Sayanti Mukherjee

PhD

Dr. Mukherjee.

Sayanti Mukherjee

PhD

Sayanti Mukherjee

PhD

Research Topics

Operations research and analytics, Energy resilience and sustainability, Climate change impact assessment, Risk analysis and uncertainty modeling, Economic impact assessment, Disaster risk reduction, Growth econometrics and disaster impacts, Risk-informed decision analysis

Biography Publications Teaching Research Latest News

Refereed Journals

Published / Forthcoming

  1. Wei, Z.; and Mukherjee, S.(2023). ”Analyzing and forecasting service demands using human mobility data: A two-stage predictive framework with decomposition and multivariate analysis”, Expert Systems With Applications (Elsevier, IF: 8.67) (in press).
  2. Ganguly, P.; and Mukherjee, S.(2023). “A Simulation-based Hybrid Generalized Framework to Model Vulnerability of Interdependent Critical Infrastructure Systems Under Incomplete Information”, Computer-Aided Civil and Infrastructure Engineering (Wiley, IF 11.7); April 2023; pp. 1–23. 
  3. Wei, Z.; and Mukherjee, S.(2023). “Examining Income Segregation within Activity Spaces Under Natural Disaster Using Dynamic Mobility Network”, Sustainable Cities and Society (Elsevier, IF 10.696); Volume 91, April 2023, 104408
  4. Mukherjee, S., Shucard, J., Rintamaki, L., Wei, Z., Carlasare, L., and Sinsky, C. (2022). “A statistical learning approach to evaluate factors associated with post-traumatic stress symptoms in physicians: Insights from the COVID-19 pandemic”, IEEE Access (IEEE, IF 3.367); 10, 114434-114454
  5. Wei, Z., Narin, A. B., and Mukherjee, S.(2022). “Multidimensional population health modeling: a data-driven multivariate statistical learning approach”, IEEE Access (IEEE, IF 3.367), 10, 22737-22755
  6. Obringer, R.; Nateghi, R.; Maia-Silva, D.; Mukherjee, S.; CR, Vineeth.; McRoberts, DB; and Kumar, R. (2021) “Implications of increasing household air conditioning use across the United States under a warming climate”, Earth’s Future (American Geophysical Union Publisher, IF 8.85)
  7. Mukherjee, S.; and Wei, Z.(2021). “Suicide disparities across urban and suburban areas in the U.S.: A comparative assessment of socio-environmental factors using a data-driven predictive approach”, PLoS ONE 16(11): e0258824 (Public Library of Science, IF 3.752)
  8. Masoudvaziri, N., Ganguly, P., Mukherjee, S., Sun, K. (2021) ”Impact of geophysical and anthropogenic factors on wildfire size: A spatiotemporal data-driven risk assessment approach using statistical learning”, Stochastic Environmental Research and Risk Assessment journal (Elsevier, IF 3.97)
  9. Mukherjee, S.; Boamah, E.F.; Ganguly, P.; and Botchwey, N.; (2021) “Towards resilient mental wellbeing in cities: A data-driven learning from mental health-environment nexus”, Nature Scientific Reports, 11, 17548 (2021) (Nature Publisher, IF 4.996)
  10. Fontecha, J.E.; Agarwal, P.; Torres, M.N.; Mukherjee, S., Walteros, J., and Rodriguez, J.P., (2021). “A two-stage data-driven spatiotemporal analysis to predict failure-risk of urban sewer systems leveraging machine learning algorithms”, Risk Analysis (Wiley, IF 4.302)
  11. Ganguly, P. and Mukherjee, S.(2021). “A Multifaceted Risk Assessment Approach Using Statistical Learning to Evaluate Socio-environmental Factors Associated with Regional Felony and Misdemeanor Rates”, Physica A: Statistical Mechanics and its Applications (Elsevier Publisher, IF 3.263); Volume 574, 15 July 2021, 125984
  12. Wei, Z. and Mukherjee, S.(2020). “Health-behaviors associated with the growing risk of adolescent suicide attempts: A data-driven cross-sectional study”, Journal of Health Promotion Research (Sage Publisher, IF 3.028), PMID: 33297721
  13. Obringer, R., Mukherjee, S., and Nateghi, R. (2020). “Evaluating climate sensitivity of coupled electricity-natural gas demands using a multivariate framework”, Applied Energy (Elsevier, IF 11.446); Volume 262, 15 March 2020, 114419
  14. Alipour, P., Mukherjee, S., and Nateghi, R. (2019). “Assessing climate sensitivity of peak electricity load for resilient power systems planning and operation: A study applied to the Texas region”, Energy (Elsevier, IF 8.857); Volume 185, pp 1143-1153
  15. Mukherjee, S., Vineeth, CR., and Nateghi, R. (2019). ”Evaluating regional climate-electricity demand nexus: A composite Bayesian predictive framework”, Applied Energy (Elsevier, IF 11.446); Volume 235, 1 February 2019, Pages 1561-1582
  16. Raymond, L., Gotham, D., McClain, W., Mukherjee, S., Nateghi, R., Preckel, P., Schubert, P. J., Singh, S., Wachs, L., (2019). “Projected Climate Change Impacts on Indiana’s Energy Demand and Supply”, Climatic Change (Springer, IF 6.059); ISSN 1573-1480 (online), 0165-0009 (print)
  17. Mukherjee, S. and Nateghi, R. (2018). “A data-driven approach to assess supply inadequacy risks related to climate-sensitive electricity demand”, Risk Analysis (accepted)
  18. Mukherjee, S., Nateghi, R. and Hastak, M. (2018). “Data on Severe Weather-Induced Major Power Outage Risks in the U.S.”, Data in Brief (DIB) (in press) 
  19. Mukherjee, S., Nateghi, R. and Hastak, M. (2018). “A Multi-Hazard Approach to Assess Severe Weather-Induced Major Power Outage Risks in the U.S.”, Reliability Engineering and System Safety (RESS), Vol 175, July 2018, pp. 283-305
  20. Mukherjee, S. and Nateghi, R. (2017). “Climate sensitivity of end-use electricity consumption in the built environment: An application to the state of Florida, United States”, Energy, Vol 128, pp. 688-700
  21. Mukherjee, S. and Nateghi, R. (2017). “Climate, Weather, Socio-economic and Electricity Usage Data for the Residential and Commercial Sectors in FL, U.S.”, Data in Brief, Vol 13, August 2017, pp. 192-195
  22. Mukherjee, S., and Hastak, M (2017). “A novel methodological approach to estimate the impact of natural disaster on country-level economic growth.”, International Journal of Disaster Risk Science; Vol 9, Issue 1, pp. 74-85;
  23. Nateghi, R. and Mukherjee, S. (2017). “A multi-paradigm framework to assess the impacts of climate change on end-use energy demand”, PLoS ONE; 12(11): e0188033. 
  24. Mukherjee, S., Halligan, J., and Hastak, M. (2016). “Assessment of major causes: Nuclear power plant disasters since 1950”, International Journal of Disaster Resilience in the Built Environment, Vol 7, Issue 5, pp. 521-543

