Ziqi Li (Leo Li)

Senior in Electrical Engineering · National University of Singapore

I am a senior studying Electrical Engineering at the National University of Singapore . My current interests lie in renewable energy forecasting, power and energy systems, and data-driven methods for energy applications.

My current work examines renewable generation and electrical-load forecasting across different sites, weather conditions, and data regimes. I am especially interested in how forecasting methods can generalize reliably enough to support renewable integration and power-system operation.

Portrait of Ziqi Li

Research Interests

Renewable Energy Forecasting — solar and wind forecasting, weather-aware prediction, time-series modeling
Power & Energy Systems — renewable integration, grid planning and operation, data-driven power-system analysis
Machine Learning for Energy Systems — deep learning, robustness, transfer learning, cross-site generalization

Current Research

Weather-Aware Multi-Site Forecasting of Renewable Energy Generation and Electrical Load Using Deep Learning

This project examines how forecasting performance changes across sites, seasons, weather conditions, operating regimes, and levels of data availability, with an emphasis on cross-site generalization and robustness.

Supervised by Prof. Dipti Srinivasan.

AI-Based Display Information Reconstruction from Invisible Electromagnetic Leakage Signals

This project studies electromagnetic side-channel leakage from electronic displays and AI-based methods for reconstructing visual information from measured EM signals.

Supervised by Dr. Zhenyu Zhao.

More about current research →

Selected Work

Short-Term Solar and Wind Energy Forecasting Using Machine Learning and Deep Learning

Developed and evaluated a multivariate forecasting pipeline for two solar PV plants and one wind turbine using weather and SCADA variables.

Electrical & Automation Intern

Worked on plant energy-data analysis and Power BI engineering reporting, alongside Python-based workflows for time-series validation and equipment-level analysis.

Projects →     Experience →

Beyond Academics

Beyond academics, I enjoy classic and vintage cars, aviation, photography, and traveling. I especially enjoy discovering older automobiles and aircraft, and exploring new places around the world whenever I have the chance.

Ziqi Li while traveling in the mountains
Travel & photography
Ziqi Li with a vintage Chevrolet truck
Classic cars

Greetings

Thanks for stopping by! It is always nice to see visitors from different parts of the world.