Source: CLEMSON UNIVERSITY submitted to NRP
THE SAVANNAH RIVER BASIN AGRICULTURAL AND FOREST LAND IMPACT ASSESSMENT: PROVIDING AN INFORMATIONAL FRAMEWORK FOR CHANGING LAND-USE, ENVIRONMENTAL AND ECONOMIC CONDITIONS
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
COMPLETE
Funding Source
Reporting Frequency
Annual
Accession No.
1007806
Grant No.
(N/A)
Cumulative Award Amt.
(N/A)
Proposal No.
(N/A)
Multistate No.
(N/A)
Project Start Date
Oct 1, 2015
Project End Date
Nov 11, 2016
Grant Year
(N/A)
Program Code
[(N/A)]- (N/A)
Recipient Organization
CLEMSON UNIVERSITY
(N/A)
CLEMSON,SC 29634
Performing Department
South Carolina Water Resources Center
Non Technical Summary
Numerous research projects have been completed concerning the Savannah River Basin over the past few decades (Badr, Wachob, Gellici, 2004; Flight, Eidson, Moak, Metts, Seffick, 2007; Wachob, Park, Newsome, 2009; Moak, Metts, Seffick, Eidson, Flight, 2010; Allen, Carey, Dickes, Saltzman, Allen, 2010; Carey, Dickes, Saltzman, Allen, 2011; Smith, 2014; Van Den Hurk, 2014). These studies have ranged from ecological assessments of various plant and animal species, environmental and economic impact studies of various industries within the basin, water quality and water quantity analyses, tracking of toxic substances, land use and population projections, monitoring with new technologies and economic impacts of changing lake levels.Recently, the U.S. Army Corps of Engineers completed a Phase I study on hydrologic modeling of the flows throughout the basin and a Phase II study that was intended to incorporate environmental, social and economic considerations of river basin management. In addition the Army Corps is in the process of completing a study of the Savannah Harbor as part of an environmental impact assessment related to potential dredging of the harbor and the impact of the dredging on dissolved oxygen levels. Concurrently, the S.C. Department of Natural Resources and the S.C. Department of Health and Environmental Control are undertaking a hydrologic modeling study to determine water availability within all of the state's eight major river basins including the Savannah. Clemson University is in the process of completing one of the largest monitoring projects ever undertaken within the Savannah Basin. The Intelligent River project seeks to bring real-time monitoring of physical river conditions to the hands of managers and decision-makers. This is accomplished through a computerized buoy in the river equipped with sensors to monitor variables such as temperature, pH, conductivity, sediment and others. The information can then be directed through a cell phone relay network to a centralized data processing center.All of the above-mentioned research projects and programs are important to understanding the various natural and physical processes taking place within the Savannah River Basin (SRB). However, no single project has attempted to build a framework of understanding that will take into consideration such things as agricultural and forestry land use, flow conditions and economic parameters regarding both the land use and flow conditions. The proposed study will attempt to provide this framework and thereby provide a platform of understanding how agriculture and forestry fit into the broader decision-making taking place within the SRB.?The previous section outlined some, but by no means all, of the major issues facing the SRB. This assessment project would work to develop the knowledge base necessary to better understand the complex relationships between ecological, economic, environmental and social factors in the basin and their connection to agriculture and forestry practices. The primary applied research objective is to support the policy planning and management processes of critical issues facing the basin and its stakeholders, with particular emphasis on the agricultural and forest industries. While this research is primarily focused on the aforementioned industries, a secondary research objective is to provide information the rural communities affected by watershed policy decisions. The aim is to provide quantitative and scientifically credible answers to the following key research questions:How does changing agricultural and forest land use relate to critical environmental, ecological, socio-economic and demographic impacts within the SRB?How do changing uses of the SRB impact land use and county zoning efforts within the basin? What is the direction of causation: land use impacts the SRB and its uses or changing characteristics and uses of the SRB impact land use?How are these impacts expected to change under projected climate, demand, and land use changes?What types of policy and management strategies can be put into place to mitigate these impacts? What types of strategies can achieve sustainable development, considering all of the region's economic, environmental, natural and social resources?These research questions will be addressed more specifically by:Documenting the changing environmental, ecological, socio-economic and demographic patterns within the SRB. Federal, state, and local data sources will be collected to present a more comprehensive picture of SRB changes over the past 20 years. Data sources will include county level data where possible from the US Census Bureau, Bureau of Labor Statistics, Environmental Protection Agency, SC DHEC and others.Developing a detailed history, including appropriate maps of land use and zoning changes in key areas of the basin. This will require utilizing quantitative and qualitative methods to gather the appropriate data and policy changes. Appropriate land use and county zoning data will be key data sources.Estimating agriculture and forestry impacts given existing projections of land use, consumer and industry demand, and climate changes. These estimates will be quantitative projections using existing data of the changes described above and existing climate models.Creating a policy framework to document and clarify the types of policy and management efforts that improve long-term resource use and community sustainability.
