Remote Sensing as a Tool for Monitoring Soil Moisture Dynamics in
Tile-Drained, Agricultural Watersheds
ABSTRACT
Two tile-drained, agricultural watersheds in the Headwaters
Area of East-Central Illinois and one in Minnesota will be
evaluated, using remotely-sensed and field collected data, to
ascertain the feasibility of utilizing tiled soils as a reservoir
for flood damage mitigation. An algorithm for automatic detection
of tile lines from remotely-sensed data will be built. An
expansive model will be developed for one watershed to
extrapolate seasonal/interannual to decadal/century variability
in anticipation of 50 and 100-year floods. Guidelines for
application of this technology will be published and distributed
to community decision-makers and farmers located in the
watersheds.
INTRODUCTION
Since the late 1860's, subsurface tile drains have been used
to convert swamplands to productive farmlands in much of the
glaciated Midwest. Drains, made of clay or concrete sections or
perforated plastic are placed 2-5 feet below the soil surface to
deliver excess water to drainage ditches that connect with
natural surface channels so that crop roots remain aerated. The
focus of this proposal is the use of structures connected with
tile drain systems to manage the local water table for flood
control, and agronomic and environmental benefits. Remote sensing
techniques are proposed as a means for determining soil moisture
conditions which should guide operation of drainage system
control structures. The Embarras River watershed upstream of
Villa Grove, Illinois is the selected study area for quantifying
the effects of tile drain control on downstream flooding.
Selected sites in both Illinois and Minnesota are proposed for
field-scale testing.
Team members for this three-year study are listed below:
Illinois Center for Agricultural Geographic Excellence (ILCAGE), a consortium of the University of Illinois Department of Agricultural Engineering, the Champaign County Soil and Water Conservation District (CCSWCD), and Illinois Agribusinesses
Biosystems and Agricultural Engineering Department, University of Minnesota
The Environmental Research Institute of Michigan, International (ERIM)
Daedalus Enterprises, Inc.
Precision Aviation, Inc.
Upper Embarras River Basin Planning Committee
Principal investigators from the University of Illinois and
the University of Minnesota provide the theoretical understanding
and computer modeling expertise for investigating control of
subsurface drainage systems for water table management. The
Champaign County Soil and Water Conservation District provides
the critical link between theory and implementation of the design
strategy by individual landowners. ERIM International, with over
fifty years experience in remote sensing technology, system
design, data processing, and applications, provides expertise and
software for process automation and modeling. The Airborne
Multispectral Digital Camera (AMDC), designed and built by
Daedalus Enterprises, Inc., for the National Aeronautics and
Space Administration (NASA) under a Small Business Innovation
Research (SBIR) venture, is the primary remote sensing data
collector. Precision Aviation, Inc. will collect the aerial
imagery and provide local knowledge of the region. The Upper
Embarras River Basin Planning Committee will play a key role in
informing and involving landowners within the study region.
Included in this Step 1 proposal are brief descriptions of the Research
to Be Conducted, Motivation and Expected
Consequences, Technical Approach, and Estimate
of Cost. Copies of the curriculum vitae of the principal
investigators are provided as attachments.
RESEARCH TO BE CONDUCTED
This project addresses NRA-97-MTPE-12 priority topics 1, 2,
and 4:
Priority topic 1: Flood hazards.
Priority topic 2: Field and numerical experiments on land-atmosphere interaction
Priority topic 4: Seasonal-to-interannual variability in terrestrial hydrologic systems.
The team will use a combination of remote sensing and "in
situ" field sampling technology to evaluate the impact of
controlled retention and release of water in subsurface tile
drains for flood control, water quality improvement, and crop
drought protection. The project has five phases:
Phase 1: Remote sensing.
Phase 2: Field system experiments.
Phase 3: Field-scale and watershed-scale computer modeling.
Phase 4: Guidelines for system portability and application.
Phase 5: Publication and distribution.
Phase 1: Remote Sensing
The goal of Phase 1 is to develop a soil moisture signature
library from aerial infrared images of sufficient quality to
allow identification of tile drainage systems, as well as
predictive modeling of available water storage in the soil
profile for a variety of soil types. Imagery will be collected
for various soil moisture and cover conditions over the entire
test watershed, as well as selected fields in the other two
watersheds.
