My research focuses on understanding and monitoring the resilience of agricultural systems under climate and resource constraints. I investigate how climate variability, water availability, land-use dynamics, and resource limitations influence agricultural productivity, sustainability, and adaptation from field to global scales. To address these challenges, I develop and apply Earth observation, environmental modelling, and data-driven approaches that capture the spatio-temporal dynamics of agricultural production, evapotranspiration, and ecosystem functioning. These approaches integrate satellite observations, climate reanalysis, and other geospatial information to improve agricultural monitoring, reduce uncertainty in decision-support systems, and generate actionable insights for researchers, policymakers, and practitioners. My work contributes to the development of resilient agricultural systems by supporting improved management of water, land, and biological resources, advancing climate adaptation strategies, and reducing environmental pressures associated with agricultural expansion. Through research, education, and international collaboration, I aim to strengthen the scientific foundations for sustainable agricultural development and resilient agri-food systems.

Editor of Agricultural and Forest Meteorology

Expertise

  • Earth and Planetary Sciences

    • Vegetation Index
    • Evapotranspiration
    • Remote Sensing
    • MODIS
    • Farmland
    • Sentinel-2
    • Ethiopia
    • Land Surface

Organisations

Associate Professor in Earth Observation for Agricultural Resilience

Research and Innovation Priorities

  • Better Data: Build international collaborations to integrate field observations, Earth observation, and environmental monitoring networks for improving our understanding of agricultural resilience across scales.
  • Better Models: Develop hybrid Earth observation and environmental modelling approaches that combine process understanding and artificial intelligence to improve monitoring and prediction of agricultural resilience under climate and resource constraints.
  • Better Insights: Advance understanding of how climate, water, nutrients, land use, and management interact to shape the resilience of agricultural systems across field to global scales.
  • Better Outcomes: Co-develop actionable Earth observation solutions with scientific, governmental, and international partners that support resilient agricultural systems, sustainable resource management, and climate adaptation.

Publications

2026

Hyperspectral constraints reduce bias in ECOSTRESS evapotranspiration and drought indicators (2026)Remote sensing of environment, 341. Article 115453. Marshall, M., Pepe, M., Tagliabue, G., Odongo, V., Timmermans, W., Vuolo, F., Soszynska, A., Ofori-Karikari, K., Prikaziuk, E., Yilmaz, V., Girgin, S., Panigada, C., Rossini, M., Fava, F., Leitner, S. M., Hecker, C., Merbold, L., Szantoi, Z. & Boschetti, M.https://doi.org/10.1016/j.rse.2026.115453Fusion of EnMAP/PRISMA hyperspectral and Sentinel-2 multispectral imagery for estimating crop traits (2026)International journal of remote sensing, 47(4), 1699-1726. Yilmaz, V., Yilmaz, C. S., Belgiu, M., Candiani, G., Pepe, M., Boschetti, M., Nutini, F. & Marshall, M.https://doi.org/10.1080/01431161.2026.2612849

2025

A macroscale evapotranspiration benchmark based on spatial and temporal enhancements to the Budyko framework (2025)Journal of hydrology, 661. Article 133625. Zhang, L., Vrieling, A., Marshall, M. & Nelson, A.https://doi.org/10.1016/j.jhydrol.2025.133625Human-appropriated NPP: ESA LUISA project in Africa (2025)[Contribution to conference › Abstract] PANGEOS Cost Action Conference 2025. Prikaziuk, E., Varney, R., Raoult, N., Sitch, S., Gotsmy, L., Matej, S., Erb, K.-H., Ng, T., Verelst, V., Dries, J., Hoelst, R. V., Polanska, M., Schlund, M. & Marshall, M. T.https://pangeos.eu/jurmala-latvia-11-12-september-2025/Scale influences on plant primary productivity as estimated with satellite-driven light-use efficiency models (2025)[Contribution to conference › Poster] Living Planet Symposium 2025. Prikaziuk, E., Varney, R., Raolut, N., Sitch, S., Gotsmy, L., Matej, S., Erb, K.-H., Ng, T., Verelst, V., Dries, J., Hoelst, R. V., Polanska, M., Vlach, P., Schlund, M. & Marshall, M.Crop productivity under heat stress: a structural analysis of light use efficiency models (2025)Agricultural and forest meteorology, 362. Article 110376. Lai, P., Marshall, M. T., Darvishzadeh, R. & Nelson, A. D.https://doi.org/10.1016/j.agrformet.2024.110376

