publications

Pre-Prints

1. arXiv

   Strategic Spatial Load Shifting and Market Efficiency

   Aron Brenner, Deepjyoti Deka, Line Roald, and 1 more author

   2026
2. arXiv

   Coordinated Dynamic Operating Envelopes for Unlocking Additional Flexibility at Grid Edge

   Ali Jalilian, Deepjyoti Deka, Md Umar Hashmi, and 1 more author

   2026
3. arXiv

   Sparse Neural Approximations for Bilevel Adversarial Problems in Power Grids

   Young-ho Cho, Harsha Nagarajan, Deepjyoti Deka, and 1 more author

   2025
4. arXiv

   A Family of Convex Models to Achieve Fairness through Dispersion Control

   Abhay Singh Bhadoriya, Deepjyoti Deka, and Kaarthik Sundar

   2025
5. arXiv

   The value of storage in electricity distribution: The role of markets

   Dirk Lauinger, Deepjyoti Deka, and Sungho Shin

   2025
6. arXiv

   Stability-Constrained AC Optimal Power Flow–A Gaussian Process-Based Approach

   Vincenzo Di Vito, Kaarthik Sundar, Ferdinando Fioretto, and 1 more author

   2025
7. arXiv

   Equitable Routing–Rethinking the Multiple Traveling Salesman Problem

   Abhay Singh Bhadoriya, Deepjyoti Deka, and Kaarthik Sundar

   2024

Journal Articles

1. arXiv

   Efficient Policy Adaptation for Voltage Control Under Unknown Topology Changes

   Jie Feng, Yuanyuan Shi, and Deepjyoti Deka

   Electric Power Systems Research, 2026

   Special issue on Power Systems Computation Conference (PSCC), accepted
2. arXiv

   Learning Power Flow with Confidence: A Probabilistic Guarantee Framework for Voltage Risk

   Parikshit Pareek, Sidhant Misra, and Deepjyoti Deka

   Electric Power Systems Research, 2026

   Special issue on Power Systems Computation Conference (PSCC), accepted
3. WEB

   Gaussian processes in power systems: Techniques, applications, and future works

   Bendong Tan, Tong Su, Yu Weng, and 6 more authors

   Applied Energy, 2026
4. arXiv WEB

   Strong Partitioning and a Machine Learning Approximation for Accelerating the Global Optimization of Nonconvex Quadratically Constrained Quadratic Programs

   Rohit Kannan, Harsha Nagarajan, and Deepjyoti Deka

   INFORMS Journal on Computing, 2025
5. arXiv WEB

   Learning Networks From Wide-Sense Stationary Stochastic Processes

   Anirudh Rayas, Jiajun Cheng, Rajasekhar Anguluri, and 2 more authors

   IEEE Transactions on Signal and Information Processing over Networks, 2025
6. arXiv WEB

   A Parametric, second-order cone representable model of fairness for decision-making problems: K. Sundar et al.

   Kaarthik Sundar, Deepjyoti Deka, and Russell Bent

   Optimization and Engineering, 2025
7. arXiv WEB

   Data-efficient strategies for probabilistic voltage envelopes under network contingencies

   Parikshit Pareek, Sidhant Misra, and Deepjyoti Deka

   Sustainable Energy, Grids and Networks (IREP), 2025
8. WEB

   Spatial-Temporal Global Sensitivity Analysis for Probabilistic Transient Stability Assessment

   Bendong Tan, Deepjyoti Deka, and Junbo Zhao

   IEEE Transactions on Power Systems, 2025
9. arXiv WEB

   Topology Learning in Radial Dynamical Systems With Unreliable Data

   Venkat Ram Subramanian, Deepjyoti Deka, Saurav Talukdar, and 2 more authors

   IEEE Transactions on Control of Network Systems, 2023
10. WEB

    Importance sampling approach to chance-constrained dc optimal power flow

    Aleksander Lukashevich, Vyacheslav Gorchakov, Petr Vorobev, and 2 more authors

    IEEE Transactions on Control of Network Systems, 2023
11. WEB

    Physics-constrained adversarial training for neural networks in stochastic power grids

