Online energy management for data centers and electric vehicles in smart grid environment

To avoid an additional demand charge incurred by the adoption of electric vehicles (EVs), we study an online cost minimization problem for geo-distributed data centers and EVs of their employees without violating heterogeneous EV charging delays and the given peak power limits in all geographical locations, where the total cost consists of the electricity bill, revenue loss, and the penalty imposed on unfinished EV demands. We first formulate a stochastic programming problem with the considerations of uncertainties in data center workloads, electricity prices, and EV energy demands. Since the future parameters are uncertain, an online algorithm is proposed to solve the formulated problem. Moreover, the performance analysis of the online algorithm is conducted. Simulation results indicate the advantages of the proposed algorithm over other baselines.

[1]  Baochun Li,et al.  Joint request mapping and response routing for geo-distributed cloud services , 2013, 2013 Proceedings IEEE INFOCOM.

[2]  Tao Jiang,et al.  Risk management in Internet Data Center operations under smart grid environment , 2012, 2012 IEEE Third International Conference on Smart Grid Communications (SmartGridComm).

[3]  Prasanta Ghosh,et al.  Optimized Electric Vehicle Charging With Intermittent Renewable Energy Sources , 2014, IEEE Journal of Selected Topics in Signal Processing.

[4]  Liang Yu,et al.  Energy Management of Internet Data Centers in Smart Grid , 2015 .

[5]  Tao Jiang,et al.  Energy Cost Minimization for Distributed Internet Data Centers in Smart Microgrids Considering Power Outages , 2015, IEEE Transactions on Parallel and Distributed Systems.

[6]  Sandra Hirche,et al.  Alternating Direction Method of Multipliers for decentralized electric vehicle charging control , 2013, 52nd IEEE Conference on Decision and Control.

[7]  Xue Liu,et al.  Intelligent joint spatio-temporal management of electric vehicle charging and data center power consumption , 2014, International Green Computing Conference.

[8]  Adam Wierman,et al.  Renewable and cooling aware workload management for sustainable data centers , 2012, SIGMETRICS '12.

[9]  Baochun Li,et al.  Reducing electricity demand charge for data centers with partial execution , 2013, e-Energy.

[10]  Tao Jiang,et al.  Risk-Constrained Operation for Internet Data Centers in Deregulated Electricity Markets , 2014, IEEE Transactions on Parallel and Distributed Systems.

[11]  Tao Jiang,et al.  Price-Sensitivity Aware Load Balancing for Geographically Distributed Internet Data Centers in Smart Grid Environment , 2018, IEEE Transactions on Cloud Computing.

[12]  Xiaorui Wang,et al.  Integrated Power Management of Data Centers and Electric Vehicles for Energy and Regulation Market Participation , 2014, IEEE Transactions on Smart Grid.

[13]  Xue Liu,et al.  Minimizing Electricity Cost: Optimization of Distributed Internet Data Centers in a Multi-Electricity-Market Environment , 2010, 2010 Proceedings IEEE INFOCOM.

[14]  Xue Liu,et al.  Temporal Load Balancing with Service Delay Guarantees for Data Center Energy Cost Optimization , 2014, IEEE Transactions on Parallel and Distributed Systems.

[15]  Bruce M. Maggs,et al.  Cutting the electric bill for internet-scale systems , 2009, SIGCOMM '09.

[16]  Tao Jiang,et al.  Joint Energy Management Strategy for Geo-Distributed Data Centers and Electric Vehicles in Smart Grid Environment , 2016, IEEE Transactions on Smart Grid.

[17]  Tao Jiang,et al.  Real-Time Energy Management for Cloud Data Centers in Smart Microgrids , 2016, IEEE Access.

[18]  Tao Jiang,et al.  Joint Workload and Battery Scheduling for Data Center Energy Cost Minimization , 2015 .

[19]  Tao Jiang,et al.  Carbon-Aware Energy Cost Minimization for Distributed Internet Data Centers in Smart Microgrids , 2014, IEEE Internet of Things Journal.

[20]  Xiaorui Wang,et al.  Joint management of data centers and electric vehicles for maximized regulation profits , 2013, 2013 International Green Computing Conference Proceedings.