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Robust techno-economic optimization of energy hubs under uncertainty using active learning with artificial neural networks.

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第一作者： Aya M A,Heikal

第一单位： Electrical Power & Machines Department, Faculty of Engineering, Ain Shams University, Cairo, 11517, Egypt.;Department of Electrical Engineering, Faculty of Engineering, Science Valley Academy, El-Obour City, Egypt.

作者： Aya M A,Heikal ^[1] ; Shady H E Abdel,Aleem ^[2] ; Ragab A,El-Sehiemy ^[3] ; Almoataz Y,Abdelaziz ^[4]

作者单位： Electrical Power & Machines Department, Faculty of Engineering, Ain Shams University, Cairo, 11517, Egypt.;Department of Electrical Engineering, Faculty of Engineering, Science Valley Academy, El-Obour City, Egypt. ^[1] Department of Electrical Engineering, Institute of Aviation Engineering and Technology, Giza, 12658, Egypt. ^[2] Department of Electrical Engineering, Faculty of Engineering, Kafrelsheikh University, Kafr El Sheikh, 33516, Egypt. elsehiemy@eng.kfs.edu.eg.;Sustainability Competence Centre, Széchenyi István University, Egyetem square 1, Győr, H-9026, Hungary. elsehiemy@eng.kfs.edu.eg. ^[3] Electrical Power & Machines Department, Faculty of Engineering, Ain Shams University, Cairo, 11517, Egypt.;Faculty of Engineering & Technology, Future University in Egypt, Cairo, 11835, Egypt. ^[4]

关键词 Active learning approach Artificial neural networks Energy hubs Muti-objective optimization framework Sustainability Techno-economic trade-off Uncertainty

DOI 10.1038/s41598-025-12358-z

PMID 40715280

发布时间 2025-07-31

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准确一般字义偏差语意偏离译文作用小提交