← Back to Map
VayuMet platform showing Wind/Rainfall, Aviation Weather and Seasonal Forecast views

VayuMet Meteorological Platform

An integrated multi-source weather visualisation system covering short-range forecasts, alerts seasonal outlooks, live aviation observations (METAR · TAF · SIGMET), air quality indices, agriculture weather intelligence and renewable energy resource data — all on a single interactive map.

Short Range Seasonal METAR / TAF Air Quality Alerts Agriculture Renewable Energy
🏠
Platform Overview
What VayuMet does and how it's organized

VayuMet integrates four specialised modules into one unified experience:

📡 Forecast

Short-range GFS-based TIF rasters + vector overlays (wind barbs, contours, alerts) stepping through 41 forecast frames at 6-hour intervals.

📅 Seasonal

Monthly outlooks for precipitation, temperature, and cloud cover for next six months e.g. — May through October 2026 — rendered as district and state choropleth maps.

✈ Aviation

Real-time METAR, TAF, SIGMET, PIREP, and SigWx chart overlays from the Aviation Weather Center, colour-coded by flight category. Inflight icing and turbulence forecast at critical flight levels

🌫 Air Quality

PM2.5, PM10, O₃, NO₂, SO₂ concentration rasters plus CPCB station live AQI points across India.

🔋 Renewable Energy

Solar irradiance (GHI, DNI, DHI), sunshine duration and wind power density at 100 m hub height — supporting site selection and generation forecasting across India.

🌾 Agriculture

Soil moisture, evapotranspiration, NDVI vegetation index, heat stress and growing degree days — aligned to India's Kharif and Rabi crop calendar for agri-planning support.

🖥
Interface Layout
Map, sidebar, timeline, and controls explained

Main Areas

🗺 Map Canvas (center)

Full-screen interactive Leaflet map. Pan by dragging, zoom with scroll wheel or pinch, double-click to zoom in. Hover over features for tooltips; click for detailed popups.

📋 Right Sidebar (collapsible)

Click (top-right) to open/close. Organised into sections:

  • Basemap — switch between Dark, Light, Satellite, and Terrain tiles
  • Forecast — all 6-hourly TIF rasters, wind, and barb layers
  • Seasonal — monthly outlook layers
  • Aviation — live METAR / TAF / SIGMET / SigWx
  • Air Quality — pollutant rasters + live AQI stations
  • Renewable — solar irradiance, solar power potential, wind power density
  • Agriculture — soil moisture, soil temperature, ETP, NDVI, heat stress
  • Alerts — district-level alert choropleth by day
  • Live Obs — real-time weather icon stations + temperature
⏱ Timeline Bar (bottom)

Appears for all animated layer types. Shows the legend colour scale, the current time label, scrubber, and playback controls. Hidden for static layers.

📊 Stats Float (bottom-left)

Displays min / max / mean statistics for the active raster layer (forecast mode), or per-day district alert counts (alert mode).

🔍 Top Bar

Contains the app logo, ? (this guide), and the sidebar toggle. Drag to reposition if needed.

Timeline & Playback
Navigating time steps for animated layers

The timeline is context-sensitive — it automatically adapts to the active layer type:

ModePeriodIntervalLabel format
Forecast (TIF/wind/barb)10 days6 hoursMon DD HH:00 UTC
Alerts10 days1 dayDay +1 … Day +5
Seasonal6 months1 monthSix months e.g. May 2026 … Oct 2026

Playback Controls

⏮ Prev / Next ⏭

Step one frame backward or forward. Buttons grey out at the first/last frame.

▶ Play / ⏸ Pause

Auto-advance at ~1 frame/second. Click again to pause. Loops back to frame 0 when it reaches the end.

─── Scrubber

Drag the range slider directly to any frame. Tick marks beneath show hourly or day labels.

