@article {10.6180--2139700861, title = {An AI-Driven Multi-Scale Graph Neural Network for Maintenance-Oriented Charging Demand Forecasting in Cyber-Physical Systems}, author = {Guo, Haixing}, volume = 33, year = 2026, month = {July}, pub_date = {2026-07-25}, article number = {33(2026)26033059}, doi = {10.6180/jase.202610_33.059}, url = {http://dx.doi.org/10.6180/jase.202610_33.059}, journal = {Journal of Applied Science and Engineering}, issn = {1560-6686}, publisher = {Tamkang University Press} }