Phase 2: Field System Experiments
Selected tile drain systems in Illinois and Minnesota will be
outfitted with structures for controlling water table height. The
purpose will be to provide ground-truthing in conjunction with
Phase 1, as well as to investigate agronomic risks and benefits
associated with water table management. Analysis results will be
inputs to a model for estimating tile system outlet hydrographs.
Phase 3: Computer Modeling
At the field scale, the goals of water table management are to
be able to remove excess water quickly during wet periods and
store water for use during drought. In addition, such control can
provide a means for encouraging denitrification during fallow
periods so that excess nitrogen is released to the atmosphere
instead of to surface waters that may serve as drinking water
supplies. At the watershed scale, control of flow through
individual tile systems must be coordinated such that peak flows
at the watershed outlet are reduced, thereby mitigating flood
impact. Studies will be directed towards determining cause and
effect relationships between ground water retention and release,
flood damage, and crop drowning. Computer models will be
developed to provide cost-benefit data to decision-makers.
Phase 4: Guidelines for System Portability and Application.
Based on the results from Phases 1, 2, and 3, specific flood
control recommendations will be made for Villa Grove. Guidelines
for applying the method in other communities will be proposed. In
addition, recommendations for maximizing field-scale benefits of
water table management will be developed.
Phase 5: Publication and Distribution
Recommendations will be compiled in reader-friendly handbooks geared towards
landowners and community decision-makers.
MOTIVATION AND EXPECTED CONSEQUENCES
Communities located downslope in mildly-sloping watersheds of
the glaciated Midwest are naturally subject to flooding. Villa
Grove, IL in the Embarras River watershed is the target community
for this project. Flooding has been officially considered
critical for Villa Grove since 1947. Many studies have proposed
various flood control methods and plans with cost-benefit
analyses. Structural solutions have been considered cost
ineffective. Current measures employ flood plain acquisition,
evacuation, flood proofing, zoning, and flood insurance. In
addition to flood control, water table management in tile-drained
fields offers a means for removal of excess nitrate through
denitrification, and storage of groundwater against drought.
Remote sensing can be used to estimate available storage in the
soil profile which will aid in coordinating storage and release
of water retained in field drainage tile. Some expected outcomes
include:
Development of soil moisture signatures for various soil types.
Identification of tile lines throughout the watershed draining to Villa Grove, IL.
A plan for reducing peak flows at Villa Grove, IL.
Development of guidance materials for landowners and community leaders in tile-drained regions.
Performance evaluation of the NASA AMDC.
TECHNICAL APPROACH
The overall approach is to determine relationships between
remotely-sensed soil/tile signatures (from reflected infrared
wavelengths) and field-measured soil moisture, and to use those
relationships to develop guidelines for water table management in
tile-drained regions. Specific plans are outlined by phase below:
Phase 1: Remote Sensing
Multispectral imagery of 1- to sub-meter spatial resolution
will be collected and analyzed during bare soil (fallow)
conditions and at full crop cover each of the three years. Images
will be collected after significant rainfall (during active tile
function) for the Embarras watershed draining to Villa Grove, and
for a minimum of three test fields (described under Phase
2). Images will be collected using the AMDC developed
for NASA by Daedalus Enterprises, Inc. Combinations of nine bands
in the reflected infrared will be tested. A contingency exists
for using thermal bands during the second or third year of
testing if the budget permits the additional expense. ERIM will
develop an automated process for identifying tile lines from the
images.
Phase 2: Field System Experiments
A minimum of three fields with mapped subsurface drainage
systems will be outfitted with structures for controlling water
table height. The selected fields will represent the three most
common subsurface drainage designs:
Regularly-spaced lateral drain tubes connecting to a main
Irregularly-spaced drain tubes
Vertical surface inlet connecting to subsurface main to drain "prairie potholes"
Piezometers will be installed at each site to monitor the
depth to the local water table. Rainfall will be measured at each
site. Flow and nitrate exiting the drain system outlet will also
be measured. Surface soil moisture will be measured on days
aerial imagery is collected. The goal is to relate soil moisture,
water table position, and image response such that available soil
water storage volume can eventually be estimated solely from
remote sensing techniques. Candidate field sites will be
described in the Step 2 proposal.
