no code implementations • 18 Nov 2022 • Saman Mostafavi, Harish Doddi, Krishna Kalyanam, David Schwartz
We present a solution for modeling and online identification for heating, ventilation, and air conditioning (HVAC) control in buildings.
no code implementations • 2 Oct 2021 • Harish Doddi, Deepjyoti Deka, Saurav Talukdar, Murti Salapaka
We present a regularized non-casual consistent estimator for this problem and analyze its sample complexity over two regimes: (a) where the interval $T$ consists of $n$ i. i. d.
no code implementations • 26 Sep 2020 • Harish Doddi, Deepjyoti Deka, Saurav Talukdar, Murti Salapaka
The majority of prior work in consistent topology estimation relies on dynamical systems excited by temporally uncorrelated processes.
no code implementations • 4 May 2020 • Deepjyoti Deka, Harish Doddi, Sidhant Misra, Murti Salapaka
This paper discusses statistical structure estimation in power grids in the "under-excited" regime, where a subset of internal nodes do not have external injection.
no code implementations • 16 Dec 2019 • Mishfad S. V., Harish Doddi, Murti V. Salapaka
It is shown that for a large class of systems, the unique decomposition of imaginary part of the IPSDM of observed nodes, a skew symmetric matrix, into the sparse and the low-rank components is sufficient to identify the moral graph of the observed nodes as well as the Markov Blanket of latent nodes.
no code implementations • 27 Sep 2018 • Saurav Talukdar, Deepjyoti Deka, Harish Doddi, Donatello Materassi, Misha Chertkov, Murti V. Salapaka
Learning influence pathways of a network of dynamically related processes from observations is of considerable importance in many disciplines.