Table 13 Sensitivity analysis: impact of demand scenarios on HRS performance for selected locations in Australia.

From: Techno-economic optimization of renewable hydrogen infrastructure via AI-based dynamic pricing

Station

Hybrid System

Demand Scenario

Energy Surplus/Deficit (%)

Demand response Savings (%)

NPC ($×10³)

ΔNPC vs. Baseline (%)

LCOE ($/kWh)

ΔLCOE vs. Baseline (%)

LCOH ($/kg)

ΔLCOH vs. Baseline (%)

Perth

PV-WT-EL-HT

Low (−15%)

+ 12% (Surplus)

8%

456

−7.3%

0.0161

−8.0%

0.555

−8.0%

  

Baseline

0% (Balanced)

5%

492

0%

0.0175

0%

0.603

0%

  

High (+ 15%)

−10% (Deficit)

12%

532

+ 8.1%

0.0189

+ 8.0%

0.651

+ 8.0%

 

WT-EL-HT

Low (−15%)

+ 8% (Surplus)

7%

462

−6.4%

0.0164

−8.4%

0.576

−8.3%

  

Baseline

0% (Balanced)

4%

492

0%

0.0179

0%

0.628

0%

  

High (+ 15%)

−12% (Deficit)

10%

538

+ 9.3%

0.0196

+ 9.5%

0.684

+ 8.9%

 

PV-EL-HT

Low (−15%)

+ 10% (Surplus)

6%

465

−6.8%

0.0165

−6.8%

0.576

−6.8%

  

Baseline

0% (Balanced)

4%

492

0%

0.0177

0%

0.618

0%

  

High (+ 15%)

−11% (Deficit)

11%

535

+ 8.7%

0.0192

+ 8.5%

0.669

+ 8.3%

Brisbane

PV-WT-EL-HT

Low (−15%)

+ 14% (Surplus)

9%

26.512

−7.5%

0.0146

−7.6%

0.529

−8.2%

  

Baseline

0% (Balanced)

6%

28.671

0%

0.0158

0%

0.576

0%

  

High (+ 15%)

−11% (Deficit)

13%

30.988

+ 8.1%

0.0171

+ 8.2%

0.627

+ 8.9%

 

WT-EL-HT

Low (−15%)

+ 9% (Surplus)

8%

26.723

−7.5%

0.0145

−8.2%

0.537

−8.0%

  

Baseline

0% (Balanced)

5%

28.891

0%

0.0158

0%

0.584

0%

  

High (+ 15%)

−13% (Deficit)

11%

31.254

+ 8.2%

0.0172

+ 8.9%

0.638

+ 9.2%

 

PV-EL-HT

Low (−15%)

+ 12% (Surplus)

7%

25.421

−7.5%

0.0148

−7.5%

0.532

−8.4%

  

Baseline

0% (Balanced)

5%

27.479

0%

0.0160

0%

0.581

0%

  

High (+ 15%)

−10% (Deficit)

12%

29.653

+ 7.9%

0.0173

+ 8.1%

0.633

+ 8.9%

Adelaide

PV-WT-EL-HT

Low (−15%)

+ 13% (Surplus)

8.5%

26.112

−7.8%

0.0153

−8.4%

0.553

−8.4%

  

Baseline

0% (Balanced)

5.8%

28.314

0%

0.0167

0%

0.604

0%

  

High (+ 15%)

−12% (Deficit)

12.7%

30.672

+ 8.3%

0.0181

+ 8.4%

0.659

+ 9.1%

 

WT-EL-HT

Low (−15%)

+ 8% (Surplus)

7.8%

27.112

−8.1%

0.0158

−8.9%

0.567

−8.8%

  

Baseline

0% (Balanced)

5.2%

29.492

0%

0.01735

0%

0.622

0%

  

High (+ 15%)

−14% (Deficit)

11.5%

31.988

+ 8.5%

0.0189

+ 8.9%

0.681

+ 9.5%

 

PV-EL-HT

Low (−15%)

+ 11% (Surplus)

7.2%

26.327

−7.7%

0.0157

−8.1%

0.561

−9.0%

  