Phase 3: Computer Modeling
The University of Illinois, University of Minnesota, and ERIM
will develop computer models to address both field-scale and
watershed-scale response to water table management and create the
cost-benefit tables. The field-scale model will be designed to
predict the outflow hydrograph and crop yield for a variety of
weather conditions. The watershed-scale model will combine
drainage system outlet hydrographs with surface flows to predict
watershed outlet response. Portions of several existing models
will be investigated, including the "Drainage Response of
Pothole Landscapes and the Erosion and Transport of Sediment
Model (DROPLETS) developed at the University of Minnesota.
Phase 4: Guidelines for System Portability and Application.
Field testing and modeling results will be used to develop
guidelines for other Midwestern locations, taking into account
soil differences and cropping practices.
Phase 5: Publication and Distribution
Handbooks containing recommendations and guidelines will be
published in non-technical language built around explanatory
visuals. Distribution will be to decision-makers, community
leaders, farm managers, and any farmer, landowner, or operator
expressing interest. Key to the dissemination of recommendations
to landowners and community policy-makers will be close
interaction with the Champaign County Soil and Water Conservation
District and the Upper Embarras River Basin Planning Committee.
ESTIMATE OF COST
Total estimated cost of the project is $1.5 million, spread
over three years. A detailed budget will be included in the Step
2 proposal. Main budget items are outlined below:
Salaries and benefits for professional and supporting personnel: $450,000
Hardware for image processing and analysis: $65,000
Field monitoring equipment and control structures: $40,000
Remotely-sensed data: $90,000
Travel: $25,000
Publication and printing: $20,000
Subcontractors' fees (ERIM, UMN, Precision Aviation): $500,000
Indirect costs: $310,000
Total: $1,500,000
The proposed budget allows for hiring of a half-time GIS/Remote Sensing professional and graduate assistants. Hardware purchases include a workstation data server and laptop units for field work. The total includes estimated costs of remotely-sensed imagery for the Embarras watershed and selected fields, performance evaluation of the AMDC, development of tile detection algorithms, and production of 1,000 copies of the resulting water table management handbook.
Curriculum Vita - Richard A. C. Cooke, Ph.D.
Assistant Professor, Agricultural Engineering Department,
University of Illinois
Education:
Degrees Field Institutions Date
BS Agricultural Engineering University of the West Indies 1981
MS Agricultural Engineering University of Guelph 1986
PhD Agricultural Engineering Virginia Polytechnic Institute
1993
Professional Experience:
Assistant Professor, Agricultural Engineering Department,
University of Illinois: 11/94-present
Research Associate, Agricultural Engineering Department,
Virginia Tech: 11/93-10/94
Lecturer, Faculty of Engineering, University of the West Indies 8/87-6/90
Assistant Lecturer, Faculty of Engineering,
University of the West Indies 8/96-6/87
Selected Publications
Mostaghimi, S., S.W. Park, R.A. Cooke and Y. Wang. 1997.
Assessment of management alternatives on a small agricultural
watershed. Water Research (In Press).
Kurien, V. M., R. A. Cooke, M. C. Hirschi, J. K. Mitchell.
1997. Estimating drain spacing of incomplete drainage systems. Transactions
of the ASAE 40: 377-382.
Cooke, R.A., S.E. Walker, M.C. Hirschi and J.K. Mitchell.
1997. Modeling flow and transport in the Little Vermilion River
watershed. Invited Paper at the Spring Meeting of the
American Geophysical Union (Baltimore, Maryland, May, 1997).
Northcott, W.J., R.A. Cooke, A.K. Verma, S.E. Walker, M.C.
Hirschi and J.K. Mitchell. 1997. Water quality modeling of an
East Central Illinois watershed in a GIS environment. AWRA's
Annual conference and symposium on conjunctive use of water
resources: aquifer storage and recovery. October 19-23, Long
Beach'97, California.
Verma, A.K., R.A. Cooke, M.C. Hirschi and S. E. Walker. 1997.
Potential of Integrating Remote Sensing and Geographic
Information Systems in Soil Erosion Modeling. Proc. of the
Conference on Management of Landscapes Disturbed by Channel
Incision, Oxford, Mississippi.
Walker, S.E., R.A. Cooke, A.K. Verma, S. Kim, W.J. Northcott,
M.C. Hirschi and J.K. Mitchell. 1997. Estimating flow from
irregularly spaced subsurface drainage systems. AWRA's Annual
conference and symposium on conjunctive use of water resources:
aquifer storage and recovery. October 19-23, Long Beach'97,
California.