    Wenting Li, Deepjyoti Deka, Ren Wang, and 1 more author

    IEEE Transactions on Artificial Intelligence, 2023
12. WEB

    Gp cc-opf: Gaussian process based optimization tool for chance-constrained optimal power flow

    Mile Mitrovic, Ognjen Kundacina, Aleksandr Lukashevich, and 5 more authors

    Software Impacts, 2023
13. WEB

    Data-driven stochastic AC-OPF using Gaussian process regression

    Mile Mitrovic, Aleksandr Lukashevich, Petr Vorobev, and 4 more authors

    International Journal of Electrical Power Energy Systems, 2023
14. WEB

    DNN-based policies for stochastic AC OPF

    Sarthak Gupta, Sidhant Misra, Deepjyoti Deka, and 1 more author

    Electric Power Systems Research, Special issue on Power Systems Computation Conference (PSCC), 2022
15. WEB

    Markovian Decentralized Ensemble Control for Demand Response

    Guanze Peng, Robert Mieth, Deepjyoti Deka, and 1 more author

    IEEE Control Systems Letters, 2022
16. WEB

    Learning Distribution Grid Topologies: A Tutorial

    Deepjyoti Deka, Vassilis Kekatos, and Guido Cavraro

    IEEE Transactions on Smart Grid, 2022
17. WEB

    Can locational disparity of prosumer energy optimization due to inverter rules be limited?

    Md Umar Hashmi, Deepjyoti Deka, Ana Busic, and 1 more author

    IEEE Transactions on Power Systems, 2022
18. WEB

    Tractable Learning in Underexcited Power Grids

    Deepjyoti Deka, Harish Doddi, Sidhant Misra, and 1 more author

    IEEE transactions on control of network systems, 2021
19. WEB

    Guaranteed phase & topology identification in three phase distribution grids

    Mohini Bariya, Deepjyoti Deka, and Alexandra Meier

    IEEE Transactions on Smart Grid, 2021
20. WEB

    Efficient topology design algorithms for power grid stability

    Siddharth Bhela, Harsha Nagarajan, Deepjyoti Deka, and 1 more author

    IEEE Control Systems Letters, 2021
21. WEB

    Privacy-aware load ensemble control: A linearly-solvable MDP approach

    Ali Hassan, Deepjyoti Deka, and Yury Dvorkin

    IEEE Transactions on Smart Grid, 2021
22. WEB

    Learning with end-users in distribution grids: Topology and parameter estimation

    Sejun Park, Deepjyoti Deka, Scott Backhaus, and 1 more author

    IEEE Transactions on Control of Network Systems, 2020
23. WEB

    Physics informed topology learning in networks of linear dynamical systems

    Saurav Talukdar, Deepjyoti Deka, Harish Doddi, and 3 more authors

    Automatica, 2020
24. WEB

    Arbitrage with power factor correction using energy storage

    Md Umar Hashmi, Deepjyoti Deka, Ana Busic, and 2 more authors

    IEEE Transactions on Power Systems, 2020
25. WEB

    An adversarial model for attack vector vulnerability analysis on power and gas delivery operations

    Ignacio Losada Carreno, Anna Scaglione, Anatoly Zlotnik, and 2 more authors

    Electric Power Systems Research, Special issue on Power Systems Computation Conference (PSCC), 2020
26. WEB

    Stochastic AC optimal power flow: A data-driven approach

    Ilyes Mezghani, Sidhant Misra, and Deepjyoti Deka

    Electric Power Systems Research, Special issue on Power Systems Computation Conference (PSCC), 2020
27. WEB

    Stochastic and distributionally robust load ensemble control

    Ali Hassan, Robert Mieth, Deepjyoti Deka, and 1 more author

    IEEE Transactions on Power Systems, 2020
28. WEB

    Graphical models in meshed distribution grids: Topology estimation, change detection & limitations

    Deepjyoti Deka, Saurav Talukdar, Michael Chertkov, and 1 more author

    IEEE Transactions on Smart Grid, 2020
29. WEB

    Joint Estimation of Topology and Injection Statistics in Distribution Grids with Missing Nodes

