The Sustainability and Data Sciences Laboratory (SDS Lab) develops novel insights in the interdisciplinary sciences of climate extremes and the engineering principles of networked lifelines to inform adaptation and policy. Physics-integrated spatiotemporal machine learning and nonlinear dynamics, especially from large-scale numerical model-simulations and remote or in-situ sensor data, enable the discovery of new insights in climate extremes and uncertainty, while network sciences and optimization along with engineering or ecological principles aid in understanding infrastructural or ecosystem vulnerability. Decision sciences and policy imperatives are integrated in the scientific discovery and technological invention processes to embed stakeholder perspectives.

See our (Publications and Patents here) !

The SDS Lab, supported by the Civil and Environmental Engineering department at Northeastern University in Boston, MA, USA, is located right across the heart of the city across the Reflection Pool near the Prudential.

Product Development: The SDS Lab prides itself on the products, ranging from climate science discovery and novel engineering principles to peer-reviewed papers in top journals and highly selective conferences, as well as patents, text and edited books and chapters, besides connections with the private and public sectors, national laboratories and federal research organizations such as US DOE’s PNNL and ORNL and NASA Ames, along with local and city governments. The SDS Lab and its prior incarnation at ORNL has authored 65 peer-reviewed journal articles with 5 more in review, 7 highly-selective and 41 selective peer-reviewed conference papers for a total of 136 conference presentations, 3 books and 24 book chapters, 11 technical notes and delivered 96 invited talks. The SDS Lab has developed 2 US patents, one in climate risk and one in infrastructure resilience, 3 invention disclosures, and spawned a climate analytics startup called risQ. The SDS Lab PI (Auroop Ganguly), with his students, postdocs and visiting professors, have published in top disciplinary and interdisciplinary venues in climate science (such as Nature, PNAS, and Nature Climate Change), lifeline engineering (e.g., IEEE Transactions and ASCE) and data science (e.g., KDD and IJCAI) with best paper awards in ACM KDD and SIAM Data Mining as well as best poster awards at AGU and AMS, leading to citations in the United Nations intergovernmental and United States national reports, highlights in scientific venues such as the journal Nature and in the National Science Foundation media, invitations at UN panels and as author or co-author of focused sections, as well as quotes and citations in the national and global media. The SDS Lab does not have any long-standing connections or commitments to governmental or intergovernmental bodies of national or global bodies but has cultivated relations with private-public-government research and practice communities.

Workforce Contributions: Northeastern SDS Lab (and prior incarnation at ORNL) alums and research mentees of the SDS Lab PI have assumed key research and leadership roles in the private sector, government research institutes, and in academia. Our graduate and postgraduate alums are in US federal agencies such as NASA and in US national laboratories such as DOE’s ORNL and DOT’s VOLPE, as well as in niche and leadership roles in the US private sector in areas such as machine learning, risk modeling and engineering. One PhD alum is the co-founder and CEO of a growing climate analytics startup, while several other PhD or postgraduate as well as visiting faculty alums are in the US and Indian academia include award-winning professors at multiple campuses of the Indian Institute of Technology. Our undergraduate alums are spread across the private and public sectors and have been accepted in top graduate programs in the US, including MIT, Stanford, Berkeley and in rare occasions absorbed within Northeastern. A few of our graduate alums have chosen to join the finance and insurance sector.

Funding Grants: The SDS Lab has been and continues to be generously funded by US federal agencies such as NSF, DOD, NASA, DHS, DOE and DOE Labs. Occasional funding and in-kind support have been received from the private and public sectors. During the last 17 years as an independent researcher, first at US DOE’s Oak Ridge National Laboratory and now at Northeastern University, the total dollar value of the grants in which the PI Auroop Ganguly has taken part or continues to take part is of the order of US $25M. The PI has prior background in the private industry, including Oracle Corporation and a best-of-breed company called Demantra Inc. that was acquired by Oracle, and has co-founded two startups including risQ. The PI is currently a joint scientist at US DOE’s Pacific Northwest National Laboratory and the Chief Scientific Adviser at risQ. The students and postdocs, as well as visiting faculty, at the SDS Lab benefit from our strong experiential relationships with federal agencies such as NASA Ames and DOE Labs such as PNNL and ORNL, as well as the private and public sectors including the Lab spinout startup risQ.

Experiential Collaborators:


06. Oct 2021

Evan Kodra, SDS Lab alumnus and CEO of climate risk analytics startup risQ , delivers an invited keynote titled Climate Resilience from Academia to Startup at the Indian Institute of Technology (IIT) Bombay.

24. Sep 2021

A report on climate change and wildfires by SDS Lab spinout risQ gets acknowledged in an NBC News video on climate justice.

20. Sep 2021

SDS Lab PhD student Nishant Yadav starts an internship with the Hitachi AI Labs in Santa Clara, CA.

04. July 2021

Happy Fourth! Kate Duffy's PhD dissertation defense is on July 15 at noon Eastern. Join the public defense here. Her work at the intersection of climate-ecology broadly continues the theme of Daiwei Wang's Nature paper. Her work on deep emulation for satellite remote sensing is joint with NASA.

1. July 2021

Welcome Dr. Antonia Sohns and Dr. Sebastian Ruf as Postdoctoral Research Associates. Read their papers on participatory modeling and contagion spread respectively.

28. June 2021

Poulomi Ganguli's Scientific Reports paper, based on her postdoctoral research at the SDS Lab in the climate-water-energy nexus, is highlighted in an E&E News article.

1. June 2021

Stone Chen has moved back to Boston and will officially join the SDS Lab as a PhD student starting Fall 2021. See his prior collaborative work with the SDS Lab on physics-guided uncertainty quantification.

26. May 2021

Subimal Ghosh, a professor at the Indian Institute of Technology Bombay and a long time collaborator of the SDS Lab, gets AGU's prestigious DL Memorial award. Read a Nature Climate Change paper which resulted from Subimal's prior collaboration with the SDS Lab.

10. May 2021

Doctoral students Puja Das and Jack Watson start internships at NASA's Ames Research Center and US DOE's Pacific Northwest National Laboratory (PNNL) respectively.


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