Lu Liang

Previous Scheduled Teaching

Published Intellectual Contributions

Book Chapter

• Liang, L. (2020). Metrics and Evaluation Tools for Communicable and Non-communicable Diseases.
• Dronova, I., Liang, L. (2018). Phenological Inference from Times Series Remote Sensing Data. Remote Sensing Time Series Image Processing. 91--110. CRC Press.

Conference Proceeding

• Daniels, J., Lu, L., Bailey, C. (2022). Filling Cloud Gaps in Satellite AOD Retrievals Using An LSTM CNN-Autoencoder Model. IEEE IGARSS 2022. IEEE.
• Hu, T., Huang, X., Li, X., Liang, L., Xue, F. (2019). Toward a better understanding of urban sprawl: linking spatial metrics and landscape networks dynamics.
• Liang, L., Gong, P. (2010). An assessment of MODIS Collection 5 global land cover product for biological conservation studies. Geoinformatics, 2010 18th International Conference on. 1--6.
• Guo, J., Gong, P., Liang, L., others. (2007). Removing shadows from google earth satellite images-art. no. 675202.

Journal Article

• Chen, X., Ye, X., Widener, M.J., Delmelle, E., Kwan, M., Shannon, J., Racine, E.F., Adams, A., Liang, L., Jia, P. (2022). A systematic review of the modifiable areal unit problem (MAUP) in community food environmental research. Other. 1 (1) 22. Springer Nature Singapore Singapore.
• Bai, Y., Zhang, Y., Zotova, O., Pineo, H., Siri, J., Liang, L., Luo, X., Kwan, M., Ji, J., Jiang, X., others. (2022). Healthy cities initiative in China: Progress, challenges, and the way forward. Other. 27 100539. Elsevier.
• Cai, W., Zhang, C., Zhang, S., Bai, Y., Callaghan, M., Chang, N., Chen, B., Chen, H., Cheng, L., Cui, X., others. (2022). The 2022 China report of the Lancet Countdown on health and climate change: leveraging climate actions for healthy ageing. Other. 7 (12) e1073--e1090. Elsevier.
• Liang, L., Daniels, J., others. (2022). What Influences Low-cost Sensor Data Calibration?-A Systematic Assessment of Algorithms, Duration, and Predictor Selection. Other. 22 220076. Taiwan Association for Aerosol Research.
• Meyarian, A., Yuan, X., Liang, L., Wang, W., Gu, L. (2022). Gradient convolutional neural network for classification of agricultural fields with contour levee. International Journal of Remote Sensing. 43 (1) 75-94. Informa UK Limited. http://dx.doi.org/10.1080/01431161.2021.2003467
• Liang, L. (2021). Calibrating low-cost sensors for ambient air monitoring: techniques, trends, and challenges. Environmental Research. 111163.
• Cai, W., Zhang, C., Suen, H.P., Ai, S., Bai, Y., Bao, J., Chen, B., Cheng, L., Cui, X., Dai, H., others. (2021). The 2020 China report of the Lancet Countdown on health and climate change. Other. 6 (1) e64--e81. Elsevier.
• Cai, W., Zhang, C., Zhang, S., Ai, S., Bai, Y., Bao, J., Chen, B., Chang, N., Chen, H., Cheng, L., others. (2021). The 2021 China report of the Lancet Countdown on health and climate change: seizing the window of opportunity. Other. 6 (12) e932--e947. Elsevier.
• Liang, L., Meyarian, A., Yuan, X., Runkle, B.R., Mihaila, G., Qin, Y., Daniels, J., Reba, M.L., Rigby, J.R. (2021). The first fine-resolution mapping of contour-levee irrigation using deep Bi-Stream convolutional neural networks. Other. 105 102631. Elsevier.
• Sapkota, B., Liang, L. (2020). High-resolution mapping of ash (Fraxinus spp.) in bottomland hardwoods to slow Emerald Ash Borer infestation.
• Hart, R., Liang, L., Dong, P. (2020). Monitoring, Mapping, and Modeling Spatial-Temporal Patterns of PM(2.5)for Improved Understanding of Air Pollution Dynamics Using Portable Sensing Technologies. International Journal of Environmental Research and Public Health. 17 (14)
• Huang, H., Wang, J., Liu, C., Liang, L., Li, C., Gong, P. (2020). The migration of training samples towards dynamic global land cover mapping. Other. 161 27-36.
• Liang, L., Gong, P. (2020). Urban and air pollution: a multi-city study of long-term effects of urban landscape patterns on air quality trends. Scientific Reports. 10 (1)
• Liang, L., Gong, P., Cong, N., Li, Z., Zhao, Y., Chen, Y. (2019). Assessment of personal exposure to particulate air pollution: the first result of City Health Outlook (CHO) project.
• Liang, L., Runkle, B., Sapkota, B., Reba, M. (2019). Automated mapping of rice fields using multi-year training sample normalization. International Journal of Remote Sensing.