Animal Health Component
70%
Research Effort Categories
Basic
15%
Applied
70%
Developmental
15%
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
11203202090100%
Goals / Objectives
The goals of the project are to provide quantitative and scientifically credible answers to the following key research questions:How does changing agricultural and forest land use relate to critical environmental, ecological, socio-economic and demographic impacts within the SRB?How do changing uses of the SRB impact land use and county zoning efforts within the basin? What is the direction of causation: land use impacts the SRB and its uses or changing characteristics and uses of the SRB impact land use?How are these impacts expected to change under projected climate, demand, and land use changes?What types of policy and management strategies can be put into place to mitigate these impacts? What types of strategies can achieve sustainable development, considering all of the region's economic, environmental, natural and social resources?
Project Methods
Modeling the impacts of differing and highly variable ecological constraints will require a range of methodological tools, including econometrics, operations research and computational optimization, as well as other statistical modeling techniques. This project will piggy-back on a concurrent study funded through the SC Water Resources Center titled "Effect of Climate and Land Use Change on Water Availability for the Savannah River Basin" by Ashok Mishra in Clemson's Civil Engineering department. Mishra's study is attempting to understand how climate change and land use management practices have affected the availability of surface water at the sub-basin level within the SRB. Using a hydrologic model, a water availability index will be developed to determine water availability in the region. Mishra's study will provide critical land use change data as well as stream flow data that will be utilized with economic impact models to determine impacts of agriculture and forestry practices within the basin.In addition to quantitative modeling, a comprehensive policy scan and review will be conducted to develop a river basin water policy framework to document and model the local, county and state policy that play a direct and indirect role in the changing demand and supply of water in the SRB.Optimization ModelsOptimization models will provide a critical foundation for this research. These models help scientists to understand and manage outputs in the face of risk and uncertainty. Prescriptive models will be developed that identify optimal levels of key decision variables for specific SRB management objectives given ecological and other constraints. Such models will also assess the sensitivity of the system to changes in the values of these decision variables. Ultimately we envision a circular framework where data and constraints feed modeling tools for decision makers, while their policies serve as additional model inputs for further refined decision-making.Along with optimization models, multivariate regression models will be used to explore the relationship between water availability and forestry and agricultural land use, along with other industrial uses. Similar to other resources, one of the ongoing questions that occurs as resources become increasingly scarce, relates to the directional impacts among variables. For example, we understand that a decrease in water availability potentially impacts industry sector use, while changes in sectoral use also impact water availability. The significance of these directional impacts will aid in developing a policy and management framework for enhanced resource decision-making. Additionally, understanding the relative sectoral impacts provides additional insight.Economic Impact AnalysisIn addition to optimization models, this research network provides an opportunity to explore the overall economic impact of the Savannah River Basin on the region. To date, this has not been quantified using input-output or general equilibrium modeling. Economic impact models can provide detailed analysis concerning, employment, income, and local government fiscal impacts from a specific stimulus. This analysis can be instructive for private and public stakeholders in creating or modifying policy and implementing specific management strategies. In order to model the economic impacts of varying flow regimes, longitudinal sales tax revenue and real estate transactions data will be collected for the sample South Carolina and sample Georgia counties in the SRB. In addition, a variety of control variables will be utilized in the initial modeling to control for other local, regional and state economic activity.The overarching goal of the economic analysis will be to assess various economic changes within the specified region in relation to changes in flow levels. The flow levels are those used from the water availability index created by Ashok Mishra's civil engineering team. The water availability index takes into consideration the water requirements throughout the basin for all agriculture and forestry practices. Emphasis will be placed on isolating flow level impacts while controlling for outside economic factors.

