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Table 1 The optimization outcomes of these algorithms are compared with the objective of comprehensive cost

From: Improved electrical coupling integrated energy system based on particle swarm optimization

Algorithm

Investment cost

Carbon trading cost

Comprehensive cost

SA Improves the PSO algorithm

1.991 × 105

− 8.6374 × 104

1.2543 × 105

Basic PSO algorithm

4.637 × 105

− 3.2497 × 104

4.8861 × 105

Ant colony algorithm

3.476 × 105

− 2.576 × 104

5.291 × 105

Quantum fireworks algorithm

5.334 × 105

− 4.518 × 104

6.448 × 105

Knowledge transfer Q-learning algorithm

4.597 × 105

− 3.225 × 104

3.256 × 105