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AI Executive Overview Dashboard

Machine learning insights, predictive anomaly detection & forecast accuracy.

Forecasted Gen (30D)

2,214.35 MWh

▲ 8.45% vs Last 30D

Forecast Accuracy

92.35 %

▲ 3.21% vs Last 30D

Detected Anomalies

18

▲ +2 vs Last 30D

Degradation Risk Sites

7

▲ +1 High Risk

Curtailment Risk

12.45 %

▲ 1.32% vs Last 30D

Recommended Actions

9

Pending Review

Forecasted vs Actual Generation (MWh)

Anomaly Severity

Top Risk Sites

Site	Degradation	Curtailment	Anomalies
Surya Solar Park	High	14.25%	6
Green Valley	High	12.10%	4
Blue Sky Plant	Medium	10.75%	3
Sunrise Plant	Medium	8.65%	2
Desert Sun	Low	6.20%	1

AI Insights

🔴 Degradation increasing in 7 sites. Take preventive actions.

⚠️ Curtailment risk high in 3 sites. Review grid constraints.

🧼 Cleaning recommended for 5 sites. Gain up to 4.0%.

🎯 Forecast accuracy improved by 3.21%.

Degradation Detection & Analysis

Site	Current Degradation (%)	Historical Trend (12M)	Risk Level	Trend
Surya Solar Park	2.45 %	📈 +0.25%/yr	High	↑ Increasing
Green Valley	2.10 %	📈 +0.21%/yr	High	↑ Increasing
Blue Sky Plant	1.65 %	📈 +0.15%/yr	Medium	→ Stable
Sunrise Plant	1.32 %	📈 +0.12%/yr	Medium	→ Stable
Desert Sun	0.92 %	📉 +0.08%/yr	Low	↓ Normal

Anomaly Detection Engine

Site	Parameter	Expected	Actual	Deviation	Severity	Recommendation
Surya Solar Park	String Voltage	620 V	545 V	-12.10%	High	Inspect Combiner Box
Green Valley	Inverter Temp.	45 °C	68 °C	+51.11%	High	Check Cooling System
Blue Sky Plant	PR (%)	82 %	74 %	-9.76%	Medium	Clean Modules
Sunrise Plant	Grid Frequency	50 Hz	49.2 Hz	-1.60%	Medium	Monitor Grid
Desert Sun	DC Power	1,200 kW	1,130 kW	-5.83%	Low	Normal Operation

Energy Forecast (Actual vs Predicted)

30-Day Actual vs Predicted Generation (MWh)

Multi-Horizon Predicted Generation

Today (20 May 2025)

78.45 MWh

▲ 6.21% vs Yesterday

Tomorrow (21 May 2025)

81.32 MWh

▲ 7.82% vs Today

Next 7 Days

574.21 MWh

▲ 9.34% vs Last 7 Days

Monthly Forecast (May)

2,214.35 MWh

▲ 8.45% vs Apr 2025

Historical & Predicted Generation Trends

Historical vs Predicted Long-Term Trends (MWh)

Curtailment Pattern Recognition

Site	Curtailment Frequency (30D)	Total Duration (Hrs)	Curtailment (%)	Pattern	Risk Level
Surya Solar Park	12	18.50	14.25%	Daily - Afternoon	High
Green Valley	9	15.20	12.10%	Daily - Evening	High
Blue Sky Plant	7	11.30	10.75%	Weekly - Peak	Medium
Sunrise Plant	5	8.10	8.65%	Weekly - Afternoon	Medium
Desert Sun	3	5.20	6.20%	Occasional	Low

AI Cleaning Schedule Recommendation

Site	Current Efficiency (%)	Last Cleaning	Recommended Cleaning	Expected Gain (%)	Priority
Surya Solar Park	86.25%	15 Apr 2025	25 May 2025	+4.85 %	High
Green Valley	87.10%	18 Apr 2025	28 May 2025	+4.32 %	High
Blue Sky Plant	88.45%	20 Apr 2025	30 May 2025	+3.92 %	Medium
Sunrise Plant	91.32%	25 Apr 2025	05 Jun 2025	+3.10 %	Medium
Desert Sun	93.65%	05 May 2025	15 Jun 2025	+2.25 %	Low

AI-Based Site Benchmarking

Overall Score

Best CUF

Best Availability

Best Generation

Lowest Degradation

Rank	Site	AI Score (out of 100)	CUF Score	Availability Score	Generation Score	Degradation Score
1	Green Valley	92.45	94.20	93.10	91.30	91.20
2	Sunrise Plant	32	89.10	90.25	87.40	88.55
3	Blue Sky Plant	12	85.60	86.90	82.30	81.70
4	Surya Solar Park	79.95	79.20	80.15	77.10	76.15
5	Desert Sun	72.35	73.10	74.20	70.50	71.60

Predictive Analysis & Action Panel

Risk / Opportunity	Prediction	Impact	Recommended Action	Priority
High Degradation Risk	7 sites may cross 3% degradation in next 3 months	8-12% generation loss	Implement preventive maintenance	High
High Curtailment Risk	Curtailment may increase by 2.5% in next month	₹ 15.25 Lakh loss	Review grid & ramp rates	High
Cleaning Opportunity	Cleaning can improve efficiency by ~4%	Up to 4% more generation	Schedule cleaning	Medium
Inverter Overload Risk	4 sites may face inverter derating	High downtime risk	Balance load / Upgrade	Medium
Weather Impact	High temp expected next month	Slight efficiency drop	Monitor & optimize	Low