    Deepjyoti Deka, Michael Chertkov, and Scott Backhaus

    IEEE Transactions on Control of Network Systems, 2020
30. WEB

    Data-driven learning and load ensemble control

    Ali Hassan, Deepjyoti Deka, Michael Chertkov, and 1 more author

    Electric Power Systems Research, Special issue on Power Systems Computation Conference (PSCC), 2020
31. WEB

    A hierarchical approach to multienergy demand response: From electricity to multienergy applications

    Ali Hassan, Samrat Acharya, Michael Chertkov, and 2 more authors

    Proceedings of the IEEE, 2020
32. WEB

    Learning model of generator from terminal data

    Nikolay Stulov, Dejan J Sobajic, Yury Maximov, and 2 more authors

    Electric Power Systems Research, Special issue on Power Systems Computation Conference (PSCC), 2020
33. WEB

    Topology estimation using graphical models in multi-phase power distribution grids

    Deepjyoti Deka, Michael Chertkov, and Scott Backhaus

    IEEE Transactions on Power Systems, 2019
34. WEB

    Real-time Faulted Line Localization and PMU Placement in Power Systems through Convolutional Neural Networks

    Wenting Li, Deepjyoti Deka, Michael Chertkov, and 1 more author

    IEEE Transactions on Power Systems, 2019
35. WEB

    Designing reactive power control rules for smart inverters using support vector machines

    Mana Jalali, Vassilis Kekatos, Nikolaos Gatsis, and 1 more author

    IEEE Transactions on Smart Grid, 2019
36. WEB

    Structure-and physics-preserving reductions of power grid models

    Colin Grudzien, Deepjyoti Deka, Michael Chertkov, and 1 more author

    Multiscale Modeling & Simulation, 2018
37. WEB

    Optimal load ensemble control in chance-constrained optimal power flow

    Ali Hassan, Robert Mieth, Michael Chertkov, and 2 more authors

    IEEE Transactions on Smart Grid, 2018
38. WEB

    Topological vulnerability of power grids to disasters: Bounds, adversarial attacks and reinforcement

    Deepjyoti Deka, Sriram Vishwanath, and Ross Baldick

    Plos one, 2018
39. arXiv WEB

    Analytical Models for Power Networks: The case of the Western US and ERCOT grids

    Deepjyoti Deka, Sriram Vishwanath, and Ross Baldick

    IEEE Transactions on Smart Grid, 2017
40. WEB

    Structure Learning in Power Distribution Networks

    Deepjyoti Deka, Scott Backhaus, and Michael Chertkov

    IEEE Transactions on Control of Network Systems, 2017

Conference Articles (peer-reviewed)

1. WEB

   Aggregation and disaggregation of distributed flexibility for transmission network needs: a conceptual framework

   Md Umar Hashmi, Brida V Mbuwir, Hussain Kazmi, and 2 more authors

   In IET Conference Proceedings CP922, 2025
2. arXiv WEB

   Optimization Proxies using Limited Labeled Data and Training Time–A Semi-Supervised Bayesian Neural Network Approach

   Parikshit Pareek, Abhijith Jayakumar, Kaarthik Sundar, and 2 more authors

   In International Conference on Machine Learning, 2025
3. WEB

   Power flow approximations for multiphase distribution networks using Gaussian processes

   Daniel Glover, Parikshit Pareek, Deepjyoti Deka, and 1 more author

   In 2025 IEEE Power & Energy Society General Meeting (PESGM), 2025
4. WEB

   Contributions of Individual Generators to Nodal Carbon Emissions

   Yize Chen, Deepjyoti Deka, and Yuanyuan Shi

   In ACM e-Energy, 2024
5. WEB

   Mitigating the Impact of Uncertain Wildfire Risk on Power Grids through Topology Control

   Yuqi Zhou, Kaarthik Sundar, Hao Zhu, and 1 more author

   In International Conference on Probabilistic Methods Applied to Power Systems (PMAPS), 2024
6. arXiv WEB

   Information Theoretically Optimal Sample Complexity of Learning Dynamical Directed Acyclic Graphs

