The optimal dynamic regret for smoothed online convex optimization with squared l2 norm switching costs

Y Zhang, Q Liu, J Sun, C Wu - Journal of the Franklin Institute, 2023 - Elsevier
Online convex optimization (OCO) with switching costs is a key enabler for cloud resource
provision, online portfolio optimization, and many other applications. Surprisingly, very little …

[HTML][HTML] Risk aware decomposition of online scheduling for large flexible consumers considering the age of information

Y Situ, F Chen, X Zhang, J Su, W Jiang - Energy Reports, 2023 - Elsevier
The stability and security of the power system is significantly influenced by large electricity
consumers, especially those with flexible demand, whose electricity purchase scheduling …

Role of prediction in data-driven pricing schemes

G Jiang, J Cui, C Wu - … Conference on Smart Grid and Smart …, 2021 - ieeexplore.ieee.org
Data creates true values to the society, which urges the application of data-driven
approaches in every aspect of our lives. While data-driven approach is indeed promising …

Robust data-driven profile-based pricing schemes

J Cui, H Wang, C Wu, Y Yu - 2021 IEEE Power & Energy …, 2021 - ieeexplore.ieee.org
To enable an effective electricity market, a good pricing scheme is of vital importance.
Among many practical schemes, customized pricing is commonly believed to be able to best …

Noise Injection Free Privacy Preserving Energy Consumption Profiling

J Zhang, H Wang, C Wu - 2023 IEEE Sustainable Power and …, 2023 - ieeexplore.ieee.org
The application of data-driven science to power systems is rapidly growing, particularly in
consumer behavior analysis. However, accessing user electricity consumption data has …

Restaurant Feasibility Study and Behavioural based Restaurant Recommendation

MK Prakruthi, M Chaitra, AS Shashidhar… - … on Intelligent and …, 2024 - ieeexplore.ieee.org
This research paper harnesses spatial analysis and data science to revolutionize restaurant
setup and user recommendation strategies within the online food ordering domain, focusing …

Pattern-Preserved Normalization Enabled User Profiling

F Chen, L Zhou, J Su, X Zhang - … Conference on Smart Grid Inspired Future …, 2022 - Springer
The legacy power grid is evolving into a more intelligent grid, and the classical preventive
control paradigm is also evolving into a more modern data-driven control paradigm …

Optimal Wind Power Integration in Microgrid: A Dynamic Demand Response Game Approach

F Chen, X Zhang, Z Qiu, J Zhao - International Conference on Smart Grid …, 2022 - Springer
The large-scale integration of renewables is very challenging due to their intermittency and
fluctuations. With the growing interest in smart grids and smart metering systems, one …

Robust Long-term Rate Design via Matrix Completion

J Cui, C Wu - 2021 5th International Conference on Smart Grid …, 2021 - ieeexplore.ieee.org
Big data enables demand side management as well as real time price prediction. In this
work, we combine these two research lines and design a robust yet customized long-term …