nepslor.bsky.social
nepslor.bsky.social
nepslor.bsky.social
@nepslor.bsky.social
Senior Researcher @SUPSI forecasting 📈 and control 🤖 on manifolds 🌎 Learning to compress
https://www.researchgate.net/profile/Lorenzo-Nespoli
When compared to sizing using a prescient MPC (controller with perfect forecasts), the method provides smaller system sizing, since it considers more realistic operation performances, but with similar LCOE. For more details and plots: arxiv.org/pdf/2511.21619
February 9, 2026 at 5:42 PM
Shaving peaks of demand operating a battery is a relatively difficult task, which usually involves forecasting future peaks.

Model predictive control, reinforcement learning (RL) and multistage stochastic control has been used among others to optimize this particular problem.
February 9, 2026 at 5:42 PM