Frequency prediction method considering demand response aggregate characteristics and control effects

•Frequency dynamics is analyzed based on aggregated demand response control effect.•Response latency is firstly adopted for aggregate characteristics analysis.•Proposed aggregate model effectively addresses actual dynamics of demand response.•Adaptive control strategy helps realize effective use of demand response resources.•Modified model with adaptive parameter improves frequency nadir prediction accuracy.