• Jia, P., Liang, L., Tan, X., Chen, J., Chen, X. (2019). Potential Effects of Heat Waves on the Population Dynamics of the Dengue Mosquito Aedes Albopictus. PLOS Neglected Tropical Diseases. No distinction between first and second authors.
• Wang, B., Liang, L., Hui, F., Cheng, X., Gong, P., Chen, Z., Huang, H. (2019). Spatiotemporal changes of the Chinese coastlines: Landsat imagery from 1975 to 2015.
• Sapkota, B.B., Liang, L. (2018). A multistep approach to classify full canopy and leafless trees in bottomland hardwoods using very high-resolution imagery. Other. 37 (4) 339--356. Taylor \& Francis.
• Sapkota, B.B., Liang, L. (2018). A multistep approach to classify full canopy and leafless trees in bottomland hardwoods using very high-resolution imagery. Other. 37 (4) 339-356.
• Li, X., Zhou, Y., Zhu, Z., Liang, L., Yu, B., Cao, W. (2018). Mapping annual urban dynamics (1985-2015) using time series of Landsat data. Other. 216 674--683. Elsevier.
• Li, X., Zhou, Y., Zhu, Z., Liang, L., Yu, B., Cao, W. (2018). Mapping annual urban dynamics (1985-2015) using time series of Landsat data. Other. 216 674-683.
• Watts, N., Others, Liang, L., Others. (2018). The 2018 report of the Lancet Countdown on health and climate change: shaping the health of nations for centuries to come. The Lancet.
• Yang, J., Siri, J., Remais, J.V., Cheng, Q., Zhang, H., Chan, K.K., Sun, Z., Zhao, Y., Cong, N., Li, X., others, Liang, L. (2018). The Tsinghua--Lancet Commission on Healthy Cities in China: unlocking the power of cities for a healthy China. The Lancet. Elsevier.
• Liang, L., Gong, P. (2017). Climate change and human infectious diseases: a synthesis of research findings from global and spatio-temporal perspectives. Environment International. 103 99--108. Pergamon.
• Runkle, B.R., Rigby, J.R., Reba, M.L., Anapalli, S.S., Bhattacharjee, J., Krauss, K.W., Liang, L., Locke, M.A., Novick, K.A., Sui, R., others. (2017). Delta-Flux: An eddy covariance network for a climate-smart lower Mississippi basin. Other. 2 (1) The American Society of Agronomy, Crop Science Society of America, and Soil Science Society of America, Inc..
• Li, X., Lu, H., Zhou, Y., Hu, T., Liang, L., Liu, X., Hu, G., Yu, L. (2017). Exploring the performance of spatio-temporal assimilation in an urban cellular automata model. Other. 31 (11) 2195--2215. Taylor \& Francis.
• Liang, L., Li, X., Huang, Y., Qin, Y., Huang, H. (2017). Integrating remote sensing, GIS and dynamic models for landscape-level simulation of forest insect disturbance. Other. 354 1--10.
• Reynolds, R., Liang, L., Li, X., Dennis, J. (2017). Monitoring Annual Urban Changes in a Rapidly Growing Portion of Northwest Arkansas with a 20-Year Landsat Record. Other. 9 (1) 71. Multidisciplinary Digital Publishing Institute.
• Watts, N., Adger, W.N., Ayeb-Karlsson, S., Bai, Y., Byass, P., Campbell-Lendrum, D., Colbourn, T., Cox, P., Davies, M., Depledge, M., others. (2017). The Lancet Countdown: tracking progress on health and climate change. The Lancet. 389 (10074) 1151--1164. Elsevier.
• Liang, L., Gong, P. (2017). Climate change and human infectious diseases: A synthesis of research findings from global and spatio-temporal perspectives. Environment International. 103 99-108. Elsevier BV. http://dx.doi.org/10.1016/j.envint.2017.03.011
• Gong, P., Yu, L., Li, C., Wang, J., Liang, L., Li, X., Ji, L., Bai, Y., Cheng, Y., Zhu, Z. (2016). A new research paradigm for global land cover mapping. Annals of GIS. 22 (2) 87--102. Taylor \& Francis.
• Liang, L., Hawbaker, T.J., Zhu, Z., Li, X., Gong, P. (2016). Forest disturbance interactions and successional pathways in the Southern Rocky Mountains. Forest Ecology and Management. 375 35--45.
• Li, X., Gong, P., Liang, L. (2015). A 30-year (1984--2013) record of annual urban dynamics of Beijing City derived from Landsat data. Other. 166 78--90. Elsevier.
• Liang, L., Gong, P. (2015). Evaluation of global land cover maps for cropland area estimation in the conterminous United States. Other. 8 (2) 102--117. Taylor \& Francis.
• Watts, N., Adger, W.N., Agnolucci, P., Blackstock, J., Byass, P., Cai, W., Chaytor, S., Colbourn, T., Collins, M., Cooper, A., others. (2015). Health and climate change: policy responses to protect public health. The Lancet. 386 (10006) 1861--1914. Elsevier.
