234 citations · 464 across the 13 of their papers we have counts for
13 papers
Scalable Modular Synthetic Data Generation for Advancing Aerial Autonomy
Mehrnaz Sabet, Praveen Palanisamy, Sakshi Mishra
One major barrier to advancing aerial autonomy has been collecting large-scale aerial datasets for training machine learning models. Due to costly and time-consuming real-world dat…
Towards Harmonious Decentralization of Energy Systems: A Vision of Interoperable Peer-to-Peer Energy Markets
Sakshi Mishra, Roohallah Khatami, Yu Christine Chen
We present a hierarchical framework aimed at decentralizing the distribution systems market operations using localized peer-to-peer energy markets. Hierarchically designed decision…
Microgrid Resilience: A Holistic and Context-Aware Resilience Metric
Sakshi Mishra, Ted Kwasnik, Kate Anderson
Microgrids present an effective solution for the coordinated deployment of various distributed energy resources and furthermore provide myriad additional benefits such as resilienc…
Computational Framework for Behind-The-Meter DER Techno-Economic Modeling and Optimization -- REopt Lite
Sakshi Mishra, Josiah Pohl, Nick Laws +7
The global energy system is undergoing a major transformation. Renewable energy generation is growing and is projected to accelerate further with the global emphasis on decarboniza…
Deep-Learning-Based, Multi-Timescale Load Forecasting in Buildings: Opportunities and Challenges from Research to Deployment
Sakshi Mishra, Stephen M. Frank, Anya Petersen +2
Electricity load forecasting for buildings and campuses is becoming increasingly important as the penetration of distributed energy resources (DERs) grows. Efficient operation and…
Probabilistic Resilience of DER systems -- A Simulation Assisted Optimization Approach
Sakshi Mishra, Kate Anderson
Energy systems resilience is becoming increasingly important as the frequency of major grid outages increases. In this work, we present a methodology to optimize a behind-the-meter…
A Unified Architecture for Data-Driven Metadata Tagging of Building Automation Systems
Sakshi Mishra, Andrew Glaws, Dylan Cutler +4
This article presents a Unified Architecture for automated point tagging of Building Automation System data, based on a combination of data-driven approaches. Advanced energy analy…
Microgrid Resilience: A holistic approach for assessing threats, identifying vulnerabilities, and designing corresponding mitigation strategies
Sakshi Mishra, Kate Anderson, Brian Miller +2
Microgrids are being increasing deployed to improve the operational flexibility, resilience, coordinated-energy management capabilities, self-adequacy, and increased reliability of…
Evaluation of Centralized and Distributed Microgrid Topologies Considering Power Quality Constraints
Hallie Dunham, Dylan Cutler, Sakshi Mishra +1
Integration of renewable generation and energy storage technologies with conventional generation supports increased resilience, lower-costs, and clean energy goals. Traditionally,…
An Integrated Multi-Time-Scale Modeling for Solar Irradiance Forecasting Using Deep Learning
Sakshi Mishra, Praveen Palanisamy
For short-term solar irradiance forecasting, the traditional point forecasting methods are rendered less useful due to the non-stationary characteristic of solar power. The amount…
Efficient Power Flow Management and Peak Shaving in a Microgrid-PV System
Sakshi Mishra, Praveen Palanisamy
With the increasing penetration of the roof-top solar PV and the rising interest in net-zero energy homes concept, there is a need of balancing the performance of intelligent contr…
Multi-time-horizon Solar Forecasting Using Recurrent Neural Network
Sakshi Mishra, Praveen Palanisamy
The non-stationarity characteristic of the solar power renders traditional point forecasting methods to be less useful due to large prediction errors. This results in increased unc…
Distributed Security Constrained Economic Dispatch
M. Hadi Amini, R. Jaddivada, S. Mishra +1
In this paper, we investigate two decomposition methods for their convergence rate which are used to solve security constrained economic dispatch (SCED): 1) Lagrangian Relaxation (…