Analytical investigation of wave propagation and modulational instability in the fractional coupled Ramani equation

Yogeshwari F. Patel

doi:10.1007/s11071-026-12868-z

Scheduled adaptive recalibration for sustainable and accurate demand forecasting in urban building energy management

2026-08-07

0

OA

AI

X

Xiufeng Liu

R

Ruyu Liu *

C

Chunting Liu *

P

Per Sieverts Nielsen

DOI：10.1016/j.scs.2026.107783

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Abstract

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• Adaptive GAN-PSO framework for urban building energy demand forecasting. • PSO tunes eight WGAN-GP hyperparameters in a scheduled offline recalibration. • Validation-calibrated blending with GBM lowers MAE and RMSE across horizons. • Evaluated on 20 ASHRAE Panther buildings at 1 h to 672 h horizons. • Lower forecast dispersion cuts reserve-related committed energy and CO2.

Keywords:

Energy forecasting

Scheduled adaptation

Generative Adversarial Network (GAN)

Particle Swarm Optimization (PSO)

Sustainable energy management

Scheduled adaptive recalibration for sustainable and accurate demand forecasting in urban building energy management

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