Data centers already draw a fast-growing slice of global electricity, and operators cannot chase carbon peaking and carbon neutrality (“dual-carbon”) targets without knowing, ahead of time, how much power a facility is about to use. This paper builds an LSTM-based forecasting framework for data center energy consumptio...
Y.-D. Bao, Y.-F. Lu, C. Liu et al.· Advanced Electromagnetics· 0 citations
Data centers already draw a fast-rising slice of global electricity, and regulators and export markets are watching their carbon footprint more closely every year. This paper presents a genetic-algorithm (GA) framework for green task scheduling that jointly minimizes energy consumption, carbon emissions, and service-le...
Y.-F. Lu, Y.-D. Bao, C. Liu et al.· Advanced Electromagnetics· 0 citations
This study addresses the critical challenge of price spike forecasting in electricity spot markets by investigating the influence of high renewable energy penetration on market volatility and the cost-sensitive production processes of energy-intensive industries. With the increasing deployment of smart grids, wide-area...
M.-Y. Chen, L. Qi, W.-B. Zheng et al.· Advanced Electromagnetics· 0 citations
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