• Li, X., Clinton, N., Si, Y., Liao, J., Liang, L., Gong, P. (2015). Projected impacts of climate change on protected birds and nature reserves in China. Other. 60 (19) 1644--1653. Science China Press.
• Fang, L., Goeijenbier, M., Zuo, S., Wang, L., Liang, S., Klein, S.L., Li, X., Liu, K., Liang, L., Gong, P., others. (2015). The association between hantavirus infection and selenium deficiency in mainland China. Other. 7 (1) 333--351. Multidisciplinary Digital Publishing Institute.
• Liang, L., Hawbaker, T.J., Chen, Y., Zhu, Z., Gong, P. (2014). Characterizing recent and projecting future potential patterns of mountain pine beetle outbreaks in the Southern Rocky Mountains. Applied Geography. 55 165--175. Pergamon.
• Liang, L., Chen, Y., Hawbaker, T.J., Zhu, Z., Gong, P. (2014). Mapping mountain pine beetle mortality through growth trend analysis of time-series Landsat data. Other. 6 (6) 5696--5716. Multidisciplinary Digital Publishing Institute.
• Yu, L., Liang, L., Wang, J., Zhao, Y., Cheng, Q., Hu, L., Liu, S., Yu, L., Wang, X., Zhu, P., others. (2014). Meta-discoveries from a synthesis of satellite-based land-cover mapping research. International Journal of Remote Sensing. 35 (13) 4573--4588. Taylor \& Francis.
• Shangguan, W., Gong, P., Liang, L., Dai, Y., Zhang, K. (2014). Soil Diversity as affected by land use in China: Consequences for Soil Protection. The Scientific World Journal. 2014 Hindawi.
• Liang, L., Liu, Y., Liao, J., Gong, P. (2014). Wetlands explain most in the genetic divergence pattern of Oncomelania hupensis. Other. 27 436--444. Elsevier.
• Shangguan, W., Dai, Y., Liu, B., Zhu, A., Duan, Q., Wu, L., Ji, D., Ye, A., Yuan, H., Zhang, Q., others. (2013). A China data set of soil properties for land surface modeling. Other. 5 (2) 212--224.
• Li, X., Liang, L., Gong, P., Liu, Y., Liang, F. (2013). Bird watching in China reveals bird distribution changes. Other. 58 (6) 649--656. SP Science China Press.
• Gong, P., Wang, J., Yu, L., Zhao, Y., Zhao, Y., Liang, L., Niu, Z., Huang, X., Fu, H., Liu, S., others. (2013). Finer resolution observation and monitoring of global land cover: First mapping results with Landsat TM and ETM+ data. International Journal of Remote Sensing. 34 (7) 2607--2654. Taylor \& Francis.
• Wang, L., Li, C., Ying, Q., Cheng, X., Wang, X., Li, X., Hu, L., Liang, L., Yu, L., Huang, H., others. (2012). China’s urban expansion from 1990 to 2010 determined with satellite remote sensing. Other. 57 (22) 2802--2812. SP Science China Press.
• Gong, P., Liang, L., Zhang, Q. (2011). China must reduce fertilizer use too. Nature. 473 (7347) 284. Nature Publishing Group.
• Gong, P., Zhao, Y., Yu, L., Liang, L. (2011). Development of an integrated software platform for global mapping and analysis. Other. 2 34--37.
• Gong, P., Zhang, H., Zhang, H., Liang, L., WANG, L. (2011). Mapping tsunami damaged area caused by the magnitude 9.0 Japan earthquake using China’s HJ-1 satellite imagery. Other. 15 (4) 863--865.
• Gong, P., Niu, Z., Cheng, X., Zhao, K., Zhou, D., Guo, J., Liang, L., Wang, X., Li, D., Huang, H., others. (2010). China’s wetland change (1990--2000) determined by remote sensing. Other. 53 (7) 1036--1042. SP Science China Press.
• Liang, L., Xu, B., Chen, Y., Liu, Y., Cao, W., Fang, L., Feng, L., Goodchild, M.F., Gong, P. (2010). Combining spatial-temporal and phylogenetic analysis approaches for improved understanding on global H5N1 transmission. PLOS One. 5 (10) e13575. Public Library of Science.
• Guo, J., Liang, L., Gong, P. (2010). Removing shadows from Google Earth images. International Journal of Remote Sensing. 31 (6) 1379--1389. Taylor \& Francis.
• Niu, Z., Gong, P., Cheng, X., Guo, J., Wang, L., Huang, H., Shen, S., Wu, Y., Wang, X., Wang, X., others. (2009). Geographical characteristics of China’s wetlands derived from remotely sensed data. Other. 52 (6) 723--738. SP Science in China Press.
• Hui, F., Xu, B., Chen, Z., Cheng, X., Liang, L., Huang, H., Fang, L., Yang, H., Zhou, H., Yang, H., others. (2009). Spatio-temporal distribution of malaria in Yunnan Province, China. Other. 81 (3) 503--509. The American Society of Tropical Medicine and Hygiene.
• SUN, R., Liang, L., YANG, L. (2007). Estimation of daily solar radiation in China based on weather station data. Other. 1 004.