   Mishfad Shaikh Veedu, Deepjyoti Deka, and Murti Salapaka

   In International Conference on Artificial Intelligence and Statistics, 2024
7. WEB

   Fast Data-Driven Chance Constrained AC-OPF Using Hybrid Sparse Gaussian Processes

   Mile Mitrovic, Aleksandr Lukashevich, Petr Vorobev, and 3 more authors

   In IEEE PowerTech, Belgrade, 2023
8. WEB

   Efficient and passive learning of networked dynamical systems driven by non-white exogenous inputs

   Harish Doddi, Deepjyoti Deka, Saurav Talukdar, and 1 more author

   In International Conference on Artificial Intelligence and Statistics, 2022
9. WEB

   Physics-conditioned generative adversarial networks for state estimation in active power distribution systems with low observability

   Mohasinina Kamal, Wenting Li, Deepjyoti Deka, and 1 more author

   In 2022 International Conference on Smart Grid Synchronized Measurements and Analytics (SGSMA), 2022
10. WEB

    PPGN: Physics-Preserved Graph Networks for Real-Time Fault Location in Distribution Systems with Limited Observation and Labels

    Wenting Li, and Deepjyoti Deka

    In Hawaii International Conference on System Sciences, 2022
11. WEB

    Real-time anomaly detection and classification in streaming PMU data

    Christopher Hannon, Deepjyoti Deka, Dong Jin, and 2 more authors

    In 2021 IEEE Madrid PowerTech, 2021
12. WEB

    Physics-Informed Learning for High Impedance Faults Detection

    Wenting Li, and Deepjyoti Deka

    In IEEE Powertech, 2021
13. Using Transient Pipeline Simulation to Evaluate Electric Power Generation Reliability

    Ignacio Losada Carreno, Anna Scaglione, Anthony Giacomoni, and 3 more authors

    In PSIG Annual Meeting, 2021
14. WEB

    Detecting anomalies using overlapping electrical measurements in smart power grids

    Sina Sontowski, Nigel Lawrence, Deepjyoti Deka, and 1 more author

    In 2021 IEEE International Conference on Big Data (Big Data), 2021
15. WEB

    Energy Storage Optimization for Grid Reliability

    Md Umar Hashmi, Deepjyoti Deka, Lucas Pereira, and 1 more author

    In Proceedings of the Eleventh ACM International Conference on Future Energy Systems, 2020
16. WEB

    Learning partially observed meshed distribution grids

    Harish Doddi, Deepjyoti Deka, and Murti Salapaka

    In 2020 International Conference on Probabilistic Methods Applied to Power Systems (PMAPS), 2020
17. WEB

    Designing Power Grid Topologies for Minimizing Network Disturbances: An Exact MILP Formulation

    Siddharth Bhela, Deepjyoti Deka, Harsha Nagarajan, and 1 more author

    In 2019 American Control Conference (ACC), 2019
18. WEB

    Learning for DC-OPF: Classifying active sets using neural nets

    Deepjyoti Deka, and Sidhant Misra

    In 2019 IEEE Milan PowerTech, 2019
19. WEB

    Stochastic battery operations using deep neural networks

    Yize Chen, Md Umar Hashmi, Deepjyoti Deka, and 1 more author

    In IEEE ISGT NA 2019-Innovative Smart Grid Technologies Conference, 2019
20. WEB

    Exact topology learning in a network of cyclostationary processes

    Harish Doddi, Saurav Talukdar, Deepjyoti Deka, and 1 more author

    In 2019 American Control Conference (ACC), 2019
21. WEB

    Co-optimizing energy storage for prosumers using convex relaxations

    Md Umar Hashmi, Deepjyoti Deka, Ana Busic, and 2 more authors

    In 2019 International Conference on Intelligent System Application to Power Systems (ISAP), 2019
22. WEB

    Chance-constrained ADMM approach for decentralized control of distributed energy resources

    Ali Hassan, Yury Dvorkin, Deepjyoti Deka, and 1 more author

    In 2018 Power Systems Computation Conference (PSCC), 2018
23. WEB

    Exact topology and parameter estimation in distribution grids with minimal observability