Under review

  1. Wei, Z., and Mukherjee, S. (2023). ”An integrated approach to analyze equitable access to food stores under disasters from human mobility patterns”, Risk Analysis (Wiley, IF: 4.3).
  2. Hunt, K., Behlendorf, B., Wang, S., Mukherjee, S., and Zhuang, J. (2023). “Near-repeat Terrorism: Identifying and Analyzing the Spatiotemporal Attack Patterns of Major Terrorist Organizations”, Expert Systems With Applications (Elsevier, IF: 8.67)
  3. Ganguly, P., Mukherjee, S., Walteros, J., and Herrera, L. (2023). ”A Three Level Framework to Improve Resiliency of Electricity Distribution System Under Wildfire Scenario: A Worst Case Analysis”, European Journal of Operational Research (EJOR) (Elsevier, IF: 5.334)

In preparation

  1. Jose, E. and Mukherjee, S.. “Assessing Crime Risk on Women in Developing Countries: A Data-Driven Statistical Learning Approach”, Physica A: Statistical Mechanics and its Applications.
  2. Ganguly, P., Sharma, Y., Mukherjee, S. (2023). “A Deep Learning Based Wildfire-induced Infrastructure Failure Risk Map and Validating their Feasibility Using Generative Adversarial Network Algorithm”, Nature Machine Learning.
  3. Ganguly, P., and Mukherjee, S. (2023). “A transformer-based neural network architecture for multi-variate time series prediction with spatiotemporal correlation.”, Applied Energy.
  4. Ganguly, P., Mukherjee, S., Ramirez-Rios, D., Walteros, J. (2023). “Towards Equity Driven Resilience Enhancement of Interdependent Infrastructure System: A Case Study for Hurricane Fiona.”, Production and Operations Management Society (POMS).