Review

• Watts, N., Amann, M., Arnell, N., Ayeb-Karlsson, S., Belesova, K., Berry, H., Bouley, T., Boykoff, M., Byass, P., Cai, W., Campbell-Lendrum, D., Chambers, J., Daly, M., Dasandi, N., Davies, M., Depoux, A., Dominguez-Salas, P., Drummond, P., Ebi, K.L., Ekins, P., Montoya, L.F., Fischer, H., Georgeson, L., Grace, D., Graham, H., Hamilton, I., Hartinger, S., Hess, J., Kelman, I., Kiesewetter, G., Kjellstrom, T., Kniveton, D., Lemke, B., Liang, L., Lott, M., Lowe, R., Sewe, M.O., Martinez-Urtaza, J., Maslin, M., McAllister, L., Mikhaylov, S.J., Milner, J., Moradi-Lakeh, M., Morrissey, K., Murray, K., Nilsson, M., Neville, T., Oreszczyn, T., Owfi, F., Pearman, O., Pencheon, D., Pye, S., Rabbaniha, M., Robinson, E., Rocklov, J., Saxer, O., Schutte, S., Semenza, J.C., Shumake-Guillemot, J., Steinbach, R., Tabatabaei, M., Tomei, J., Trinanes, J., Wheeler, N., Wilkinson, P., Gong, P., Montgomery, H., Costello, A. (2018). The 2018 report of the Lancet Countdown on health and climate change: shaping the health of nations for centuries to come. Other. 392 (10163) 2479-2514.
• Watts, N., Amann, M., Ayeb-Karlsson, S., Belesova, K., Bouley, T., Boykoff, M., Byass, P., Cai, W., Campbell-Lendrum, D., Chambers, J., Cox, P.M., Daly, M., Dasandi, N., Davies, M., Depledge, M., Depoux, A., Dominguez-Salas, P., Drummond, P., Ekins, P., Flahault, A., Frumkin, H., Georgeson, L., Ghanei, M., Grace, D., Graham, H., Grojsman, R., Haines, A., Hamilton, I., Hartinger, S., Johnson, A., Kelman, I., Kiesewetter, G., Kniveton, D., Liang, L., Lott, M., Lowe, R., Mace, G., Sewe, M.O., Maslin, M., Mikhaylov, S., Milner, J., Latifi, A.M., Moradi-Lakeh, M., Morrissey, K., Murray, K., Neville, T., Nilsson, M., Oreszczyn, T., Owfi, F., Pencheon, D., Pye, S., Rabbaniha, M., Robinson, E., Rocklov, J., Schutte, S., Shumake-Guillemot, J., Steinbach, R., Tabatabaei, M., Wheeler, N., Wilkinson, P., Gong, P., Montgomery, H., Costello, A. (2018). The Lancet Countdown on health and climate change: from 25 years of inaction to a global transformation for public health. Other. 391 (10120) 581-630.