    Seiun Park, Deepjyoti Deka, and Michael Chcrtkov

    In 2018 power systems computation conference (PSCC), 2018
24. WEB

    Online learning of power transmission dynamics

    Andrey Y Lokhov, Marc Vuffray, Dmitry Shemetov, and 2 more authors

    In 2018 Power Systems Computation Conference (PSCC), 2018
25. WEB

    Optimal ensemble control of loads in distribution grids with network constraints

    Michael Chertkov, Deepjyoti Deka, and Yury Dvorkin

    In 2018 Power Systems Computation Conference (PSCC), 2018
26. WEB

    Topology learning of radial dynamical systems with latent nodes

    Saurav Talukdar, Deepjyoti Deka, Michael Chertkov, and 1 more author

    In 2018 Annual American Control Conference (ACC), 2018
27. WEB

    Is machine learning in power systems vulnerable\?

    Yize Chen, Yushi Tan, and Deepjyoti Deka

    In 2018 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), 2018
28. WEB

    Data-driven identification of a thermal network in multi-zone building

    Harish Doddi, Saurav Talukdar, Deepjyoti Deka, and 1 more author

    In 2018 IEEE Conference on Decision and Control (CDC), 2018
29. WEB

    Uncovering power transmission dynamic model from incomplete pmu observations

    Andrey Y Lokhov, Deepjyoti Deka, Marc Vuffray, and 1 more author

    In 2018 IEEE Conference on Decision and Control (CDC), 2018
30. WEB

    Learning in power distribution grids under correlated injections

    Sejun Park, Deepjyoti Deka, and  others

    In 2018 52nd Asilomar Conference on Signals, Systems, and Computers, 2018
31. arXiv WEB

    Optimal topology design for disturbance minimization in power grids

    Deepjyoti Deka, Harsha Nagarajan, and Scott Backhaus

    In 2017 American Control Conference (ACC), 2017
32. arXiv WEB

    Exact topology reconstruction of radial dynamical systems with applications to distribution system of the power grid

    Saurav Talukdar, Deepjyoti Deka, Donatello Materassi, and 1 more author

    In 2017 American Control Conference (ACC), 2017
33. WEB

    Learning exact topology of a loopy power grid from ambient dynamics

    Saurav Talukdar, Deepjyoti Deka, Blake Lundstrom, and 2 more authors

    In Proceedings of the eighth international conference on future energy systems, 2017
34. WEB

    State and noise covariance estimation in power grids using limited nodal pmus

    Deepjyoti Deka, Armin Zare, Andrey Lokhov, and 2 more authors

    In 2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP), 2017
35. WEB

    Learning the exact topology of undirected consensus networks

    Saurav Talukdar, Deepjyoti Deka, Sandeep Attree, and 2 more authors

    In 2017 IEEE 56th Annual Conference on Decision and Control (CDC), 2017
36. WEB

    Integrated multi-scale data analytics and machine learning for the distribution grid

    Emma M Stewart, Philip Top, Michael Chertkov, and 8 more authors

    In 2017 IEEE International Conference on Smart Grid Communications (SmartGridComm), 2017
37. WEB

    Estimating topology and injection statistics in distribution grids with hidden nodes

    Deepjyoti Deka, Michael Chertkov, and Scott Backhaus

    In 2017 IEEE International Conference on Smart Grid Communications (SmartGridComm), 2017
38. Topology estimation in bulk power grids: Theoretical guarantees and limits

    D Deka , M Chertkov, S Talukdar, and 1 more author

    In Bulk Power Systems Dynamics and Control Symposium-IREP, 2017
39. arXiv WEB

    Jamming aided generalized data attacks: Exposing vulnerabilities in secure estimation

    Deepjyoti Deka, Ross Baldick, and Sriram Vishwanath

    In 2016 49th Hawaii International Conference on System Sciences (HICSS), 2016
40. arXiv WEB