💡 Tip
The scrubber supports keyboard navigation. Click the slider first, then use / arrow keys to step through frames one at a time.
🎨
Reading the Legend
Colour scales, units, and how to interpret them

The legend strip sits at the top of the timeline bar, immediately above the scrubber. It shows:

Example: Precipitation (mm)

0 → light blue → deep blue → violet (heavy rain, >100 mm)

Example: Temperature (°C)

Cold blue → neutral yellow → hot red

ℹ Note
When a vector overlay (contours, wind barbs) is active instead of a raster, the legend area will be empty — vector layers do not use a continuous colour scale.
🌧
Precipitation Layers
Rainfall, snowfall, and humidity forecast rasters
LayerUnitDescription
Precipitationmm / 6 hGFS total precipitation accumulation per 6-hour step. Includes rainfall and equivalent liquid snowfall.
Snowfallcm / 6 hEquivalent snow depth accumulation. Visible mainly over Himalayas and northern plains in winter.
Humidity%2-metre relative humidity (surface level). Values > 85% indicate fog or heavy rain risk.
⚠ Accumulation Note
Precipitation values are 6-hour accumulations at each frame, not running totals. To estimate daily rainfall, sum four consecutive frames.
Cloud Cover Layers
Total and layer-resolved cloud fraction
LayerUnitDescription
Total Cloud%Vertically integrated cloud fraction at any altitude (0–100%). Indicates general overcast conditions.
Low Cloud%Cloud fraction below ~2 km. Dense low cloud (>80%) often associated with fog or stratus.
Mid Cloud%Cloud fraction 2–6 km. Altocumulus, altostratus.
High Cloud%Cloud fraction above 6 km. Cirrus and cirrostratus; thin ice crystal clouds.
💨
Wind Layers
Surface animation, pressure-level barbs, wind speed rasters

Wind Animation (Surface)

Particle-based streamline animation (leaflet-velocity) showing 10-metre wind direction and speed. Brighter/faster particles = stronger wind. The animation runs continuously at the selected time step.

Wind Barbs (Pressure Levels)

Wind barbs are classic meteorological symbols showing speed and direction simultaneously:

LayerPressureApprox. altitude
Barbs 850 hPa850 hPa~1,500 m (low troposphere)
Barbs 500 hPa500 hPa~5,500 m (middle troposphere)
Barbs 300 hPa300 hPa~9,000 m (jet stream level)
Wind Tendency 24hSurfaceChange in wind vector over 24 hours

Wind Speed Rasters

Colour-coded wind speed at surface (10 m), 850 hPa, 500 hPa, and 300 hPa levels in m/s.

💡 Tip
Layer wind barbs on top of the wind speed raster for a combined speed-direction view. Activate the raster first, then the barb layer — both will be visible simultaneously.
🌡
Temperature Layers
Surface, pressure-level, and thermal indices
LayerUnitDescription
Temperature 2m°CAir temperature at 2 metres above ground level (near-surface, feels-like proxy).
Max Temperature°CMaximum 2m temperature within the 6-hour window. Useful for heat wave monitoring.
Min Temperature°CMinimum 2m temperature within the 6-hour window. Key for frost/cold-wave alerts.
Dew Point°CTemperature at which air becomes saturated. Dew point ≥ 26°C is uncomfortably humid.
Temperature 850 hPa°CFree-atmosphere temperature at ~1,500 m. Used in thunderstorm stability analysis.
Temperature 500 hPa°CMid-troposphere temperature; negative values indicate active weather systems.
Aviation Weather
METAR · TAF · SIGMET · PIREP · SigWx — real-time
ℹ Live Data
All aviation layers are fetched directly from the Aviation Weather Center (AWC) API in real time. No scrubber or playback — these are the most current observations available.

Flight Categories (colour code used throughout)

VFR — Visual Flight Rules: ceiling > 3,000 ft, visibility > 5 sm. Clear conditions.
MVFR — Marginal VFR: ceiling 1,000–3,000 ft or vis 3–5 sm. Flyable with caution.
IFR — Instrument Flight Rules: ceiling 500–1,000 ft or vis 1–3 sm. IMC conditions.
LIFR — Low IFR: ceiling < 500 ft or vis < 1 sm. Severely restricted. Operations grounded.

METAR Stations

METAR (Meteorological Aerodrome Report) dots are placed at each reporting airport. Click any dot to expand its decoded observation in a popup.

The coloured ring around each dot reflects the current flight category at that station.

METAR sub-layers

Sub-layerWhat it shows
Wx IconsWeather symbol (rain, snow, fog, thunderstorm) at each station instead of a plain dot.
TemperatureCurrent OAT/dew-point label in °C at each station.
VisibilityReported visibility in metres (or km). Colour: grey >8 km, green 3–8 km, yellow 1–3 km, orange 500–1,000 m, red <500 m.

TAF Forecast

TAF (Terminal Aerodrome Forecast) dots share the same locations as METARs. Each dot colour reflects the worst flight category in the next 24-hour forecast window.

