1 iowa conservation practices: historical investments, water quality, and gaps (final progress...
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Iowa Conservation Practices: Historical Investments, Water
Quality, and Gaps
(Final progress report)
February, 2007
(revised version)
October, 2007
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Project OverviewProject Overview GoalsGoals1.1. What conservation practices are What conservation practices are
currently in place in Iowa, what is currently in place in Iowa, what is their coverage, and what is the cost their coverage, and what is the cost of these practices? of these practices?
2.2. What are (and have been) the effects What are (and have been) the effects of this investment on water quality? of this investment on water quality?
3.3. What would it take to improve water What would it take to improve water quality to obtain specific standards?quality to obtain specific standards?
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Surveys UsedSurveys Used
NRINRI CTICCTICDescriptionDescription USDA SurveyUSDA Survey Reported findings from the USDA’s Crop Reported findings from the USDA’s Crop
Residue Management SurveyResidue Management Survey
CoverageCoverage Contour FarmingContour FarmingContour StripcroppingContour StripcroppingFilter StripsFilter StripsGrassed WaterwaysGrassed WaterwaysTerracesTerracesErodibility MeasuresErodibility Measures
CRPCRPTillage PracticesTillage Practices
YearsYears 19971997 20042004
Nature of SurveyNature of Survey statistically based survey.statistically based survey.Data were collected using a variety of imagery, Data were collected using a variety of imagery, field office records, historical records and data, field office records, historical records and data, ancillary materials, and a limited number of on-ancillary materials, and a limited number of on-site visitssite visits
““best estimates” of district conservationist are best estimates” of district conservationist are combined with Cropland Transect Surveys combined with Cropland Transect Surveys
PositivesPositives 1. Records the total coverage of the practices 1. Records the total coverage of the practices (both those that received financial assistance (both those that received financial assistance and those that were installed voluntarily without and those that were installed voluntarily without funding).funding).
1. Records the total coverage of the practices 1. Records the total coverage of the practices (both those that received financial assistance (both those that received financial assistance and those that were installed voluntarily and those that were installed voluntarily without funding).without funding).
NegativesNegatives 1. Conservation practice usage is calculated 1. Conservation practice usage is calculated from a sample and so assumptions are made from a sample and so assumptions are made about the population.about the population.
1. Aggregate data (at the county level) that 1. Aggregate data (at the county level) that cannot be directly used in water quality cannot be directly used in water quality modeling.modeling.
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Statewide average costStatewide average cost
Practice Statewide Average Cost
Grass Waterway $2,127/acre
Terrace $3.57/ft
Water & Sediment Control Basin $3,989/structure
Grade Stabilization Structure $15,018/structure
Filter Strip $116.83/acre
Contour Buffer Strip $78/acre
Riparian Forest Buffer $486/acre
Wetland Restoration $245/acre
Nutrient Management $4.09/acre
Contour Farming $6/acre
No Till $17.94/acre
Continuous CRP $142/acre
General CRP $97/acre
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Statewide CoverageStatewide Coverage
Practice Statewide Coverage
Grass Waterway (NRI) 2,225,900 acres
Terrace (NRI) 1,997,900 acres
Contour Stripcropping (NRI) 236,800 acres
Contour Farming (NRI) 5,148,200 acres
Mulch Till (CTIC) 8,290,000 acres
No Till (CTIC) 5,220,000 acres
CRP (CRP program) 1,894,488.2 acres
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Total Costs of the PracticesTotal Costs of the PracticesPracticePractice CostCost
TerracesTerraces$692,147,6$692,147,6
7676
Grassed Grassed WaterwaysWaterways
$95,090,42$95,090,4244
Contour FarmingContour Farming$30,889,20$30,889,20
00
Contour Contour StripcroppingStripcropping $3,552,000$3,552,000
No-TillNo-Till$104,308,7$104,308,7
4040
Much TillMuch Till$82,861,90$82,861,90
00
CRPCRP$175,878,3$175,878,3
6565
$37,194,949
$397,490,205
The first two practices are structural practices.
Divide the installation costs over the lifespan of the practices (terrace: 25yrs, GW: 10 yrs), then the sum of annual payment is: $37,194,949.
The cost numbers for the rest of the practices are annual payments.