CONFERENCE PROCEEDINGS & PRESENTATIONS

  1. Wei, Z., Mukherjee, S., and Chen, J. (2023) “Forecasting spatiotemporal variations in emergency shelter demand leveraging human mobility data: A data-centric multivariate framework”, Proceedings of the IISE Annual Conference & Expo 2022, New Orleans, LA; May 19-23, 2023 (secured the 2nd place in Best Track Paper and Best Student Paper competitions by the Work Systems Track)
  2. Wei, Z., and Mukherjee, S.(2022) “Mapping Human Mobility Variation and Identifying Critical Services During a Disaster Using Dynamic Mobility Network”, Proceedings of the IISE Annual Conference & Expo 2022, Seattle, WA; May 22-25, 2022 (selected as the best student paper finalist by the Data Analytics & Information Systems (DAIS) Track)
  3. Ganguly, P., and Mukherjee, S.(2021). “Understanding Wildfire Induced Risk on Interconnected Infrastructure Systems Using a Bow-Tie Model and Self Organizing Maps”, Proceedings of the 31st European Safety and Reliability Conference (ESREL 2021), France Angers, September 19-23, 2021
  4. Mukherjee, S.; Botchwey, N.; Boamah, E.F. (2020) “Towards resilient mental wellbeing in cities: A data-driven learning from mental health-environment nexus”, Proceedings of the 30th European Safety and Reliability Conference (ESREL 2020), Venice Italy, November 1-6, 2020
  5. Masoudvaziri, N., Ganguly, P., Mukherjee, S., Sun, K. (2020) “An integrated risk-informed decision framework to minimize wildfires-induced power outage risks”, Proceedings of the 30th European Safety and Reliability Conference (ESREL 2020), Venice Italy, November 1-6, 2020;
  6. Yoon, S., Mukherjee, S., and Hastak, M. (2019). ”Evaluating natural hazard-induced electricity sector inoperability leveraging data-driven statistical learning approach”, Proceedings
  7. Mukherjee, S. and Nateghi, R. (2018). "Modeling supply inadequacy risks in the regional electricity sector under climate change scenarios", Society for Risk Analysis (SRA) 2018 Annual Meeting Conference, New Orleans LA, December 2-6, 2018  (Abstract submitted for poster)
  8. Mukherjee, S., CR, V., and Nateghi, R. (2018). "A Comparative Analysis of Climate Sensitivities of High- and Moderate- Intensity Regional Electricity Demands", Society for Risk Analysis (SRA) 2018 Annual Meeting Conference, New Orleans LA, December 2-6, 2018  (Abstract submitted for presentation)
  9. Alipour, P., Mukherjee, S. and Nateghi, R. (2018). "Impact of climate model uncertainties in projecting long-term regional energy demand", 2018 INFORMS Annual Meeting Conference, Phoenix AZ, November 4-7, 2018 (Abstract submitted)
  10. Mukherjee, S., Nateghi, R. and Hastak, M. (2018). "Modeling Risks of Extreme Weather Induced Power Outages", 2018 INFORMS Annual Meeting Conference, November 4-7, 2018 (Abstract submitted)
  11. Mukherjee, S. and Nateghi, R. (2018). “Estimating Climate—Demand Nexus to Support Long-term Adequacy Planning in the Energy Sector”, IEEE Power and Energy Society General Meeting at Chicago, 2017, July 16-20, 2017 [Paper acceptance rate: 10%]: Selected among the best conference papers
  12. Mukherjee, S., Yoon, S., and Hastak, M. (2017). “Implementing Intelligent Planning Unit (IPU) Concept for Optimized Electricity Demand Management in the Complex Built Environment”, 6th CSCE/ASCE/CRC International Construction Specialty Conference 2017; May 31 – June 3, 2017, Vancouver, Canada
  13. Kang, K., Mukherjee, S., and Hastak, M. (2017). “A Framework for Analyzing Multidimensional Infrastructure Supply Chain and Business Continuity Plans to Enhance City-Level Resilience” 10th Anniversary Homeland Defense / Security Education Summit, March 2017, Arlington VA 
