I am a Postdoctoral Research Scholar at North Carolina State University. In 2024, I earned my Ph.D. in Geospatial Analytics from North Carolina State University. I graduated Summa Cum Laude with a BS in Data Science and GIS with Honors from William & Mary in May 2019. I am passionate about studying the intersection of environmental and societal dynamics to improve equitable sustainability and resiliency in the face of climate change.

Works (13)

Updated: September 15th, 2024 05:25

2024 journal article

Projecting Surface Water Area Under Different Climate and Development Scenarios

EARTHS FUTURE, 12(7).

By: M. Gaines n, M. Tulbure n, V. Perin n, R. Composto n & V. Tiwari n

author keywords: surface water; projection; land-use/land-cover change; climate change; machine learning
UN Sustainable Development Goal Categories
13. Climate Action (Web of Science)
14. Life Below Water (Web of Science)
Sources: ORCID, Web Of Science, NC State University Libraries
Added: July 22, 2024

2024 journal article

Quantifying urban flood extent using satellite imagery and machine learning

Natural Hazards.

UN Sustainable Development Goal Categories
13. Climate Action (Web of Science; OpenAlex)
15. Life on Land (Web of Science)
Source: ORCID
Added: August 1, 2024

2023 journal article

Automated in-season rice crop mapping using Sentinel time-series data and Google Earth Engine: A case study in climate-risk prone Bangladesh

JOURNAL OF ENVIRONMENTAL MANAGEMENT, 351.

author keywords: Synthetic aperture radar; Random forest; Multi-otsu; Boro rice; Flooding; In-season maps
TL;DR: Although the multi-Otsu approach had relatively lower OCA, it proved effective in accurately mapping rice areas prior to harvest, eliminating the need for training samples that can be challenging to obtain during the growing season. (via Semantic Scholar)
UN Sustainable Development Goal Categories
2. Zero Hunger (OpenAlex)
13. Climate Action (Web of Science)
15. Life on Land (Web of Science)
Sources: Web Of Science, NC State University Libraries, ORCID
Added: January 29, 2024

2022 journal article

Can we detect more ephemeral floods with higher density harmonized Landsat Sentinel 2 data compared to Landsat 8 alone?

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 185, 232–246.

By: M. Tulbure*, M. Broich, V. Perin*, M. Gaines*, J. Ju, S. Stheman, T. Pavelsky, J. Masek ...

Contributors: M. Tulbure*, M. Broich, V. Perin*, M. Gaines*, J. Ju, S. Stehman, T. Pavelsky, J. Masek ...

author keywords: Flooding; Ephemeral floods; Landsat; Sentinel 2; Analysis ready data; Harmonized data; Drylands
UN Sustainable Development Goal Categories
13. Climate Action (Web of Science; OpenAlex)
15. Life on Land (Web of Science)
Sources: Web Of Science, NC State University Libraries, ORCID
Added: May 2, 2022

2022 journal article

Effects of Climate and Anthropogenic Drivers on Surface Water Area in the Southeastern United States

WATER RESOURCES RESEARCH, 58(3).

By: M. Gaines n, M. Tulbure n & V. Perin n

author keywords: surface water; climate variability; land use land cover; mixed effect models; random forests; Landsat
UN Sustainable Development Goal Categories
13. Climate Action (Web of Science)
14. Life Below Water (Web of Science)
Sources: Web Of Science, NC State University Libraries, ORCID
Added: April 18, 2022

2022 article

Projecting surface water in the Southeastern U.S. under three climate and development scenarios

Gaines, M., Tulbure, M., & Perin, V. (2022, January 5). (Vol. 1). Vol. 1.

By: M. Gaines n, M. Tulbure n & V. Perin n

Source: ORCID
Added: June 8, 2024

2021 journal article

A multi-sensor satellite imagery approach to monitor on-farm reservoirs

REMOTE SENSING OF ENVIRONMENT, 270.

By: V. Perin n, M. Tulbure n, M. Gaines n, M. Reba* & M. Yaeger*

Contributors: V. Perin n, M. Tulbure n, M. Gaines n, M. Reba* & M. Yaeger*

author keywords: On-farm reservoirs; Water management; Data assimilation; Kalman filter; Multi-sensor satellite imagery
UN Sustainable Development Goal Categories
6. Clean Water and Sanitation (OpenAlex)
13. Climate Action (Web of Science)
15. Life on Land (Web of Science)
Sources: Web Of Science, NC State University Libraries, ORCID
Added: March 14, 2022

2021 article

Effects of Climate and Anthropogenic Drivers on Surface Water Area in the Southeastern United States

Gaines, M. D., Tulbure, M. G., & Perin, V. (2021, November 11). (Vol. 11). Vol. 11.