Curriculum Vita - Michael C. Hirschi, Ph.D.
Associate Professor, Agricultural Engineering Department,
University of Illinois
Education:
Degrees Field Institutions Date
Assoc. General/Engr. Transfer Anoka-Ramsey Comm. Coll. 1976
BSAgE Agricultural Engineering University of Minnesota 1978
MSAgE Agricultural Engineering University of Minnesota 1980
PhD Agricultural Engineering University of Kentucky 1985
Professional Experience:
Section Leader, Soil and Water, Agricultural Engineering Dept.
University of Illinois 1996-present
Water Quality Program Coordinator,
Cooperative Extension Service, University of Illinois: 1992-present
Associate Professor, Agricultural Engineering Department,
University of Illinois: 1991-present
Visiting Research Scientist, National Center for
Supercomputing Applications, University of Illinois: 1/94-8/94
Research Associate, Corps of Engineers
U. S. Army Construction Engineering Research Lab,
Champaign, Illinois: 1989-1994
Interim Associate Director, Cooperative Extension Service,
University of Illinois: 2/92-12/92
Acting Assistant Director for Agriculture & Natural Resources,
Cooperative Extension Service, University of Illinois: 7/91-12/91
Assistant Professor, Agricultural Engineering Department,
University of Illinois: 1985-1991
Selected Publications:
Mitchell, J. K., M. C. Hirschi and A. S. Felsot. 1994. Nitrate
losses from cropping management systems. Proceedings of the
National Symposium on Protecting Rural America's Water Resources:
Partnerships for Pollution Solutions, October 23-26, Omni
Shoreham Hotel, Washington, DC. Ground Water Protection Council,
Oklahoma City, OK, pp. 25-30.
Kurien, V.M., R.A. Cooke, M.C. Hirschi, and J.K. Mitchell.
1997. Estimation of Effective Drain Spacing for Incomplete
Drainage Systems. Transactions of the ASAE 40(2):377-382.
Lesikar, B.J., A.L. Kenimer, M.C. Hirschi, J.K. Mitchell, and
A.S. Felsot. 1997. Modeling Alachlor Movement under Spill
Conditions Using LEACHMP. Accepted for publication in
Transactions of the ASAE.
Curriculum Vita - Jay D. Davis
GIS Coordinator, Champaign County Soil and Water Conservation
District
Civilian and Military Education:
Degrees Field Institutions Date
BS Fish & Wildlife Mgt. University of Missouri 1976
MA Mgt. & Public Admin. Webster University, St. Louis, MO
1982
MILITARY COURSES
Basic Imagery Interpretation Course, Ft. Huachuca, AZ 1977
Defense Sensor Interpretation & Analysis Training Program (DSIATP),
Offutt AFB, NE 1980
Advanced Imagery Interpretation Course, Weisbaden-Scheirstein, FRG 1983
Advanced Non-Commissioned Officer Course, Ft. Huachuca, AZ 1984
Advanced Sensor Imagery Analysis Training, Washington, D.C.
1986
Professional Experience:
GIS Coordinator, CCSWCD, Champaign, IL 1996-present
Duties include creation of maps depicting the location of field drainage tile using scanned aerial CIR imagery, planning and incrementally implementing layers for countywide agricultural databases, acting as district representative on county-wide task force to enable farmers to use the INTERNET in daily operations.
Cartographic Aid, Illinois State Office, NRCS, Champaign, IL 1994-1996
Duties included analog mapping of wetlands from color aerial crop compliance slides onto 7.5 minute quad sheets
Chief Imagery Analyst, Master Sergeant (MSG),
US Army, Washington., DC 1986 - 1993
Duties included supervisory and non-supervisory positions, introduction of commercial multispectral imagery into military intelligence products, acting as Non-Commissioned Officer In Charge, Imagery Analysis Cell, Joint Intelligence Center (1990-1991) during Operations Desert Shield and Desert Storm, eighteen months as project manager for imagery-derived military intelligence products, representing US Army on the Tactical and Military Multispectral Requirements Evaluation Group, TaMMREG, a National-level multispectral task force, and producing military intelligence geographic products for strategic and tactical support.
Senior Imagery Analyst, Sergeant First Class (SFC), US Army,
Wiesbaden-Schierstein, FRG 1982 - 1985
Duties included developing and executing analog imagery analytic procedures, and the supervision of production and dissemination of first and second echelon imagery-derived intelligence products.