Contracts, Grants and Sponsored Research

Contract

• Liang, L., "Empowering geography undergraduate students with problem-solving skills through an urban environmental monitoring project," sponsored by TexasView, Regional, $1500 Funded. (2021).
• Liang, L. (Co-Principal), Dong, P. (Principal), Pan, F. (Co-Principal), "Multi-Source Remote Sensing Approach for Identifying Environmentally Sensitive Areas in Denton," sponsored by City of Denton, Local, $25000 Funded. (2022 - 2023).
• Fischer, L., Liang, L., "Lewisville Healthy Infrastructure: Neighborhood Monitoring and Evaluation," sponsored by City of Lewisville, Texas, Local, $59875 Funded. (2021 - 2023).

Grant - Research

• Liang, L. (Principal), Yuan, X. (Co-Principal), "Integrated deep learning and remote sensing solutions for national agricultural irrigation system types mapping," sponsored by UNT, University of North Texas, $10000 Funded. (2022).
• Liang, L., Yuan, X., "National rice irrigation system type mapping using multi-source land imaging strategies," sponsored by USGS, Federal, $180000 Funded. (2021).
• Albus, K., Liang, L., Champlin, S., "PMAPS for Texas: Seed to Scale," sponsored by National Geographic, National, $42751 Funded. (2021).
• Liang, L. (Principal), "UNT CLASS Small Grant," sponsored by UNT CLASS, University of North Texas, $1000 Funded. (2021).
• Xiao, T. (Principal), Ding, J. (Co-Principal), Albert, M.V. (Supporting), Alam, Z.S. (Supporting), Hartmann, F. (Supporting), Wang, Y. (Supporting), Liang, L. (Supporting), Chen, H. (Supporting), Du, J. (Supporting), Azad, R.K. (Supporting), "NSF REU site: Beyond Language: Training to Create and Share Vector Embeddings across Application," sponsored by NSF, Federal, $403547 Funded. (2023 - 2025).
• Liang, L. (Principal), Yuan, X. (Co-Principal), "Multi-Source Imaging of Long-Term Irrigation Status and Type Changes in the Mississippi Alluvial Valley," sponsored by NASA, Federal, $449940 Funded. (2022 - 2025).
• Liang, L. (Principal), Yuan, X. (Co-Principal), "Detecting Irrigation System Types for Agricultural Lands Across the Nation," sponsored by USGS, Federal, $180000 Funded. (2021 - 2024).
• Liang, L., Ponette-Gonzalez, A.G., Kelly, A., "Intra-Urban Heat and Pollution Island Interactions: Patterns and Drivers," sponsored by National Science Foundation, Federal, $399852 Funded. (2021 - 2024).
• Dong, P. (Principal), Pan, F. (Co-Principal), Liang, L. (Co-Principal), "Multiscouce Remote Sensing Approach for Identifying Environmentally Sensitive Areas in Denton," sponsored by City of Denton, Local, $25000 Funded. (2023 - 2024).
• Liang, L. (Principal), "Employing UAV to quantify urban form indicators," sponsored by NSF, Federal, $6000 Funded. (2022 - 2023).
• Liang, L. (Co-Principal), "A network of evapotranspiration observation sites to constrain ET estimation methods and water availability models in the Mississippi Alluvial Plain," sponsored by USGS, Federal, $29749 Funded. (2020 - 2021).
• Kelly, A., Liang, L., Champlin, S., "Particulate Matter and Participation Study (PMAPS) for Texas," sponsored by National Texas Fund for Geography Education Grant Program, National, $58397 Funded. (2020 - 2021).
• Ponette-Gonzalez, A.G. (Principal), Liang, L. (Co-Principal), "Atmospheric footprint of US wildfires," sponsored by University of North Texas, Local, $8000 Funded. (2020 - 2021).
• Champlin, S., Fischer, L., Liang, L., "Empowering and Mobilizing Communities: Examining the Intersection of Public Perceptions, the Built Environment, and Air Quality Levels to Foster Environmental Health Literacy," sponsored by Office of Research and Innovation, University of North Texas, $5500 Funded. (2020 - 2021).
