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Behavioral uncertainty in EV charging drives heterogeneous grid load variability under climate goals
Engineering and TechnologyNature Communications

Behavioral uncertainty in EV charging drives heterogeneous grid load variability under climate goals

B. Zhang, Q. Xin, et al.

This study, conducted by Bin Zhang, Qingyao Xin, Siyuan Chen, Zhaohua Wang, Yang Lu, Niu Niu, Fang Zhang, Guangchuan Liu, and Prateek Bansal, quantifies how large-scale EV adoption in China—using a scalable model calibrated with minute-level charging data—raises electricity demand by 3.2% by 2050, may require ~220 billion CNY in battery storage, and could increase behavior-driven load fluctuations by up to 82.7%, revealing regional charging heterogeneity and the need for targeted, behaviorally informed demand-side interventions to protect grid reliability.... show more
Abstract
Large-scale deployment of electric vehicles (EVs) to meet climate goals imposes dual pressures on power system reliability: increased electricity demand and intensified daily load variability arising from uncertain charging behavior. This study quantifies the magnitude and spatial distribution of behavior-induced load variability in China under alternative climate scenarios, using a scalable model calibrated with minute-level EV charging data. EV adoption consistent with carbon-neutrality goals is projected to raise electricity demand by 3.2% in 2050, requiring an additional annual investment of approximately 220 billion CNY (about 31 billion USD) in battery storage capacity. Accounting for behavioral uncertainty, potential load fluctuations could increase by up to 82.7%. Regional heterogeneity in charging patterns drives distinct spatial profiles of electricity variability, influencing the effectiveness of demand-side management strategies. These findings highlight the importance of targeted, behaviorally informed interventions to mitigate grid reliability risks under deep EV adoption.
Publisher
Nature Communications
Published On
Jan 06, 2026
Authors
Bin Zhang, Qingyao Xin, Siyuan Chen, Zhaohua Wang, Yang Lu, Niu Niu, Fang Zhang, Guangchuan Liu, Prateek Bansal
Tags
electric vehiclesload variabilitybehavioral uncertaintypower system reliabilitybattery storage investmentChinademand-side management
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