Click a TAF dot to open a time-series chart showing forecast ceiling (ft AGL), visibility (sm), wind speed (kt), and gusts for each forecast period.

SIGMET

SIGMET (Significant Meteorological Information) polygons highlight airspace affected by:

Hover for the full SIGMET text; colour indicates hazard type.

PIREP (Pilot Reports)

Pilot reports plotted as small aircraft icons at the position and altitude they were observed. Hover to see reported turbulence intensity, icing type, and sky conditions.

SigWx Chart

The international Significant Weather (SigWx) chart is rendered as a transparent overlay using decoded weather symbols (thunderstorm, icing, turbulence, jet-stream lines) at the reported position and flight level.

📅
Seasonal Forecast
CFSv2 monthly outlooks · May – Oct 2026

Seasonal layers display NCEP CFSv2 monthly outlooks as district-level choropleth maps covering the southwest and northeast monsoon seasons (May–October 2026).

Layer Grid (3 × 2)

AnomalyForecast value
🌧 Precip% departure from normalmm per month
🌡 Temp°C departure from normal°C (monthly mean)
Cloud% departure from normal% cloud fraction

Anomaly vs. Forecast

District Time-Series Panel

Click any district on a seasonal layer to open the side panel showing a 6-month bar + line chart for the selected variable. The blue bars show the forecast value; the amber line shows the anomaly. Switch between Precip / Temp / Cloud using the buttons at the top of the panel.

⚠ Seasonal Uncertainty
Seasonal forecasts have higher uncertainty than short-range models. Use these as probabilistic guidance rather than deterministic predictions, especially beyond 3 months.
🌫
Air Quality
Pollutant rasters + live AQI station network

Raster Layers

LayerUnitSourceNotes
PM2.5µg/m³ECMWF-CAMSFine particulate ≤ 2.5 µm. Major health hazard. NAAQS limit: 60 µg/m³ 24h avg.
PM10µg/m³ECMWF-CAMSCoarse dust particles ≤ 10 µm. Often elevated during dust storms.
Ozone (O₃)µg/m³ECMWF-CAMSGround-level ozone formed from NOₓ + VOC + sunlight. High in summer afternoons (In Future).
NO₂µg/m³ECMWF-CAMSNitrogen dioxide. Peaks near urban centres and highways.(In Future)
SO₂µg/m³ECMWF-CAMSSulfur dioxide. Elevated near coal-fired power plants and industrial zones.(In Future)

Live AQI Stations

CPCB/SAFAR monitoring stations displayed as coloured circles using the National AQI scale (To be added in Future):

AQI RangeCategoryColour
0 – 50Good Green
51 – 100Satisfactory Light Green
101 – 200Moderate Yellow
201 – 300Poor Orange
301 – 400Very Poor Red
401 – 500Severe Dark Red/Maroon
🔋
Renewable Energy
Solar irradiance · Wind power density · Site planning layers

VayuMet's renewable energy layers are sourced from NOAA GFS and provide forecast-driven resource assessment data at ~25 km resolution — updated four times daily. They are designed to support site selection, generation forecasting and grid planning for India's rapidly expanding solar and wind energy sectors.

Solar Irradiance Layers

LayerUnitDescription & Use
Global Horizontal Irradiance (GHI)W/m² Total downward solar radiation on a horizontal surface — the primary metric for flat-panel (PV) solar yield assessment. High over Rajasthan, Gujarat, and the Deccan plateau year-round.
Direct Normal Irradiance (DNI)W/m² Direct beam radiation on a surface perpendicular to the sun — key for Concentrated Solar Power (CSP) plants and high-efficiency tracked PV. Best in arid northwest India.
Diffuse Horizontal Irradiance (DHI)W/m² Sky-scattered radiation. Higher in cloudy/monsoon conditions. Formula: GHI = DNI × cos(θ) + DHI. Important for yield estimation in cloudy coastal regions.
Sunshine Durationhours/day Number of hours with direct insolation exceeding 120 W/m². Rajasthan and Gujarat average 8–10 h/day in summer; Kerala and Assam drop to 3–5 h/day during monsoon months.

