34 citations · 44 across the 4 of their papers we have counts for
4 papers
Expert-guided Regularization via Distance Metric Learning
Shouvik Mani, Mehdi Maasoumy, Sina Pakazad +1
High-dimensional prediction is a challenging problem setting for traditional statistical models. Although regularization improves model performance in high dimensions, it does not…
Model Predictive Control for Signal Temporal Logic Specification
Vasumathi Raman, Alexandre Donzé, Mehdi Maasoumy +3
We present a mathematical programming-based method for model predictive control of cyber-physical systems subject to signal temporal logic (STL) specifications. We describe the use…
Robust Reserve Capacity Provision and Peak Load Reduction from Buildings in Smart Grids
Sarmad Hanif, D. F. R. Melo, Mehdi Maasoumy +3
This paper proposes a robust demand-side control algorithm in a smart grid environment for heating, ventilation and air conditioning (HVAC) systems. A robust model predictive contr…
Flexibility of Commercial Building HVAC Fan as Ancillary Service for Smart Grid
Mehdi Maasoumy, Jorge Ortiz, David Culler +1
In this paper, we model energy use in commercial buildings using empirical data captured through sMAP, a campus building data portal at UC Berkeley. We conduct at-scale experiments…