People

Saurabh Amin

Saurabh Amin
  • Title Associate Professor of Civil and Environmental Engineering, Affiliate Faculty, Institute for Data, Systems and Society, Principal Investigator, Laboratory for Information, and Decision Systems
  • Email amins@mit.edu
  • Faculties Resilient Systems & Mobility
  • Address Room 1-241 77 Massachusetts Avenue Cambridge, MA, 02139
  • Telephone 617.253.8003
  • Research Website https://resil.mit.edu
  • Assistant Genevieve Wallace / gw3@mit.edu

View Publications

Affiliations

Education

  • B.Tech. 2002, Indian Institute of Technology (IIT) Roorkee
  • M.S. 2004, University of Texas (UT) Austin
  • Ph.D. 2011, University of California (UC) Berkeley

Research Interests

My research focuses on the design of control of infrastructure systems using game theory and optimization in networks. My group works on three main areas: (1) Resilient network control; (2) Information systems and incentive design; (3) Optimal resource allocation in large-scale infrastructure systems. By focusing on important questions in the domains of highway transportation, electric power distribution, and urban water networks, we develop new theory and design tools for improving the performance of critical infrastructure systems in the face of disruptions, both stochastic and adversarial.

Our agenda is to design network monitoring and control algorithms and economic incentive schemes that help infrastructure users and operators make optimal decisions in the presence of uncertainties. This agenda is supported by our approach to: (i) model the cyber-physical interactions in infrastructures and assess their vulnerabilities; (ii) develop tools to detect and respond to both local and network-level failures; and (iii) design incentive schemes that improve the aggregate levels of public good, while accounting for the dependencies and private information among strategic entities.

Teaching Interests

  • 1.008 Engineering Solutions to Societal Challenges
  • 1.020 Engineering Sustainability: Analysis and Design
  • 1.024/224 Machine Learning for Sustainable Systems
  • 1.208 Resilient Networks
  • 1.013 Senior Civil and Environmental Engineering Design (systems core advisor)

Awards and Honors

  • C3.ai Digital Transformation Institute Research Award, 2020
  • MIT, Ole Madsen Mentoring Award for contributions to inspiring, mentoring & educating students, 2020
  • MIT, Energy Initiative Research Award, 2020
  • National Academy of Engineering, China-America Frontiers of Engineering Symposium, speaker, 2019
  • MIT, Robert N. Noyce Career Development Professor, 2015-2018
  • Google, Faculty Research Award, 2015
  • National Science Foundation Faculty Early Career Development (CAREER) Award, 2015
  • Siebel Energy Institute, Research Award, 2015
  • MIT, Solomon Buchsbaum AT&T Research Fund Award, 2012

