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Table · dataset · 2026

Supplementary file 1_Electrothermal coupling modeling of air-conditioning-building systems and aggregated direct load control dispatch tracking for office parks.docx

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Objective<p>To propose an electrothermal coupling modeling and hierarchical coordinated optimization framework for the systematic integration of aggregated direct load control demand response of office park air-conditioning loads.</p>Methods<p>A unit-level electrothermal coupling model is first established, incorporating building envelope thermal storage effects and dynamic air-conditioning energy efficiency characteristics to capture the full cascading relationship from electrical power input through heating output to indoor temperature variation; a two-stage parameter identification procedure based on operational data is provided for model calibration.

A office park-level aggregated model is then constructed via hierarchical clustering and capacity-weighted parameter equivalence, reducing optimization dimensionality while limiting aggregation accuracy loss to below 8%. On this basis, a hierarchical coordinated optimization framework is designed, integrating upper-level multi-objective dispatch optimization with lower-level model predictive control to coordinate grid command tracking with occupant comfort assurance.</p>Results<p>Simulation validation on a 15-building, 120,000 m2 office park demonstrates that the proposed method achieves a dispatch tracking normalized root mean square error of 3.4%-a 52.8% reduction relative to a simplified model baseline and an 86.2% reduction relative to an uncoordinated baseline-while reducing the temperature comfort violation duration ratio to 2.1%, a 67% improvement over the simplified model approach.

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The average control response delay is reduced to 3.2 min, compared with 8.7 min for the simplified model method. Indoor temperature prediction root mean square error is controlled within 0.35 °C, and the total computation time for a full 10-h scheduling day remains below 50 s.</p>Conclusion<p>The proposed electrothermal coupling modeling and hierarchical coordinated optimization framework effectively improves dispatch tracking accuracy, temperature comfort, and control response speed for aggregated air-conditioning load demand response in office parks, confirming the real-time feasibility of the proposed framework.</p>

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Electrical engineering 73% · Simulation 75%
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