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1. Integration of Remote Sensing & Environmental Science in Placed-Based Learning

   Ignatius, A.R. ; Flood, M.G ( January 2021 , Proceedings of the ASPRS 2021 Annual Conference)

   null (Ed.)

   Integration of remote sensing techniques and Environmental Science methodologies in place-based curriculum design creates unique learning opportunities. To promote introductory-level student engagement with STEM, our team designed a set of multidisciplinary teaching materials to intensely examine a single location: the Lake Sidney Lanier watershed of North Georgia, USA. Using a combination of scientific approaches from a variety of disciplines, course exercises encourage students to holistically learn about environmental conditions within the watershed. In addition, the learning materials require students to contemplate the process of knowledge-formation by considering the limitations and potential applications of different scientific approaches. Remote sensing exercises are embedded throughout the course content and include analysis of historic aerial imagery, Landsat-derived dynamic surface water extent, google timelapse land cover change, Sentinel 2 spectral bands, and evaluation of lidar-derived topography. Learning resources were intentionally designed to seamlessly integrate remote sensing approaches and traditional environmental science methods. Fundamental spatial concepts of scale and connectivity are considered using interdisciplinary approaches and local data. The environmental science theory of landscape ecology is presented alongside remote sensing concepts of spatial and temporal resolution. This allows students to think about the diverse ways scientists understand scale, pattern, and the definition of “place”. Multiple data sources are also provided for each topic. For example, remote sensing imagery is used to investigate surface water conditions during drought and high-rainfall time periods. In addition, USGS streamgage river discharge data and rainfall estimates are provided for students to examine drought history using multiple parameters. Lastly, sensor deployment and limitations of each data source are described so that students understand both the history of place as well as the process and development of science. Through the use of a place-based curriculum design and interdisciplinary lab exercises, students gain a holistic understanding of a regional watershed. 

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2. Building an Online Learning Module for Satellite Remote Sensing Applications in Hydrologic Science

   https://doi.org/10.3390/rs12183009  

   Maggioni, Viviana ; Girotto, Manuela ; Habib, Emad ; Gallagher, Melissa A. ( September 2020 , Remote Sensing)

   null (Ed.)

   This article presents an online teaching tool that introduces students to basic concepts of remote sensing and its applications in hydrology. The learning module is intended for junior/senior undergraduate students or junior graduate students with no (or little) prior experience in remote sensing, but with some basic background of environmental science, hydrology, statistics, and programming. This e-learning environment offers background content on the fundamentals of remote sensing, but also integrates a set of existing online tools for visualization and analysis of satellite observations. Specifically, students are introduced to a variety of satellite products and techniques that can be used to monitor and analyze changes in the hydrological cycle. At completion of the module, students are able to visualize remote sensing data (both in terms of time series and spatial maps), detect temporal trends, interpret satellite images, and assess errors and uncertainties in a remote sensing product. Students are given the opportunity to check their understanding as they progress through the module and also tackle complex real-life problems using remote sensing observations that professionals and scientists commonly use in practice. The learning tool is implemented in HydroLearn, an open-source, online platform for instructors to find and share learning modules and collaborate on developing teaching resources in hydrology and water resources. 

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3. Workforce Capacity Development and the Digital Extended Specimen

   https://doi.org/10.3897/biss.5.73927  

   Monfils, Anna ; Ellwood, Elizabeth R. ( September 2021 , Biodiversity Information Science and Standards)

