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Research project ideas for students
ML-driven and Grid-Aware Peer2Peer Energy Trading Framework
ML-driven and Grid-Aware Peer2Peer Energy Trading Framework
We have developed a learning-augmented P2P–DSO interface that predicts the DSO’s response to the proposed P2P trades, allowing prosumers to self-assess and refine their trading decisions. A supervised transformer-based regression model is trained to enable MGs to locally predict the DSO’s response without sharing their proposed trades, thereby reducing transaction overhead, alleviating DSO burden, and preserving information privacy.
ML-Based Load Forecasting Tool for Distribution Utilities
ML-Based Load Forecasting Tool for Distribution Utilities
We have developed an advanced Machine Learning (ML)-based Load Forecasting Tool designed to assist distribution utilities in achieving better market planning and reduced DSM penalties. Currently, we are in the deployment phase of this tool with one of a utility in New Delhi.
Relevant work: <add paper 1 link>, <add paper 2 link>, <add paper 3 link>
Learning-based approaches for coordinating EV's potential for Grid
Learning-based approaches for coordinating EV's potential for Grid
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Relevant work: <add paper 1 link>, <add paper 2 link>, <add paper 3 link>
Utilizing DERs for the Benefits of the Bulk Grid
Utilizing DERs for the Benefits of the Bulk Grid
We are developing a framework to utilize inverter-based distributed energy resources (DERs) to provide volt/var ancillary services to the grid. Thousands of smart DER devices can be seen as geographically distributed local VAR devices which have potential to enhance grid flexibility if aggregated and controlled properly. See this publication for preliminary results.
Real-Time Solar PV Smart Inverter Control in Distribution Systems
Real-Time Solar PV Smart Inverter Control in Distribution Systems
We are working on adaptive smart inverter controls for inverter based DERs to make their parameter selection self-adaptive in a wide range of operating conditions while ensuring the control stability and steady-state performance. See this publication for details.
Integrated Transmission-Distribution Co-Simulation Platform
Integrated Transmission-Distribution Co-Simulation Platform
We are developing a integrated transmission-distribution co-simulation platform to simulate realistic large-scale 3 phase unbalanced coupled T&D system using GridlabD and MATLAB interface. This platform will help us to assess true impact of DERs and active distribution systems on the grid performance.
Long-Term Stability Margin Assessment of Integrated T-D System with DER
Long-Term Stability Margin Assessment of Integrated T-D System with DER
We are also assessing the impact of DER and distribution system loadability limits on the long-term stability margin of the grid. See this publication for preliminary results.
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