Wind Energy Layers

LayerUnitDescription & Use
Wind Power Density (100 m)W/m² Available kinetic energy flux at hub height (~100 m AGL). IEC Class 3 (≥300 W/m²) is the commercial viability threshold. Excellent in Jaisalmer/Barmer (Rajasthan), Kutch (Gujarat) and Tamil Nadu coastal belt.
Wind Speed at 100 mm/s Mean hub-height wind speed extracted from GFS. Use with the animated wind layer (select 100 m level) for directional patterns. Persistent south-westerlies during monsoon are a key resource window.

India's Key Renewable Energy Zones

☀ Solar — Rajasthan / Gujarat

GHI exceeds 6.0 kWh/m²/day in summer. Thar Desert has India's highest DNI — optimal for both PV and CSP. Use the GHI layer to compare day-to-day cloud impact during monsoon.

☀ Solar — Deccan Plateau

Andhra Pradesh, Telangana, Karnataka — second-highest solar potential in India. GHI 5.5–6.0 kWh/m²/day. Check cloud cover layer alongside GHI for day-ahead generation forecasting.

💨 Wind — Jaisalmer / Barmer

India's premier wind energy zone. Wind Power Density layer shows Class 5–6 sites (≥400 W/m²). Use the 100 m animated wind layer to identify diurnal wind maxima.

💨 Wind — Tamil Nadu Coast

Consistent south-westerlies during summer monsoon. Use the 850 hPa wind layer alongside the 100 m layer to understand the low-level jet contribution to coastal wind resource.

💡 Workflow: Generation Forecasting
Activate the GHI layer first to see tomorrow's solar resource. Then switch to the Cloud Cover (Total) layer — overlap between high cloud fraction and peak irradiance hours indicates generation risk. For wind, combine the Wind Power Density raster with Barbs 100m to see both magnitude and direction simultaneously.
⚠ Model Resolution Note
GFS at 0.25° (~25 km) captures large-scale solar and wind patterns but misses local terrain effects — sea breezes, mountain acceleration zones, valley shading. For bankable resource assessments, use mesoscale modelling (WRF/NEWA) as the next step after VayuMet screening.
🌾
Agriculture Weather
Crop-relevant agro-meteorological parameters for Kharif & Rabi seasons

India's agricultural economy is deeply dependent on the behaviour of the southwest monsoon (June–September) for the Kharif crop season, and on winter western disturbances and temperature patterns for the Rabi crop season (October–March). VayuMet's agro-meteorological layers give farmers, agri-planners and researchers the weather intelligence to make informed decisions across the crop calendar.

Agro-Meteorological Layer Reference

LayerUnitDescription & Crop Significance
Soil Moisturem³/m³ Volumetric water content in the top 10 cm soil layer. Values >0.35 indicate near-saturation; <0.10 is the wilting-point threshold for most crops. Critical for sowing readiness — rice and cotton require soil moisture >0.25 before transplanting/direct sowing.
Evapotranspiration (ETP)mm/day Combined soil evaporation and plant transpiration. Daily ETP drives irrigation water demand — if precipitation < ETP for consecutive days, irrigation is required. Peak ETP (8–10 mm/day) occurs in May–June pre-monsoon over northwest India.
NDVIIndex (−1 to +1) Normalised Difference Vegetation Index from MODIS/Sentinel composites. NDVI >0.4 indicates healthy dense canopy; 0.2–0.4 sparse/stressed crop; <0.2 bare/severely stressed. Use to assess drought impact or monitor crop progress across districts.
Heat Stress Index°C Combined temperature + humidity stress indicator. Critical above 32°C for most Kharif crops (paddy, soybean, groundnut) and above 28°C for wheat during grain filling. Pre-monsoon heat stress (May) is particularly damaging for summer vegetables.
Growing Degree Days (GDD)GDD Accumulated thermal units above the crop's base temperature (typically 10°C for wheat; 8°C for maize). Tracks crop phenology — flowering, grain filling, maturity. Useful for forecasting harvest timing and scheduling post-harvest operations.
Min Temperature (2m)°C Minimum surface temperature. Frost risk threshold for Rabi crops: <2°C for wheat, <5°C for mustard/vegetables. Use the Min Temperature layer in November–February to monitor cold wave and frost risk across IGP (Indo-Gangetic Plains).

Seasonal Agriculture Guidance

🌱 Kharif Sowing (Jun–Jul)

Monitor the Soil Moisture layer alongside the Precipitation forecast. Sowing window opens when soil moisture exceeds 0.20 m³/m³ after the first significant monsoon spell (≥25 mm in 3 days). Check the CFSv2 Seasonal layer for district-level monsoon outlook.