   As we look to the future of natural history collections and a global integration of biodiversity data, we are reliant on a diverse workforce with the skills necessary to build, grow, and support the data, tools, and resources of the Digital Extended Specimen (DES; Webster 2019, Lendemer et al. 2020, Hardisty 2020). Future “DES Data Curators” – those who will be charged with maintaining resources created through the DES – will require skills and resources beyond what is currently available to most natural history collections staff. In training the workforce to support the DES we have an opportunity to broaden our community and ensure that, through the expansion of biodiversity data, the workforce landscape itself is diverse, equitable, inclusive, and accessible. A fully-implemented DES will provide training that encapsulates capacity building, skills development, unifying protocols and best practices guidance, and cutting-edge technology that also creates inclusive, equitable, and accessible systems, workflows, and communities. As members of the biodiversity community and the current workforce, we can leverage our knowledge and skills to develop innovative training models that: include a range of educational settings and modalities; address the needs of new communities not currently engaged with digital data; from their onset, provide attribution for past and future work and do not perpetuate the legacy of colonial practices and historic inequalities found in many physical natural history collections. Recent reports from the Biodiversity Collections Network (BCoN 2019) and the National Academies of Science, Engineering and Medicine (National Academies of Sciences, Engineering, and Medicine 2020) specifically address workforce needs in support of the DES. To address workforce training and inclusivity within the context of global data integration, the Alliance for Biodiversity Knowledge included a topic on Workforce capacity development and inclusivity in Phase 2 of the consultation on Converging Digital Specimens and Extended Specimens - Towards a global specification for data integration. Across these efforts, several common themes have emerged relative to workforce training and the DES. A call for a community needs assessment: As a community, we have several unknowns related to the current collections workforce and training needs. We would benefit from a baseline assessment of collections professionals to define current job responsibilities, demographics, education and training, incentives, compensation, and benefits. This includes an evaluation of current employment prospects and opportunities. Defined skills and training for the 21st century collections professional: We need to be proactive and define the 21st century workforce skills necessary to support the development and implementation of the DES. When we define the skills and content needs we can create appropriate training opportunities that include scalable materials for capacity building, educational materials that develop relevant skills, unifying protocols across the DES network, and best practices guidance for professionals. Training for data end-users: We need to train data end-users in biodiversity and data science at all levels of formal and informal education from primary and secondary education through the existing workforce. This includes developing training and educational materials, creating data portals, and building analyses that are inclusive, accessible, and engage the appropriate community of science educators, data scientists, and biodiversity researchers. Foster a diverse, equitable, inclusive, and accessible and professional workforce: As the DES develops and new tools and resources emerge, we need to be intentional in our commitment to building tools that are accessible and in assuring that access is equitable. This includes establishing best practices to ensure the community providing and accessing data is inclusive and representative of the diverse global community of potential data providers and users. Upfront, we must acknowledge and address issues of historic inequalities and colonial practices and provide appropriate attribution for past and future work while ensuring legal and regulatory compliance. Efforts must include creating transparent linkages among data and the humans that create the data that drives the DES. In this presentation, we will highlight recommendations for building workforce capacity within the DES that are diverse, inclusive, equitable and accessible, take into account the requirements of the biodiversity science community, and that are flexible to meet the needs of an evolving field. 

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4. Geospatial Technologies in Higher Education: Interactive Experiential Learning

   Ignatius, A. ( January 2019 , 2019 American Association of Geographers Annual Meeting)

   null (Ed.)

   Use of geospatial technology in higher education facilitates student engagement, promotes deeper understanding of material, and supports inquiry-based learning. However, technology must be applied strategically to generate optimal results. While use of web-based interactive modules and short video are constructive in curriculum, it is beneficial to combine this with exposure to hands-on, experimental, field-based technologies. Experiential learning with technology in the physical environment allows students to understand both the challenges and achievements of scientific investigation. This creates a more comprehensive understanding of science as an iterative process of experimentation and investigation and enrichens course material. This paper explores the uniquely advantageous opportunity Geography educators have to combine classroom-based technology with field-based educational experiences. Classroom use of Geographic Information Systems (GIS) and Remotely Sensed data is increasingly accessible with abundant free educational resources. In addition, field-based use of technology can promote location awareness and spatial critical thinking with the use of GPS-based activities. GPS-based educational units also highlight the growing field of citizen science and can be designed as service-based learning opportunities. Use of highly affordable micro unmanned aerial vehicles (UAV) demonstrates data collection procedures. In addition, exposure to Surveying techniques and the field of Geomatics highlights real-world applications of geographic technology. We discuss the use of geospatial technologies in introductory and advanced higher education courses and examine how technology can encourage access to scientific inquiry throughout the student population. 

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5. Ground, Proximal, and Satellite Remote Sensing of Soil Moisture

   https://doi.org/10.1029/2018RG000618  

   Babaeian, Ebrahim ; Sadeghi, Morteza ; Jones, Scott B. ; Montzka, Carsten ; Vereecken, Harry ; Tuller, Markus ( June 2019 , Reviews of Geophysics)

   Soil moisture (SM) is a key hydrologic state variable that is of significant importance for numerous Earth and environmental science applications that directly impact the global environment and human society. Potential applications include, but are not limited to, forecasting of weather and climate variability; prediction and monitoring of drought conditions; management and allocation of water resources; agricultural plant production and alleviation of famine; prevention of natural disasters such as wild fires, landslides, floods, and dust storms; or monitoring of ecosystem response to climate change. Because of the importance and wide‐ranging applicability of highly variable spatial and temporal SM information that links the water, energy, and carbon cycles, significant efforts and resources have been devoted in recent years to advance SM measurement and monitoring capabilities from the point to the global scales. This review encompasses recent advances and the state‐of‐the‐art of ground, proximal, and novel SM remote sensing techniques at various spatial and temporal scales and identifies critical future research needs and directions to further advance and optimize technology, analysis and retrieval methods, and the application of SM information to improve the understanding of critical zone moisture dynamics. Despite the impressive progress over the last decade, there are still many opportunities and needs to, for example, improve SM retrieval from remotely sensed optical, thermal, and microwave data and opportunities for novel applications of SM information for water resources management, sustainable environmental development, and food security.

    

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