08T00:00:00+00:00",
"production": 0
},
{
"time": "2025-07-08T01:00:00+00:00",
"production": 0
},
{
"time": "2025-07-08T02:00:00+00:00",
"production": 0
},
{
"time": "2025-07-08T03:00:00+00:00",
"production": 0
},
{
"time": "2025-07-08T04:00:00+00:00",
"production": 821
},
{
"time": "2025-07-08T05:00:00+00:00",
"production": 1221
},
{
"time": "2025-07-08T06:00:00+00:00",
"production": 5871
},
{
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"production": 5799
},
{
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},
{
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},
{
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"production": 12584
},
{
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},
{
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"production": 11090
},
{
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{
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{
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"production": 3582
},
{
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"production": 1691
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{
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"production": 418
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{
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"production": 0
},
{
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"production": 0
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{
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"production": 0
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"production": 0
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{
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"production": 0
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{
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"production": 0
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"production": 0
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{
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"production": 0
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{
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{
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]
}Request Code Samples
Shell
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Request Request Example
Shell
JavaScript
Java
Swift
curl --location --request POST 'https://api.solariance.de/v1/forecast/optimizer?system_id=PVXXXX&start_date=YEAR-MONTH-DAY&end_date=YEAR-MONTH-DAY&time_zone=UTC' \
--header 'Authorization: Bearer eyxxxx' \
--header 'Content-Type: application/json' \
--data-raw '{
"production": [
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"production": 0
},
{
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"production": 0
},
{
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"production": 0
},
{
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"production": 648
},
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"production": 4237
},
{
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"production": 6486
},
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"production": 13268
},
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"production": 14553
},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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"production": 0
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},
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"production": 0
},
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},
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}'Responses
🟢200Success
application/json
Body
Example
{
"code": 200,
"message": "Correction factors for PVXXX",
"data": {
"system_id": "PVXXXX",
"time_zone": "UTC",
"start_date": "2025-07-05",
"end_date": "2025-07-21",
"correction_factors": [
{
"hour": 0,
"factor": 1,
"count": 0
},
{
"hour": 1,
"factor": 1,
"count": 0
},
{
"hour": 2,
"factor": 1,
"count": 0
},
{
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"factor": 1,
"count": 0
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{
"hour": 4,
"factor": 1.61,
"count": 14
},
{
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"factor": 0.87,
"count": 16
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{
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"factor": 0.71,
"count": 16
},
{
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"count": 16
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]
}
}🟠400Bad Request
🟠400Bad Request
Modified at 2026-01-19 09:01:36