    Estimating distribution grid topologies: A graphical learning based approach

    Deepjyoti Deka, Scott Backhaus, and Michael Chertkov

    In 2016 Power Systems Computation Conference (PSCC), 2016
41. WEB

    Learning topology of the power distribution grid with and without missing data

    Deepjyoti Deka, Scott Backhaus, and Michael Chertkov

    In 2016 European Control Conference (ECC), 2016
42. WEB

    Tractable structure learning in radial physical flow networks

    Deepjyoti Deka, Scott Backhaus, and Michael Chertkov

    In 2016 IEEE 55th Conference on Decision and Control (CDC), 2016
43. arXiv WEB

    Learning topology of distribution grids using only terminal node measurements

    Deepjyoti Deka, Scott Backhaus, and Michael Chertkov

    In 2016 IEEE International Conference on Smart Grid Communications (SmartGridComm), 2016
44. arXiv WEB

    Data attacks on power grids: Leveraging detection

    Deepjyoti Deka, Ross Baldick, and Sriram Vishwanath

    In 2015 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT), 2015
45. arXiv WEB

    One breaker is enough: Hidden topology attacks on power grids

    Deepjyoti Deka, Ross Baldick, and Sriram Vishwanath

    In 2015 IEEE Power & Energy Society General Meeting, 2015
46. arXiv WEB

    Optimal data attacks on power grids: Leveraging detection & measurement jamming

    Deepjyoti Deka, Ross Baldick, and Sriram Vishwanath

    In 2015 IEEE International Conference on Smart Grid Communications (SmartGridComm), 2015
47. WEB

    Structural vulnerability of power grids to disasters: Bounds and reinforcement measures

    Deepjyoti Deka, and Sriram Vishwanath

    In 2015 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT), 2015
48. WEB

    Optimal hidden SCADA attacks on power grid: A graph theoretic approach

    Deepjyoti Deka, Ross Baldick, and Sriram Vishwanath

    In 2014 International conference on computing, networking and communications (ICNC), 2014
49. WEB

    Data attack on strategic buses in the power grid: Design and protection

    Deepjyoti Deka, Ross Baldick, and Sriram Vishwanath

    In 2014 IEEE PES General Meeting, 2014
50. WEB

    Attacking power grids with secure meters: The case for breakers and jammers

    Deepjyoti Deka, Ross Baldick, and Sriram Vishwanath

    In 2014 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), 2014
51. WEB

    Generative growth model for power grids

    Deepjyoti Deka, and Sriram Vishwanath

    In 2013 International Conference on Signal-Image Technology & Internet-Based Systems, 2013
52. WEB

    PMU placement and error control using belief propagation

    Deepjyoti Deka, and Sriram Vishwanath

    In 2011 IEEE International Conference on Smart Grid Communications (SmartGridComm), 2011

Book Chapters & Tech Reports

1. WEB

   Topology detection in distribution networks with machine learning

   Deepjyoti Deka, and Michael Chertkov

   In Big data application in power systems, 2024
2. WEB

   Synchro-Waveform Measurements and Data Analytics in Power Systems

   H Mohsenian-Rad, JY Joo, M Balestrieri, and 8 more authors

   In , 2024

   IEEE PES Technical Report
3. Synchronized measurements and their applications in distribution systems: An update

   Reza Arghandeh, Mohini Bariya, George Cotter, and 4 more authors

   In , 2020
4. arXiv WEB

   Ensemble Control of Cycling Energy Loads: Markov Decision Approach

   Michael Chertkov, Vladimir Y Chernyak, and Deepjyoti Deka

   In Energy Markets and Responsive Grids, 2018
5. Synchrophasor Monitoring for Distribution Systems: Technical Foundations and Applications

   Reza Arghandeh, Mohini Bariya, George Cotter, and 4 more authors

   In , 2018
6. WEB

   Integrated Multi Scale Data Analytics and Machine Learning for the Grid: Benchmarking Algorithms and Data Quality Analysis

   Emma Stewart, Karthik Chellappan, Scott Backhaus, and 7 more authors

   In , 2018
7. WEB

   Integrated multi-scale data analytics and machine learning for the distribution grid and building-to-grid interface

   Emma M Stewart, Val Hendrix, Michael Chertkov, and 1 more author

   In , 2017