Table 1 Compare with other methods.

From: An optimization method for integrated demand response strategies for electricity and heat considering the uncertainty of user-side loads

Characteristic

Proposed framework

Two-layer DR31

Robust optimization32

Stochastic MILP21

ARO with C&CG22

Non-Gaussian uncertainties

√

 × 

 × 

 × 

 × 

Temporal load correlation loads

√

 × 

 × 

 × 

 × 

Integrated EH coordination

√

 × 

 × 

 × 

 × 

Data-driven modeling

√

 × 

 × 

√

 × 

Probabilistic uncertainty set

√

 × 

 × 

√

 × 

Global search capability

√

 × 

 × 

 × 

 × 

Worst-case robustness

√

 × 

√

 × 

√

Reduced conservatism

√

 × 

 × 

√

 × 

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