Author

Mostafa M. Rezaee

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Open access Sep 2026

Uncertainty-aware maintenance scheduling in water distribution networks via ensemble neural forecasting and explainable confidence indexing

Maintenance scheduling in water distribution networks (WDNs) needs accurate demand forecasts. However, climate variability makes point predictions insufficient. Existing Digital Twin (DT) frameworks use deterministic forecasts, leading to over-scheduling and Service Level Agreement (SLA) violations during volatile weat...

MohammadHossein Homaei, Óscar Mogollón-Gutiérrez, Mostafa M. Rezaee et al. · Neural computing & applicati... · 0 citations

Open access Jul 2026

Adaptive gradient-norm weighting for improved domain adversarial training

Unsupervised domain adaptation (UDA) transfers knowledge from a labeled source domain to an unlabeled target domain by jointly optimizing source classification and domain-alignment objectives. A key practical challenge is selecting the trade-off coefficient λ\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackag...

Iman Khazrak, Mohammadhossein Homaei, Mostafa M. Rezaee et al. · International Journal of Dat... · 0 citations

#artificial intelligence Preprint Sep 2026

Understanding LoRA Rank Trade-offs in Diffusion Model Fine-Tuning

Selecting LoRA rank for diffusion fine-tuning requires balancing quality and compute cost. We present a controlled study on CIFAR-10 using a DDPM U-Net with ranks {2,4,8,16,32}, fixed optimization settings, and a reproducible local-folder pytorch-fid protocol. We report FID, trainable parameters, runtime, and GPU memor...

Iman Khazrak, N. Nejad, Mostafa M. Rezaee et al. · 0 citations