RFID and Wireless IoT Technologies for Transportation Maintenance Operations and Asset Management. UVM CEMS Summer REU: June 1 - August 31, 2022, Faculty Advisor. Student: Jay Hwasung Jung. $4,000.

Online Game for Composing Ugly Music with Golomb Rulers. UVM FOUR SURF: June 1 - August 31, 2022, Faculty Advisor. Student: Nicholas Gibson. $4,500 stipend + $500 research expense.

Automatic Cleaning of Time Series Data from Environmental Sensors for Watershed Monitoring. USGS. June 1, 2022 - September 30, 2022. Co-PI. PI: James B. Shanley. Collaborator: Jeffrey S. Horsburgh. $49,436.

Rectification and Tie-Point Matching between Ground Photo Images and Satellite Images: A Proof-of-Concept Using Open Source Software. Vermont Space Grant Consortium: July 1, 2022 - June 30, 2023, Faculty Advisor. Graduate student: Jack Boynton. $32,000 stipend + tuition/health-insurance.

RFID and Wireless IoT Technologies for Transportation Maintenance Operations and Asset Management. Vermont Transportation Agency. October 1, 2021 - March 31, 2023, Co-PI. PI: Tian Xia. $89,654.

Assessing Citizen Science Labeling to Improve Training Data Quality for Land Cover Protocols within the GLOBE Observer Community. NASA. June 1, 2021 - December 31, 2022 (NCE), Science PI. Administrative PI: Bernard Cole. Science Co-PI: Gillian Galford. Co-I: Peter Nelson. $100,000.

An ecologically inspired human-machine intelligence approach to recognizing similitude in multi-scale watershed research. NSF: September 1, 2020 - August 31, 2023 (NCE), Co-PI. PI: Scott Hamshaw. Co-PIs: Donna Rizzo, Kristen Underwood, and Melissa Pespeni. $299,917.

Collaborative Research: Network Cluster: Using big data approaches to assess ecohydrological resilience across scales. NSF: September 1, 2020 - August 31, 2025, Co-PI. PI: Julia Perdrial. Co-PIs: Donna Rizzo, Kristen Underwood, and Regina Toolin. $3,199,116.

Citizen science online game and repository for aperture solutions and patterns. Vermont Space Consortium: June 1, 2020 - May 31, 2021, PI. NASA collaborator: Nargess Memarsadeghi. $24,999.

Privacy-preserving group dynamics analysis using existing wireless infrastructure. IBM Corp.: June 1, 2020 - May 30, 2021, PI. Co-PI: Wen Dong. IBM sponsor: John Cohn. $40,000.

Mediated alert of abnormal heartbeats from continuous ECG in real time -- a Pilot Study. UVM FOUR SURF: June 1 - August 31, 2020, Faculty Advisor. Student: Jack Boynton. $4,500 stipend + $500 research expense.

Space Grant Symposium on anomalies, extreme events and outlier problems in data science. Vermont NASA EPSCoR (Travel Grant): January 9 - May 31, 2020, PI. $1,630.

Radio frequency identification (RFID) technology for transportation signage management. Vermont Transportation Agency: September 1, 2018 - February 29, 2020. Co-PI. PI: Tian Xia. $87,165.

Automation of Goodrich health and usage monitoring system. Goodrich Corporation, Vergennes, Vermont: June 9, 2008 - May 14, 2010. PI. $117,105 (in 6 installments).

GPS data processing with a multifaceted spatiotemporal hierarchy. Vermont EPSCoR (Innovation Fund): January 1, 2008 - June 30, 2008. PI. $10,000.

Energy-efficient data storage and retrieval in a large-scale wireless sensor network, Vermont EPSCoR (Pilot Project and Graduate Research Assistantship): January 1, 2008 - June 30, 2008. PI. GRA: Mohammed Al-Kateb. $31,537 ($16,537 Pilot + $15,000 GRA funds).

A framework for optimal approximate query evaluation based on workload forecasting. National Science Foundation (Program 04-500 Information and Data Management): August 1, 2004 - July 31, 2007 (no cost extension until July 31, 2009). PI. Co-PIs: Zhen He and X. Sean Wang. $480,000.

Cost modeling of user-defined functions for an object-relational database management system query optimizer. Vermont EPSCoR (Graduate Research Assistantship): June 1, 2004 - March 31, 2006. PI. GRA: Tri Tran. $22,000.

Generating cost models of AQSim functions. Department of Energy (Program 00-14 EPSCoR National DOE Lab. Partnership): January 1, 2002 - December 31, 2004 (no cost extension until December 31, 2006). PI. Co-PIs: Jeff Buzas and Robert Snapp. $439,917.

An error band search of a multi-resolution index tree. UVM Graduate College (Institutional Grant from University Committee on Research and Scholarship): May 1, 2002 - April 30, 2003. PI. $3,950.

A scalability testing of querying text documents. UVM Office of the Provost (SUGR/FAME): January 1, 2002 - December 31, 2002. Graduate Faculty Mentor. Student: Jiangyan He. $3,400 ($2,400 + $1,000 student scholarship).

Multi-level, multi-dimensional clustering approach to efficient data retrieval from large scientific mesh data. Graduate College of UVM (Institutional Grant from University Committee on Research and Scholarship): January 1, 2000 - December 31, 2000. PI. $3,600.

Object-oriented database management system as an SGML document repository. University of St. Thomas Faculty Development Center (Research Assistance Grant): June 1, 1996 - August 31, 1996. PI. $5,000.

Development of a pedagogical toolset for engineering projects. University of St. Thomas Faculty Development Center (Teaching Enhancement Grant): June 1, 1995 - August 31, 1995. PI. $5,000.