01
CALENDAR
India Calendar Intelligence
Holidays, festivals, seasonal patterns and calendar-based impacts.
INITIALIZING CALENDAR INTELLIGENCE…
SZVEX GRID Intelligence Platform
Advanced forecasting modules for a smarter, more sustainable energy future.
Model-derived output, observations, validation state and provenance remain explicitly separated.
02
WEATHER
Weather Forecasting
Real-time and short/medium term weather forecasts with high accuracy models.
1 · OUR FORECAST
WEATHER INTELLIGENCE AWAITING VALIDATED DATA
2 · REFERENCE BENCHMARK EXTERNAL
Source: Open-Meteo (ECMWF / GFS / ICON), IMD
Loading reference data…
Reference only, not a SZVEX forecast. Last updated: n/a
03
DEMAND
Demand Forecasting
Energy demand prediction using ML models and historical trends.
1 · OUR FORECAST
DEMAND FORECASTING AWAITING VALIDATED DATA
2 · REFERENCE BENCHMARK EXTERNAL
Source: Grid-India daily reports; ENTSO-E, NESO, CAISO, AEMO, US EIA
Planned: Actual demand and global operator forecasts (benchmark)
Reference only, not a SZVEX forecast. Last updated: n/a
04
SOLAR
Solar Forecasting
Solar irradiance and generation forecasting with satellite and weather data.
1 · OUR FORECAST
SOLAR FORECASTING AWAITING VALIDATED DATA
2 · REFERENCE BENCHMARK EXTERNAL
Source: Open-Meteo satellite radiation, NASA POWER, Solcast
Loading reference data…
Reference only, not a SZVEX forecast. Last updated: n/a
05
WIND
Wind Forecasting
Wind speed and generation prediction using advanced models.
1 · OUR FORECAST
WIND FORECASTING AWAITING VALIDATED DATA
2 · REFERENCE BENCHMARK EXTERNAL
Source: Open-Meteo (100 m wind), Global Wind Atlas
Loading reference data…
Reference only, not a SZVEX forecast. Last updated: n/a
06
HYDRO
Hydro Forecasting
Water inflow and generation forecasting for hydro power plants.
1 · OUR FORECAST
HYDRO FORECASTING AWAITING VALIDATED DATA
2 · REFERENCE BENCHMARK EXTERNAL
Source: GloFAS (Copernicus), India-WRIS / CWC
Planned: River discharge and reservoir level
Reference only, not a SZVEX forecast. Last updated: n/a
07
NET LOAD
Net Load Intelligence
Net load prediction and balancing for grid stability.
1 · OUR FORECAST
NET LOAD INTELLIGENCE AWAITING VALIDATED DATA
2 · REFERENCE BENCHMARK EXTERNAL
Source: CAISO duck curve; later: demand − solar − wind
Planned: Net load reference curve
Reference only, not a SZVEX forecast. Last updated: n/a
08
REGIONAL
Regional Forecasting
Region-wise demand, supply and renewable generation analysis.
1 · OUR FORECAST
REGIONAL FORECASTING AWAITING VALIDATED DATA
2 · REFERENCE BENCHMARK EXTERNAL
Source: Grid-India regions: NR, WR, SR, ER, NER
Planned: Region-wise actual demand
Reference only, not a SZVEX forecast. Last updated: n/a
09
ENSEMBLE
Model Uncertainty
Ensemble modeling with uncertainty quantification and risk analysis.
1 · OUR FORECAST
ENSEMBLE INTELLIGENCE AWAITING VALIDATED DATA
2 · REFERENCE BENCHMARK EXTERNAL
Source: Open-Meteo Ensemble API (ECMWF ENS, GEFS)
Planned: Model spread as an uncertainty proxy (P10 / P50 / P90)
Reference only, not a SZVEX forecast. Last updated: n/a
10
FORECAST QUALITY / PROVENANCE
Validation, accuracy and traceability
Pending Validation
NOT VERIFIED
Model output validation status
UNAVAILABLE
Data quality metrics
REQUIRED
Data source & lineage tracking
NOT RENDERED
Last known data processing status
Will populate once the validation pipeline is live. Our MAPE / MAE will be compared against the external benchmarks shown above.
Data & Analytics
Forecast overview across Weather, Demand, Solar, Wind, Hydro, Net Load, Regional and Ensemble. Calendar is not included.
A concise overview of the forecast results.
The most significant trends, patterns, and observations.
Potential power-system decisions informed by the forecast.
02
WEATHER
Awaiting validated dataWeather Forecasting
Real-time and short/medium term weather forecasts with high accuracy models. SZVEX forecast results for this module are not published yet.
No validated trends or patterns yet. Insights will appear here once validated SZVEX output is available.
Heat or cold waves and storms shift both demand and renewable output, so weather outlooks inform reserve planning and maintenance scheduling.
03
DEMAND
Awaiting validated dataDemand Forecasting
Energy demand prediction using ML models and historical trends. SZVEX forecast results for this module are not published yet.
No validated trends or patterns yet. Insights will appear here once validated SZVEX output is available.
Demand outlooks inform unit commitment, day-ahead scheduling and power procurement decisions.
04
SOLAR
Awaiting validated dataSolar Forecasting
Solar irradiance and generation forecasting with satellite and weather data. SZVEX forecast results for this module are not published yet.
No validated trends or patterns yet. Insights will appear here once validated SZVEX output is available.
Solar outlooks inform ramping needs of conventional units around sunrise and sunset, and curtailment risk during midday peaks.
05
WIND
Awaiting validated dataWind Forecasting
Wind speed and generation prediction using advanced models. SZVEX forecast results for this module are not published yet.
No validated trends or patterns yet. Insights will appear here once validated SZVEX output is available.
Wind outlooks inform reserve sizing and balancing, since wind output is variable and hard to predict.
06
HYDRO
Awaiting validated dataHydro Forecasting
Water inflow and generation forecasting for hydro power plants. SZVEX forecast results for this module are not published yet.
No validated trends or patterns yet. Insights will appear here once validated SZVEX output is available.
Inflow and generation outlooks inform reservoir dispatch and water-use planning across seasons.
07
NET LOAD
Awaiting validated dataNet Load Intelligence
Net load prediction and balancing for grid stability. SZVEX forecast results for this module are not published yet.
No validated trends or patterns yet. Insights will appear here once validated SZVEX output is available.
Net load outlooks inform ramp and flexibility requirements and grid balancing, especially in high-solar hours.
08
REGIONAL
Awaiting validated dataRegional Forecasting
Region-wise demand, supply and renewable generation analysis. SZVEX forecast results for this module are not published yet.
No validated trends or patterns yet. Insights will appear here once validated SZVEX output is available.
Region-wise outlooks inform inter-regional power transfers and congestion planning across NR, WR, SR, ER and NER.
09
ENSEMBLE
Awaiting validated dataModel Uncertainty
Ensemble modeling with uncertainty quantification and risk analysis. SZVEX forecast results for this module are not published yet.
No validated trends or patterns yet. Insights will appear here once validated SZVEX output is available.
Uncertainty ranges inform risk-based decisions, such as how much reserve to hold against forecast error.