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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 minute-level EV charging behavior could raise China’s electricity demand by 3.2% by 2050, increase load fluctuations by up to 82.7%, and require ~220 billion CNY in additional battery storage—underscoring the need for targeted, behaviorally informed interventions.... 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 vehiclescharging behavior variabilitypower system reliabilitybattery storage investmentspatial heterogeneitydemand-side managementChina energy transition
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