By: M. Gaines n, M. Tulbure n & V. Perin n

Source: ORCID
Added: June 8, 2024

2021 journal article

On-farm reservoir monitoring using Landsat inundation datasets

AGRICULTURAL WATER MANAGEMENT, 246.

By: V. Perin n, M. Tulbure n, M. Gaines n, M. Reba* & M. Yaeger*

Contributors: V. Perin n, M. Tulbure n, M. Gaines n, M. Reba* & M. Yaeger*

author keywords: Landsat; Irrigation; Water management; On-farm reservoir
UN Sustainable Development Goal Categories
13. Climate Action (Web of Science)
15. Life on Land (Web of Science)
Sources: Web Of Science, NC State University Libraries, ORCID
Added: March 15, 2021

2021 journal article

On-farm reservoir monitoring using Landsat inundation datasets

Agricultural Water Management, 246, 106694.

Source: ORCID
Added: June 8, 2024

2020 article

A Review of Geospatial Content in IEEE Visualization Publications

2020 IEEE VISUALIZATION CONFERENCE - SHORT PAPERS (VIS 2020), pp. 51–55.

By: A. Yoshizumi n, M. Coffer n, E. Collins n, M. Gaines n, X. Gao n, K. Jones n, I. McGregor n, K. McQuillan n ...

Contributors: A. Yoshizumi n, M. Coffer n, E. Collins n, M. Gaines n, X. Gao n, K. Jones n, I. McGregor n, K. McQuillan n ...

author keywords: Human-centered computing; Visualization; Visualization application domains; Geographic visualization
TL;DR: An understanding of the quantity and role of geospatial subject matter in recent IEEE VIS publications is provided and supplies a foundation for future meta-analytical work around geosp spatial analytics and geovisualization that may shed light on opportunities for innovation. (via Semantic Scholar)
UN Sustainable Development Goal Categories
9. Industry, Innovation and Infrastructure (OpenAlex)
Sources: Web Of Science, NC State University Libraries, ORCID
Added: August 16, 2021

2020 conference paper

The effects of climate and human drivers on changes in surface water in the Southeastern US

American Geophysical Union Fall Meeting 2020. [Poster presentation]. https://agu2020fallmeeting-agu.ipostersessions.com/?s=54-6C-58-00-15-40-46-A0-08-5A-A3-52-94-55-85-9E

By: M. Gaines, M. Tulbure & V. Perin

Source: ORCID
Added: June 8, 2024

2019 thesis

Calculating a Drought Vulnerability Index for South Africa based on Social and Biophysical Characteristics

https://scholarworks.wm.edu/honorstheses/1380

By: M. Gaines

Source: ORCID
Added: June 8, 2024

Employment

Updated: August 28th, 2024 13:11

2024 - present

North Carolina State University Raleigh, US
Postdoctoral Research Scholar Department of Forestry and Environmental Resources

2019 - 2024

NC State University Raleigh, NC, US
Graduate Assistant Center for Geospatial Analytics

2020 - 2020

National Oceanic and Atmospheric Administration Washington, DC, US
William M. Lapenta Intern Environmental Modeling Center

2019 - 2019

Oak Ridge National Laboratory Oak Ridge, TN, US
HERE Intern Human Dynamics Group

2018 - 2019

William & Mary Williamsburg, Virginia, US
Data Science Consultant Data Science Department

2018 - 2018

ORISE Undergraduate Intern at ORNL Oak Ridge, Tennessee , US
SULI Geographic Information Science and Technology Group

Education

Updated: August 19th, 2024 00:18

2019 - 2024

NC State University Raleigh, NC, US
PhD Geospatial Analytics

2015 - 2019

College of William & Mary Williamsburg, Virginia, US
BS in Data Science and GIS (Interdisciplinary Studies) Data Science

Funding History

Funding history based on the linked ORCID record. Updated: October 24th, 2019 10:13

award June 1 - August 1, 2018
Temporal Changes in Heterogeneity and Scale of Sustainable Development in South African Cities
Oak Ridge National Laboratory
award March 1 - August 1, 2018
South Africa: Drought & Vulnerability
College of William and Mary
award June 1 - July 1, 2017
Study Abroad in Israel
Judaic Studies Department at William & Mary
award August 1, 2016
Expressing Solitary Observation of Nature Through Painting
College of William and Mary

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