🌾 Monsoon Tracking (Jul–Sep)

Use the Precipitation cumulative layer to track deficit or excess over the week. Combine with NDVI composites (updated weekly) to assess crop vigour. Districts with persistently below-normal NDVI and below-normal CFSv2 precipitation anomaly signal drought stress.

🌻 Kharif Harvest (Oct–Nov)

Unseasonal rainfall during harvest severely damages paddy, soybean and cotton. Monitor the 7-day Precipitation forecast carefully from mid-October. Use the Cloud Cover layer to identify dry windows for mechanised harvesting.

🌿 Rabi Sowing (Oct–Nov)

Wheat sowing requires soil temperature 20–22°C and soil moisture >0.15. Use the Temperature 2m and Soil Moisture layers to identify the optimal sowing window. Western disturbances from November onward provide supplemental moisture for Rabi crops in north India.

❄ Frost & Cold Wave (Dec–Feb)

Use the Min Temperature layer with the IMD Alerts cold-wave overlay for advance warning. Frost at <2°C for 2+ consecutive nights causes irreversible damage to wheat, mustard and vegetables. Monitor districts in Rajasthan, UP, Punjab, and Haryana most closely.

🌡 Pre-Monsoon Heat (Apr–Jun)

The Heat Stress Index and Max Temperature layers are most critical in May–June for summer vegetables and fruit orchards. Mango flowering (Feb–Mar) is particularly sensitive to temperature anomalies — use the Temperature 850 hPa layer to track synoptic-scale heat build-up.

💡 Workflow: Monsoon Onset Sowing Decision
  1. Open the Seasonal → Precip Anomaly layer for your district to check if 2026 seasonal outlook is normal/below-normal.
  2. Switch to Forecast → Precipitation and step through the 7-day frames to identify the first significant rainfall event (≥25 mm).
  3. After the event, check Soil Moisture — if >0.20 m³/m³, conditions are ready for sowing.
  4. Confirm with Precipitation Day 3–5 frames that a dry window follows (no immediate waterlogging risk).
ℹ Data Coverage Note
Soil Moisture and ETP are GFS-derived estimates at 0.25° (~25 km) resolution — they represent a grid-cell average, not a specific field. NDVI is a satellite composite from MODIS (250 m) or Sentinel-2 (10 m) updated weekly. For precise field-level soil moisture, use ground sensors or district agri-department data as ground truth.
🔔
Weather Alerts
IMD district-level colour-coded alerts, Day +1 through Day +5

IMD district alert choropleth maps shaded by the highest severity colour issued for each district. The timeline scrubber moves between Day +1 (tomorrow) and Day +5.

IMD Colour Code System

ColourMeaningAction suggested
GreenNo warning — conditions normalNo action required
YellowWatch — severe weather possibleBe aware; monitor updates
OrangeAlert — severe weather likelyBe prepared; take precautions
RedWarning — extreme weather imminentTake action; avoid exposure

Bottom-Left Stats

While an alert layer is active, the floating stats panel shows the district counts for each colour category on the selected day — e.g., "Red: 12 | Orange: 34 | Yellow: 67".