2024

The influence of temporal resolution on crop yield estimation with Earth Observation data assimilation (2024)Remote Sensing Applications: Society and Environment, 36. Article 101272. Tilahun, B. S., Marshall, M. T., Mengistu, D. & Nelson, A. D.https://doi.org/10.1016/j.rsase.2024.101272Improving the quantification of the impact of land use intensification in African landscapes: The LUISA project (2024)[Contribution to conference › Poster] EO for Africa Symposium 2024 . Schlund, M., Varney, R., Raoult, N., Sitch, S., Gotsmy, L., Matej, S., Erb, K.-H., Ng, T., Verelst, V., Dries, J., Hoelst, R. V., Polanska, M., Prikaziuk, E. & Marshall, M.https://eo-4-africa-symposium-2024.esa.int/#programmeScale influences on the remote sensing-based estimation of net primary productivity (2024)[Contribution to conference › Poster] EO for Africa Symposium 2024 . Prikaziuk, E., Varney, R., Raoult, N., Sitch, S., Gotsmy, L., Matej, S., Erb, K.-H., Ng, T., Verelst, V., Dries, J., Hoelst, R. V., Polanska, M., Schlund, M. & Marshall, M.https://eo-4-africa-symposium-2024.esa.int/#programmeCharacterizing crop productivity under heat stress using MODIS data (2024)Agricultural and forest meteorology, 355, 1-15. Article 110116. Lai, P., Marshall, M., Darvishzadeh, R., Tu, K. & Nelson, A.https://doi.org/10.1016/j.agrformet.2024.110116

Research profiles

I grew up in the Mojave Desert where a few spectacular weeks a year a wanderer’s senses are stimulated by the unique smells of thirst-quenched soil and sudden wildflower blooms. These early experiences and my exposure to amazing educators influenced me profoundly. Consequently, I am driven to understand how we impact our environment and to help students discover their own passion in this regard.

Past Webinar

Monitoring Rangeland Carrying Capacity with EO

Noy-Meir Carrying Capacity Calculation

Supplementary Reading

Ungar (2019)

de Leeuw et al. (2019)

Courses academic year 2026/2027

Courses in the current academic year are added at the moment they are finalised in the Osiris system. Therefore it is possible that the list is not yet complete for the whole academic year.

Courses academic year 2025/2026

CGIAR Independent Advisory and Evaluation Service - Standing Panel on Impact Assessment (SPIA)

  • Adoption and Diffusion of CGIAR-Related Innovations in Ethiopia Proposal for a follow-up study, Co-I

European Space Agency

  • ESA SUP Applications preparedness with stakeholder and end-users participation on mining and extractives - Geothermal Potential Utilisation through Spatial Evaluation, Co-I

        GeoPULSE

  • Continental Demonstrator LUISA: Land Use Intensity's Potential, Vulnerability and Resilience for Sustainable Agriculture in Africa, PI

         LUISA

  • Agriculture Science Precursors Theme 1 - “Hidden Hunger”, Co-PI

         EO4NUTRI

  • Enhancing ECOSTRESS drought monitoring with hyperspectral narrowbands, PI

         HyRELIEF

  • Sensing “Hidden Hunger” with Sentinel-2 and hyperspectral (PRISMA), Co-PI

         HyNutri

  • African Framework for Research Innovation, Communities and Applications in Earth Observation (EO-Africa)

         Research and Development Facility

Nuffic

  • Tailor-Made Training Plus (TMT+) for Bangladesh

         Digital Bangladesh

  • Ethiopian Education Network to Support Agricultural Transformation

         EENSAT

Address

University of Twente

Langezijds (building no. 19), room 1323
Hallenweg 8
7522 NH Enschede
Netherlands

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