Progress 10/01/15 to 11/11/16

Outputs
Target Audience:This project attempted to provide a framework for answers to several issues regarding flows, agricultural land practices and economics within the Savannah Basin in order to provide information linking these issues and thereby improve management decisions in both the Upper and Lower Savannah Basin. While significant urban development exists in pockets within the basin, it is concentrated at points in the upper basin, middle basin and extreme lower basin. The majority of land use in the basin falls within the categories of agriculture, evergreen and mixed forest and deciduous forest. It is expected that the outcomes from the various steps in the project will have positive impacts on stakeholders, researchers and managers throughout the basin. Initially, the components of the database will be made available to other researchers who may have similar interests or additional funding to build upon those components or add to the policy framework. The final products - land use change, water availability index, economic impact analysis and policy framework - as well as their accompanying reports will be useful to a variety of groups including federal agencies such as the U.S. Army Corps of Engineers, the U.S. Environmental Protection Agency and U.S. Geological Survey, state agencies such as the Department of Natural Resources and the Department of Health and Environmental Control, and other groups like lake and river associations, the Farm Bureau, The Nature Conservancy, Upstate Forever and the Phinizy Center for Water Sciences. These groups and others can use information from this project to make better informed management decisions for the Savannah River Basin. Changes/Problems:One of the components of this project was intended to be an economic impact analysis of river flows in the Savannah Basin. It was to be a concurrent project working with collaborator Dr. Robert Carey and funded externally by the U.S. Army Corps of Engineers that would take river flow data from the above described SWAT analysis and incorporate that into a future economic impact. Funding from the Army Corps was delayed until January 2017. It is now planned to incorporate the economic impact study into a new umbrella project by the project principal investigator. What opportunities for training and professional development has the project provided?A graduate student worked with Dr. Ashok Mishra on the hydrologic modeling component (SWAT model). The student learned how to operate the SWAT model and integrate it with spatial data from within a geographic information system. The student was funded from another source. How have the results been disseminated to communities of interest? Nothing Reported What do you plan to do during the next reporting period to accomplish the goals? Nothing Reported

Impacts
What was accomplished under these goals? The first major accomplishment of this project was designing and executing a land use/land cover change analysis for the Savannah River Basin. The analysis of land cover changes of the South Carolina portion of the Savannah River Basin was performed based on the MRLC (Multi-Resolution Land Characteristics Consortium) NLCD (National Land Cover Data) database on the past 20 years which was from 1992 to 2011. The process of the analysis included: 1) Assessment of the agricultural land class and forest land class increases or decreases from 1992 to 2011 in Savannah River Basin of South Carolina 2) Finding the Best methodology of local scale land cover change analysis using the National Scale of the flat file of NLCD. This analysis included a suite of techniques that have been used to develop an operational approach, which ensured high accuracy and compatibility in NLCD imagery re-sub setting, re-projection; editing of the raster attribute table of the NLCD flat files; formulas creation for histograms, area and percentage calculations, data calibration , and final corrections for land cover classifications. The accuracy assessment was conducted using the standard method described by Congalton. The precision opf classification was 99% plus the system errors inherited from the processing of the NLCD. The second major accomplishment was working with project collaborator Dr. Ashok Mishra on assembling a hydrology model to provide water flow estimates for the Savannah River Basin (SRB). The project team used used the Soil and Water Assessment Tool (SWAT) developed by United States Department of Agriculture (USDA), for simulating the flow. The SWAT is a process based, semi-distributed basin scale model and it operates at a daily time step. The advantages of utilizing the SWAT model over other stream hydrology models is it allows the analysis of multiple parameters including: water quantity (stream flow), water quality (sediment load and nutrients flow) and crop growth in different landscapes and management practices. The basic input data required for setting up the SWAT model are weather data, Hydrography and digital elevation model, Land Use Land Cover (LULC) and soil data. Weather data: Data needed are precipitation, temperature (minimum and maximum), relative humidity, solar radiation and wind speed. Here we used the station weather data got from NCDC (National Climatic Data Centre) Digital Elevation Model: The watershed delineation and topographic parameter estimation is based on the input DEM resolution. USGS provides national elevation set of all US (http://ned.usgs.gov/) with varieties of resolution. We used 30m resolution data as input to the model. Land Use Land Cover (LULC): These data is obtained from the Crop Land Data Layer, USDA (www.nass.usda.gov/research/Crop-land/SARS1a.htm). Soil data: We used SSURGO data, which has high resolution, in the present study. Stream flow data: The flow data for evaluating the model is obtained from USGS flow gauging stations located at SRB. The results of the SWAT model construction and analysis showed that curve number (CN) and available water capacity of the soil layer (Sol_AWC) were the most sensitive parameters in model parameterization. Index of groundwater flow (Alpha_BF) also showed high sensitivity. The goodness of fit statistics (R2, Nash-Sutcliffe Efficiency (NSE)) was calculated between modeled flow and observed flow, for four hydrologic stations located in the SRB. The time series plot between SWAT stream flow output and USGS stream gauging station 021985000 is presented in Figure 1. The goodness of fit statistics indicates that SWAT model was able to capture the observed stream flow satisfactorily based on R2 values 0.85 and 0.64 and NSE values 0.76 and 0.58 during model calibration and validation respectively.

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