Imagery Analyst, Staff Sergeant (SSG), US Army, Ft. Bragg, NC 1979 - 1982
Duties included developing and executing analog analytic
procedures, and producing third echelon imagery derived
intelligence products.
Curriculum Vita - Larry E. Reed
Manager, Information Production Department, Earth Sciences
Group, ERIM, International
Education:
Degrees Field Institutions Date
BBA Operations Research/ Eastern Michigan University 1982
Information Systems
Professional Experience:
Manager, Multispectral Program Office,
Environmental Research Institute of Michigan (ERIM) 1991-present
Currently responsible for all business activities associated with the IPF including system development, product development, multispectral training, and all other activities associated with the business area utilizing commercially available multispectral information.
Manager, Information Production Department, ERIM 1978-present
Managed the development of the Image Processing Facility (IPF) which represents the accumulation of one of the most robust collections of software available for manipulation of all types of multispectral data including MSS, TM, CZCS, AVHRR, SPOT, and scanned map and photographic data.
Supervisor, Computer Operations, ERDC,
Bendix Aerospace Systems Division 1972-1978
Contributed to development of computer processing systems, algorithms, and processing techniques to handle Landsat MSS data. Directed numerous projects with both aircraft and Landsat data including: monitoring strip mining, water depth analysis, analysis of land cover, and hydrologic and geologic projects. Participated in the design, development, training, and delivery of one of the first digital data processing systems (MDAS) to Japan, Argentina, Egypt, and India. Directed efforts to combine photographic processing techniques with digital techniques to produce high-quality output products to demonstrate the results of digital processing, to
introduce geometric control to multispectral processing to allow production of cartographically accurate resource inventory maps, and to refine resampling techniques to insure the best possible pixel representation during the resampling process.
Image Interpretation Specialist, U.S. Air Force 1965-1972
Duties included a variety of assignments (Southeast Asia, Japan, SAC, and TAC) with exposure to all types of reconnaissance systems such as synthetic aperture radar (SAR), infrared (IR), and electro-optical (EO) used by the Air Force for both tactical and strategic intelligence applications. Attended several advanced intelligence schools and applied manual interpretation skills to all types of intelligence applications.
Curriculum Vita - Bruce N. Wilson, PE, Ph.D.
Associate Professor, Biosystems and Agricultural Engineering Department,
University of Minnesota
Education:
Degrees Field Institutions Date
BS Agricultural Engineering University of Minnesota 1976
MS Agricultural Engineering University of Minnesota 1979
PhD Agricultural Engineering University of Kentucky 1984
Professional Experience
Associate Professor, Biosystems and Agricultural Engineering Department
University of Minnesota 1994-present
Assistant Professor, Agricultural Engineering Department,
University of Minnesota 1991-1994
Associate Professor, Agricultural Engineering Department
Oklahoma State University 1987-1991
Assistant Professor, Agricultural Engineering Department,
Oklahoma State University 1983-1987
Research Specialist, Agricultural Engineering Department,
University of Kentucky 1979-1983
Research and Teaching Assistant/Associate,
Agricultural Engineering Department, University of Minnesota 1976-1979
Selected Publications
Couger, G., B.N. Wilson and C.T. Rice. 1992. Determination of
drainage networks from plot-size and basin-size areas. Applied
Engineering in Agriculture, Vol. 8(2): 185-189.
Gruber, A.M., B.N. Wilson, J.L. Nieber, B. Hansen, J.W. Brown
and E. Brooks. 1996. Observed results from a field study of
depression focused recharge. ASAE Paper 962089, Presented at the
1996 ASAE Annual International Meeting, ASAE, 2950 Niles Road,
St. Joseph, MI.
Rice, C.T., B.N. Wilson and M. Appleman. 1988. Soil topography
measurements using image processing techniques. Computer and
Electronics in Agriculture, Vol. 3: 97-107.
Wilson, B.N. and D. Storm. 1993. Fractal analysis of surface
drainage networks for small upland areas. Transactions of the
ASAE, Vol. 36(5): 1319-1326.
Wilson, B.N. and D. E. Storm. 1993. Surface flow paths for small drainage areas. ASAE Paper 932135, Presented at the 1993 ASAE Summer Meeting, Spokane, WA.