Chao REN


Research Experiences


  • Quantum Federated Learning in Internet of Things,Oct. 2020 – present

  • Federated Learning for Renewable Energy Load Forecasting, Oct. 2021 – present

  • Transfer Learning for Renewable Energy Load Forecasting, Nov. 2019 – present

  • Quantum Computing for Future Smart Grid, June. 2019 – present

  • Big-Data Analytics for Future Smart Grid Security Assessment, July. 2017 – present

  • Personalization and Privacy-Preserving for Smart Grid Security Assessment via Federated Learning and Differential Privacy Techniques, Sep. 2021 – present

  • Interpretability for Machine Learning-based Method in Smart Grid Assessment, June. 2019 – present

  • Robustness Verification for Machine Learning-based Method in Smart Grid Assessment, June. 2019 – present

  • Multi-Objective Optimization for Temporal-Adaptive Hybrid Randomized Learning, July. 2017 - Jun. 2019

  • Generative Adversarial Networks for Recovering the Missing Data, July. 2018 - Mar. 2019

  • Transfer Learning for Smart Grid Fault Stability Assessment, Nov. 2018 – present

  • Incremental Broad Learning for Real-Time Updating, Feb. 2019 – present

  • Super-Resolution Perception for Recovering the Missing PMU Data, Aug. 2019 – present

  • Attack and Defense via Adversarial Learning against CPS attack, Aug. 2019 – present

  • Performance Boundary Analysis of Microgrid Energy Dispatching Strategy Based on Robust Optimization Technique, July. 2016 – Jun. 2017

  • The Campus Information Assistant Based on Android&J2EE, Oct. 2016 – Dec. 2016

  • Smart Home System Based on Anduino, Aug. 2016 - Sept. 2016

  • Information Management System of Education Administration Based on C/S & Javascript, May. 2016-July. 2016

  • Development of Micro-Compiler Based on pl/0 Language, Jan. 2016.1 – Apr. 2016

  • Real-time Information Synchronization Communication Platform Based C/S Architecture, Sep. 2015-Dec.2015

  • Construction of Futures System Framework Based on TradeBlazer, Jun.2015 – Oct. 2015

  • TSP Problems Optimization Based on Simulated Annealing Algorithm, Jun. 2014.6 – Oct. 2014