Baseline

0% (Balanced)

5.1%

28.537

0%

0.01708

0%

0.6163

0%

  

High (+ 15%)

−11% (Deficit)

12.1%

30.817

+ 8.0%

0.0185

+ 8.3%

0.672

+ 9.0%

Melbourne

PV-WT-EL-HT

Low (−15%)

+ 12.5% surplus

9.2%

25.981

−8.0%

0.0152

−8.3%

0.552

−8.9%

  

Baseline

Balanced

6.4%

28.231

0%

0.01658

0%

0.6058

0%

  

High (+ 15%)

−13.2% deficit

14.1%

30.887

+ 9.4%

0.0183

+ 10.4%

0.668

+ 10.3%

 

WT-EL-HT

Low (−15%)

+ 7.8% surplus

8.1%

28.427

−8.3%

0.0160

−8.5%

0.637

−8.9%

  

Baseline

Balanced

5.3%

31.01

0%

0.01748

0%

0.699

0%

  

High (+ 15%)

−15.1% deficit

12.8%

34.112

+ 10.0%

0.0195

+ 11.6%

0.781

+ 11.7%

 

PV-EL-HT

Low (−15%)

+ 10.3% surplus

7.5%

27.476

−8.3%

0.0157

−8.5%

0.605

−8.8%

  

Baseline

Balanced

5.7%

29.976

0%

0.01715

0%

0.6637

0%

  

High (+ 15%)

−12.7% deficit

13.4%

32.781

+ 9.4%

0.0189

+ 10.2%

0.732

+ 10.3%

Hobart

PV-WT-EL-HT

Low (−15%)

+ 9.8% surplus

8.7%

27.539

−8.3%

0.0159

−8.6%

0.601

−8.9%

  

Baseline

Balanced

6.1%

30.043

0%

0.0174

0%

0.660

0%

  

High (+ 15%)

−14.3% deficit

13.5%

33.112

+ 10.2%

0.0192

+ 10.3%

0.732

+ 10.9%

 

WT-EL-HT

Low (−15%)

+ 6.2% surplus

7.9%

28.792

−8.3%

0.0166

−8.8%

0.728

−9.0%

  

Baseline

Balanced

5.4%

31.412

0%

0.0182

0%

0.800

0%

  

High (+ 15%)

−17.5% deficit

12.1%

35.014

+ 11.5%

0.0206

+ 13.2%

0.904

+ 13.0%

 

PV-EL-HT

Low (−15%)

+ 8.1% surplus

7.2%

28.224

−8.4%

0.0163

−8.9%

0.586

−9.2%

  

Baseline

Balanced

5.8%

30.800

0%

0.0179

0%

0.645

0%

  

High (+ 15%)

−13.7% deficit

12.9%

33.876

+ 10.0%

0.0198

+ 10.6%

0.719

+ 11.5%

Sydney

PV-WT-EL-HT

Low (−15%)

+ 11.2% surplus

10.3%

29.012

−8.5%

0.0165

−8.3%

0.572

−8.9%

  

Baseline

Balanced

7.1%

31.700

0%

0.0180

0%

0.628

0%

  

High (+ 15%)

−12.8% deficit

15.2%

34.887

+ 10.1%

0.0199

+ 10.6%

0.698

+ 11.1%

 

WT-EL-HT

Low (−15%)

+ 7.5% surplus

9.1%

30.112

−8.6%

0.0169

−8.9%

0.591

−9.2%

  

Baseline

Balanced

6.3%

32.959

0%

0.01855

0%

0.651

0%

  

High (+ 15%)

−15.4% deficit

13.7%

36.774

+ 11.6%

0.0208

+ 12.1%

0.732

+ 12.4%

 

PV-EL-HT

Low (−15%)

+ 9.8% surplus

8.4%

29.664

−8.4%

0.0169

−8.6%

0.615

−8.9%

  

Baseline

Balanced

6.8%

32.400

0%

0.0185

0%

0.675

0%

  

High (+ 15%)

−13.5% deficit

14.5%

35.712

+ 10.2%

0.0204

+ 10.3%

0.753

+ 11.6%