Table 9 Solar PV Sensitivity Analysis for Industrial Load Support under GEP-ANFIS and ANFIS Control.

From: Intelligent demand-side energy management via optimized ANFIS–gene expression programming in hybrid renewable–grid systems

PV Reduction

Controller

Final SOC (%)

Unmet Load (%)

Grid Use (kWh)

Key Insight

20%

ANFIS

50

0

2,016

Baseline performance

 

GEP-ANFIS

55

0

2,016

 + 5% SOC preservation

40%

ANFIS

40

0

2,016

Vulnerable to deficits

 

GEP-ANFIS

45

0

2,016

 + 5% SOC preservation

60%

ANFIS

15

5

2,216

High grid reliance

 

GEP-ANFIS

20

2

2,116

Halves grid use

80%

ANFIS

5

12

2,816

Severe degradation

 

GEP-ANFIS

10

8

2,516

Reduces grid use by 38%