Selected Publications

  1. M. Dahan, L. Sela, and S. Amin, Network Inspection for Detecting Strategic Attacks, Operations Research (forthcoming), Mar 2021.
  2. D. Shelar, S. Amin, and I. Hiskens, Evaluating Resilience of Electricity Distribution Networks via A Modification of Generalized Benders Decomposition MethodIEEE Transactions on Control of Network Systems, Feb 2021.
  3. L. Jin, M. Čičić, K. H. Johansson, and S. Amin, Analysis and Design of Vehicle Platooning Operations on Mixed-Traffic Highways, IEEE Transactions on Automatic Control, Oct 2020.
  4. M. Dahan, S. Amin, and P. Jaillet, Probability Distributions on Partially Ordered Sets and Network Interdiction Games, Mathematics of Operations Research, Nov 2020.
  5. M. Wu, S. Amin, and A. E. Ozdaglar, Value of Information in Bayesian Routing GamesOperations Research, vol. 69, no. 1, Dec 2020.
  6. M. Wu and S. Amin, Securing Infrastructure Facilities: When does Proactive Defense Help?Dynamic Games and Applications, Dec 2019.
  7. J. Gaudio, S. Amin, and P. Jaillet, Exponential Convergence Rates for Stochastically Ordered Markov Processes under PerturbationSystems and Control Letters, vol. 133, Nov 2019.
  8. L. Jin and S. Amin, Analysis of a Stochastic Switching Model of Freeway Traffic IncidentsIEEE Transactions on Automatic Control, vol. 64., no. 3, Mar 2019.
  9. A. C. Lee, M. Dahan, A. J. Weinert, and S. Amin, Leveraging sUAS for Infrastructure Network Exploration and Failure IsolationJournal of Intelligent & Robotic Systems, Feb 2019.
  10. L. Jin and S. Amin, Stability of Fluid Queueing Systems with Parallel Servers and Stochastic CapacitiesIEEE Transactions on Automatic Control, vol. 63, no. 11, Nov 2018.
  11. L. Sela and S. Amin,  Robust Sensor Placement for Pipeline Monitoring: Mixed Integer and Greedy OptimizationAdvanced Engineering Informatics, vol. 36, April 2018
  12. Z. Khan and S. Amin, Bottleneck Model with Heterogeneous InformationTransportation Research Part B: Methodological, vol. 112, Jun 2018.
  13. D. Shelar, S. Amin, and I. Hiskens,  Toward Resilience-Aware Resource Allocation and Dispatch in Electricity Distribution NetworksEnergy Markets and Responsive Grids. The IMA Volumes in Mathematics and its Applications, 2018. 
  14. D. Shelar and S. Amin, Security assessment of electricity distribution networks under DER Node compromisesIEEE Transactions on Control of Network Systems, vol. 4, no. 1, Mar 2017.
  15. L. Sela, W. Abbas, X. Koutsoukos, and S. Amin, Sensor placement for fault location identification in water networks: A minimum test cover approachAutomatica, vol. 72, Oct 2016.
  16. L. Sela and S. Amin, Control of water systems: a geometric programming approachWater Resources Research, vol. 51, no. 10, Oct 2015.
  17. S. Amin, G. A. Schwartz, A. A. Cardenas, and S. S. Sastry,  Game-theoretic models of electricity theft detection in smart utility networks: providing new capabilities with advanced metering infrastructureIEEE Control Systems, vol. 35, no. 1, Feb 2015.
  18. W. Krichene, J. Reilly, S. Amin, and A. M. Bayen, Stackelberg routing on parallel networks with horizontal queuesIEEE Transactions on Automatic Control, vol. 59, no. 3, Mar 2014.
  19. P. Loiseau, G. A. Schwartz, J. Musacchio, S. Amin, and S. S. Sastry, Incentive mechanisms for internet congestion management: Fixed-budget rebate versus time-of-day pricingIEEE-ACM Transactions on Networking, vol. 22, no. 2, Apr2014.
  20. S. Amin, X. Litrico, S. S. Sastry, and A. M. Bayen, Cyber security of water SCADA systems—Part II: Attack detection using enhanced hydrodynamic modelsIEEE Transactions on Control Systems Technology (TCST), vol. 21, no. 5, 2013.
  21. S. Amin, X. Litrico, S.S. Sastry, and A. M. Bayen, Cyber security of water SCADA systems – Part I: Analysis and experimentation of stealthy deception attacksIEEE Transactions on Control Systems Technology, vol. 21, no. 5, 2013.
  22. S. Amin, G. A. Schwartz, and S. S. Sastry, Security of interdependent and identical networked control systemsAutomatica, vol. 49, no. 1, Jan. 2013.
  23. S. Amin, F. M. Hante, and A. M. Bayen, Exponential stability of switched linear hyperbolic initial-boundary value problemsIEEE Transactions on Automatic Control, vol. 57, no. 2, Feb. 2012.
  24. S. Amin, A.A. Cardenas, and S.S. Sastry, Safe and secure networked control systems under denial-of-service attacks, Conf. on Hybrid Systems: Computation and Control, 2009.
  25. S. Amin, A. Abate, M. Prandini, J. Lygeros, and S.S. Sastry, Reachability analysis for controlled discrete time stochastic hybrid systems, Conf. on Hybrid Systems: Computation and Control, 2006.