• Liang, L. (Co-Principal), "Evaluation of wetland easements and their management needs to achieve Natural Resource Conservation Service (NRCS) goals," sponsored by USDA Natural Resources Conservation Service, State, $119642 Funded. (2018 - 2020).
• Liang, L., "Investigating the patterns and determinants of PM2.5 dynamics using geospatial and portable sensing technologies," sponsored by TexasView, State, $1250 Funded. (2020 - 2020).
• Liang, L., Kelly, A., Champlin, S., "Build localized air pollution monitoring capacity using low-cost sensors and develop an air quality education program," sponsored by University of North Texas, University of North Texas, $10685 Funded. (2020 - 2020).
• Liang, L. (Principal), "Geospatial air quality research on UNT campus," sponsored by University of North Texas, University of North Texas, $8000 Funded. (2018 - 2019).
• Liang, L., "Build deep learning capacity for sustainable land management," sponsored by EPSCoR - Arkansas Space Grant Consortium, State, $7500 Funded. (2017 - 2018).
• Liang, L. (Principal), "Develop cloud computing capacity for remote sensing-based landscape characterization," sponsored by NASA EPSCoR - Arkansas Space Grant Consortium, State, $5110 Funded. (2017 - 2018).
• Liang, L., "Fly a new era of geospatial science," sponsored by MidAmerica GIS Grant, Other, $4822 Funded. (2017 - 2018).
• Liang, L., "Quantifying landscape-level distribution of ash trees – the hosts of invasive emerald ash borer at fine spatial resolution.," sponsored by UAM Faculty Research Grant, Other, $1442 Funded. (2017 - 2018).
• Liang, L. (Principal), "Building spectral libraries and effective indices for emerald ash borer early detection," sponsored by NASA EPSCoR - Arkansas Space Grant Consortium, State, $6330 Funded. (2016 - 2017).
• Ponette, A.G. (Co-Principal), Liang, L. (Principal), "Patterns and Drivers of Intra-Urban Heat and Pollution Island Interactions," sponsored by National Science Foundation, FED, Funded. (2021 - 2025).
• Liang, L. (Principal), "A Network of Evapotranspiration Observation Sites to Constrain ET Estimation Methods and Water Availability Models in the Mississippi Alluvial Plain," sponsored by University of Arkansas, NFP, Funded. (2020 - 2023).
• Fischer, L.A. (Principal), Liang, L. (Co-Principal), "Neighborhood Analysis," sponsored by City of Lewisville, LG, Funded. (2021 - 2022).
• Liang, L. (Principal), "Investigating the Patterns and Determinants of PM2.5 Dynamics Using Geospatial and Portable Sensing Technologies," sponsored by Midwestern State University, ST, Funded. (2020 - 2020).

Grant - Service

• Andrew, S.A. (Principal), Fischer, L. (Principal), Kelly, A. (Principal), Jang, H.S., Lund, A. (Principal), Champlin, S. (Co-Principal), Liang, L. (Principal), "PARSci Faculty Network Mentoring," sponsored by UNT Office of Faculty Success, University of North Texas, $4300 Funded. (2021 - 2022).

Grant - Teaching

• Liang, L. (Principal), "Monitoring Annual Urban Growth in Northwest Arkansas with A 20-year Landsat Record," sponsored by UAM Centennial Opportunity Fund for student presentations, Local, $500 Funded. (2015 - 2015).
• Albus, K.H. (Principal), Liang, L. (Co-Principal), "Particulate Matter Air and Participation Study (PMAPS) for Texas," sponsored by National Geographic Society, NFP, Funded. (2020 - 2022).

Sponsored Research

• Liang, L. (Principal), "Strengthening non-major students’ geographical literacy through the development of project-based GIS labs," sponsored by TexasView, State, $2000 Funded. (2022 - 2023).