📡
Live Observations
Real-time surface weather station network
Sub-layerWhat is shown
Wx IconsPresent-weather symbol (rain, fog, snow, thunderstorm, haze …) at each SYNOP / METAR station. Based on the WMO ww code.
Temperature2m air temperature in °C overlaid as a label at each station. Colour-coded cold (blue) → hot (red).
💡 Tip
Live Observations and Aviation METAR layers can both be active simultaneously — they draw from the same underlying station network but display different attributes.
🗄
Data Sources
Models, agencies, and update frequencies
SourceLayersResolutionUpdate
NCEP GFS
National Centers for Environmental Prediction — Global Forecast System
Precipitation, Wind, Temp, Cloud, Humidity, Agriculture 0.25° 4× daily (00/06/12/18 UTC)
NCEP CFSv2
Climate Forecast System v2 — Seasonal model
Seasonal Precip / Temp / Cloud anomalies and forecasts 1.0° (district aggregate) Monthly
FAA / AWC
Aviation Weather Center
METAR, TAF, SIGMET, PIREP, SigWx Station-based Real-time (METAR: ~1 h)
NCEP GFS
National Centers for Environmental Prediction — Global Forecast System
District colour-code weather alerts District polygon Daily
ECMWF-CAMS
CAMS global atmospheric composition forecasts
Air pollution data PM2.5, PM10, AOD, Dust-AOD 0.25° Daily
MODIS / Sentinel (Not yet added)
NASA / ESA
NDVI 250 m – 10 m Weekly composite
📖
Glossary
Common meteorological and aviation terms
TermDefinition
METARMeteorological Aerodrome Report — hourly surface observation from airports in standardised format.
TAFTerminal Aerodrome Forecast — 24/30 h airport weather forecast issued by aviation met offices.
SIGMETSignificant Meteorological Information — advisory for hazardous en-route weather affecting a defined airspace block.
PIREPPilot Report — airborne observation of actual weather conditions (turbulence, icing, clouds).
SigWxSignificant Weather Chart — international graphic chart showing upper-level hazards for flight planning.
VFR / IFRVisual / Instrument Flight Rules — defines minimum visibility/ceiling for different flight categories.
GHIGlobal Horizontal Irradiance — total downward solar radiation on a horizontal plane (W/m²). Primary metric for flat-panel solar yield assessment.
DNIDirect Normal Irradiance — direct beam solar radiation on a surface perpendicular to the sun. Key metric for CSP (Concentrated Solar Power) plants.
ETPEvapotranspiration — combined water loss from soil surface evaporation and plant transpiration. Drives irrigation demand calculation.
NDVINormalised Difference Vegetation Index — satellite-derived greenness proxy for crop health monitoring. Values >0.4 indicate healthy dense canopy.
GDDGrowing Degree Days — heat accumulation above a crop's base temperature (typically 10°C). Tracks crop phenology from sowing to harvest.
KharifIndia's summer crop season — sown at monsoon onset (June–July), harvested October–November. Major crops: rice, cotton, soybean, groundnut, maize.
RabiIndia's winter crop season — sown October–November, harvested March–April. Major crops: wheat, mustard, chickpea, barley.
LPALong Period Average — the 50-year (1971–2020) climatological mean rainfall for India (88 cm), used as the baseline for seasonal anomaly forecasts.
AQIAir Quality Index — composite index (0–500) aggregating multiple pollutant concentrations into a single health metric.
AnomalyDeparture from the long-term climatological mean, expressed as absolute units or percentage.
GDDGrowing Degree Days — heat accumulation above a base temperature that drives crop development.
hPaHectopascal — pressure unit. 1 hPa = 1 mbar. Standard atmosphere = 1013.25 hPa at sea level.
UTCCoordinated Universal Time. IST = UTC + 5:30. All forecast valid times are in UTC.
CFSv2Climate Forecast System version 2 — NCEP coupled ocean-atmosphere-land model used for seasonal outlooks.
💡
Tips & Shortcuts
Power-user techniques for faster navigation

Keyboard Shortcuts

KeyAction
/ Step back / forward one frame (click scrubber first to focus it)
SpacePlay / Pause animation (when scrubber is focused)
+ / Zoom map in / out
EscClose open popups and side panels

Workflow Tips

Combine raster + barb layers

Activate a wind speed raster (e.g. Wind 850 hPa), then click a wind barb layer (Barbs 850 hPa). Both render simultaneously — colour shows magnitude, barbs show direction.

Use seasonal anomaly before forecast

Check the Precip Anomaly layer first to identify which districts are forecast above/below normal, then switch to Precip Forecast for absolute millimetres.

Check Aviation TAF before METAR

METAR shows now; TAF shows the next 24 h. For flight planning, start with TAF flight categories, then click a dot for the detailed ECharts period chart.

Hover before clicking

Most layers show rich tooltips on hover without needing a click. Reserve clicks for the detailed side panels (TAF chart, seasonal district chart).

All times are UTC

The forecast frame labels (e.g. "Mon 12 06:00 UTC") are in UTC. Add 5 h 30 min for Indian Standard Time (IST).

Solar + Cloud layering for generation forecasting

Activate GHI first, note peak irradiance zones. Then switch to Total Cloud Cover — high cloud fraction (>70%) over GHI hotspots forecasts generation loss. Step through the 7-day timeline to identify clear-sky windows for best output days.

Monsoon sowing readiness check

Step the Precipitation layer to find the first ≥25 mm event in your district. Then check Soil Moisture — if it rises above 0.20 m³/m³ and the next 3-day forecast stays dry, the sowing window is open. Cross-reference with Seasonal → Precip Anomaly to understand the broader season outlook.

Performance Notes