A decision-focused bi-level forecasting method for multi-stage volt-var control improves CVR energy savings to 2.74-3.41% versus 1.50-1.76% for standard MSE-based sequential methods on a modified IEEE 33-bus system by learning cross-horizon trade-offs.
Multistage coordination V olt/V AR control with CVR in active distribution network in presence of inverter-based DG units and soft open points
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Scene-adaptive nonlinear tone curves (ASE and AP3) with percentile normalisation and offset outperform linear gain for pseudo-GT generation in low-light 3DGS, delivering PSNR gains up to 4.34 dB on LOM and 3.25 dB on RealX3D across 21 scenes.
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Decision-focused Conservation Voltage Reduction to Consider the Cascading Impact of Forecast Errors
A decision-focused bi-level forecasting method for multi-stage volt-var control improves CVR energy savings to 2.74-3.41% versus 1.50-1.76% for standard MSE-based sequential methods on a modified IEEE 33-bus system by learning cross-horizon trade-offs.
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Scene-Adaptive Nonlinear Tone Curves for Pseudo Ground-Truth Generation in Low-Light 3D Gaussian Splatting
Scene-adaptive nonlinear tone curves (ASE and AP3) with percentile normalisation and offset outperform linear gain for pseudo-GT generation in low-light 3DGS, delivering PSNR gains up to 4.34 dB on LOM and 3.25 dB on RealX3D across 21 scenes.