  14. Mukherjee, S. and Hastak, M. (2017). “Optimal selection of transmission line rehabilitation strategies to minimize power transmission costs”, PMI Project Management Research & Academic Conference 2017; 2nd – 4th March 2017, IIT Delhi, India**: Awarded Best Jury Award
  15. Mukherjee, S., and Hastak, M. (2016). “Risk of natural disasters on economic growth of a country: A random parameter panel-data analysis” Proceedings of the 12th International Conference of International Institute for Infrastructure Resilience and Reconstruction, IIIRR/011, August 5th – 7th, Peradeniya, Sri Lanka, pp. 29-37 
  16. Mukherjee, S., and Hastak, M. (2016). “Sustainability in context of resilience enhancement and capacity building strategies”, 6th International Conference on Building Resilience, Sept. 7th – 9th, 2016, Auckland, NZ
  17. Ji, R., Liu, K., Nantung, T., Mukherjee, S. and Hastak, M. (2016). “Numerical modeling for sealed and unsealed pavement drainage performance: case study on US-24”, Transportation Research Board 95th Annual Meeting, Washington D.C. January 10-14, 2016 
  18. Mukherjee, S., and Hastak, M. (2016). “Public Utility Commissions to Foster Resilience Investment in Power Grid Infrastructure.” Procedia - Social and Behavioral Sciences, JOUR, 218, 5–12. 
  19. Mukherjee, S., Hassan, M.E. and Shafaat, A. (2015). “Developing a system-of-system framework for an integrated transportation system using system dynamics”. Proceedings of the 5th International / 11th Construction Specialty Conference (CSCE), June 8-10, 2015. (1323-1332). Vancouver, British Columbia
  20. Mukherjee, S., Hastak, M., and Halligan, J. (2014). “Compare and contrast major nuclear power plant disasters: lessons learned from the past”. In Randy R. Rapp & William Harland (Eds.), Proceedings of the 10th International Conference of the International Institute for Infrastructure Resilience and Reconstruction (I3R2) 20-22 May 2014. (163-169). West Lafayette, Indiana: Purdue University**
  21. Mukherjee, S., Shane, J., and Strong, K. (2012). “Safety risk analysis and proposing risk mitigation strategies for operations and maintenance activities in highways”, Construction Research Congress 2012, Purdue University, West Lafayette, IN 
  22. Mukherjee, S., Shane, J.S., and Strong, K.S. (2012). “Identification and assessment of risks involved in operations and maintenance activities on highways – Crash data analysis and development of severity-frequency lists”, Transportation Research Board 91st Annual Meeting, Washington D.C.
  23. Mukherjee, S., Shane, J.S., and Strong, K.C. (2011). “Implementing an enterprise project management system in a large, multidisciplinary engineering consulting firm”, Engineering Project Organization Conference (EPOC 2011), Estes Park, CO. ** 

**Presented as a speaker at the conferences

THESIS

  1. Mukherjee, S. "Towards a resilient grid: A risk-based decision analysis incorporating the impacts of the severe weather-induced power outages" Ph.D. Dissertation (2017)
  2. Mukherjee, S. "Identification, assessment and proposing mitigation strategies for the risks involved in operations and maintenance activities on highways-crash data analysis and development of integrated risk management model." M.S. Thesis (2011)

RESEARCH REPORTS

  1. Gotham, D., Mukherjee, S., Nateghi, R., Preckel, P., Raymond, L., Wachs, L., Singh, S. (2017). “Climate Change Impacts on Indiana’s Energy Demand and Supply”, IN-CCIA Report to be submitted to the Indiana State Government [Authors in alphabetical order].
  2. Strong, K.C., Shane, J.S., Mukherjee, S., and Mathes, J. (2011). “Risk Mitigation Strategies for Operations and Maintenance Activities”, IHRB Project TR-627, Final report October 2011

*An accessible version of this document is available upon request.