Then the total annual costs would be:
$37.2million + $397.5million = $434.7
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13 Iowa Watersheds13 Iowa Watersheds
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% Improvement due to Existing % Improvement due to Existing PracticesPractices
Flow Nitrate Org N Min P Org P Total N Total P
Boyer -8 23 56 45 50 38 48
Des Moines -8 14 39 29 37 15 33
Floyd -4 19 42 41 44 25 42
Iowa -5 10 41 0 40 13 25
Little Sioux -7 20 52 40 50 24 47
Maquoketa -1 8 42 37 42 17 39
Monona -3 15 49 54 61 26 58
Nishnabotna -3 21 52 45 47 33 46
Nodaway -2 28 56 49 51 37 50
Skunk -6 14 46 40 44 21 42
Turkey -5 5 38 30 37 18 34
Upper Iowa -3 7 48 38 47 18 45
Wapsipinicon -8 6 46 34 45 11 40
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What would it take to What would it take to improve improve
water quality?water quality? Numerous conservation practices Numerous conservation practices
could be implemented on any field, could be implemented on any field, each with different levels of each with different levels of effectiveness and costseffectiveness and costs
Solving for the least-cost solution Solving for the least-cost solution requires comparison among a very requires comparison among a very large number of possible land use large number of possible land use scenariosscenarios
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ApproachApproach
Evolutionary algorithms provide one Evolutionary algorithms provide one search strategysearch strategy
mimic the power of evolution, which, mimic the power of evolution, which, in effect, is a method of searching for in effect, is a method of searching for solutions among an enormous amount solutions among an enormous amount of possibilities (Mitchell, 1999)of possibilities (Mitchell, 1999)
Outline basic idea onlyOutline basic idea only
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Pareto OptimalityPareto Optimality Point A is not clearly Point A is not clearly
preferred to point B preferred to point B (since B has lower (since B has lower costs, but higher costs, but higher pollution)pollution)
Point C ought to be Point C ought to be preferred to point D preferred to point D (since D exhibits both (since D exhibits both lower costs and lower lower costs and lower pollution levels)pollution levels)
We try to identify a We try to identify a frontier like ABC and frontier like ABC and then push it toward the then push it toward the originorigin
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Flow diagramFlow diagram
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Land use options Land use options consideredconsidered
1. Land Retirement
2. Corn-Soybeans, Conventional Tillage
3. Corn-Soybeans, No-Till
4. Corn-Soybeans, 20% Fertilizer Reduction
5. Contouring
6. Terracing
7. Combinations (as sensible) of above practices
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State-wide resultsState-wide results Apply the evolutionary algorithm to the 13 Apply the evolutionary algorithm to the 13
watershedswatersheds A challenging task, given the number of HRUs and A challenging task, given the number of HRUs and
current computing capacitycurrent computing capacity Results presented are based on over 91 days of CPU timeResults presented are based on over 91 days of CPU time Over 116,000 SWAT model runsOver 116,000 SWAT model runs
Overall, the algorithm is able to identify scenarios Overall, the algorithm is able to identify scenarios which result in significant reductions in loadings which result in significant reductions in loadings of nitrates and phosphorus relative to baselineof nitrates and phosphorus relative to baseline
Results must be interpreted with caution: Results must be interpreted with caution: it is possible that better solutions could be identified, it is possible that better solutions could be identified,
given enough CPU timegiven enough CPU time
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State-wide results: P-N State-wide results: P-N targetingtargeting
WatershedP loading,
kg
Actual P loading, % of baseline
P concentration, mg/L Gross Cost, $ Net cost, $
N loadings, in % of baseline
N concentration, mg/L
Boyer 648,398 59.7 0.742 14,950,585 4,708,885 66.2 2.232
Des Moines 1,482,270 58.387 0.129 190,010,000 145,910,600 75.9048 4.514
Floyd 295,676 52.2 0.560 8,056,582 2,778,832 64.2 4.494
Iowa 2,432,160 67.1 0.206 193,575,632 109,999,532 75.2 6.189
Little Sioux 800,924 57.5 0.491 33,142,350 11,949,650 64.2 3.617
Maquoketa 14,589 39.8 0.323 2,218,699 -15,780,401 60.6 3.682
Monona 200,116 60.3 0.546 7,753,342 -1,491,738 55.1 4.158
Nishnabotna 2,068,920 67.3 0.625 43,579,662 13,676,562 65.1 2.408
Nodaway 354,088 61.6 0.401 8,140,247 3,370,077 72.9 2.049
Skunk 1,842,720 63.6 0.482 50,379,561 29,196,661 75.2 2.595
Turkey 981,900 71.3 0.381 17,057,490 1,707,090 74 2.999
Upper Iowa 130,640 60.5 0.100 11,038,459 3,740,489 75.8 1.635
Wapsipinicon 413,100 67.6 0.135 33,030,359 12,112,059 70 3.861
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State-wide summary of P-N State-wide summary of P-N targetingtargeting
The total gross cost of implementing the The total gross cost of implementing the management scenarios is almost $613 million management scenarios is almost $613 million a year a year
The net cost is estimated to run just under The net cost is estimated to run just under $322 million a year$322 million a year
Following the prescriptions of the algorithm Following the prescriptions of the algorithm for each of the watersheds results in the state-for each of the watersheds results in the state-wide reduction in phosphorus loadings of over wide reduction in phosphorus loadings of over 36%36%
would simultaneously result in the state-wide would simultaneously result in the state-wide reduction in nitrate loadings of over 31%reduction in nitrate loadings of over 31%
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Comparison of Comparison of selected watersheds: Des selected watersheds: Des
MoinesMoines
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Nodaway Nodaway
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Scenario MapsScenario Maps
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Distributions of options Distributions of options (alleles) and practices(alleles) and practices
NodawayWatershed distribution of options
0
100
200
300
400
500
600
700
Sq
. km
Focus on N
Focus on P and N
NodawayWatershed distribution by practice
0
200
400
600
800
1000
1200
CRP CS CT N reduction No Till Terrace Contouring
Sq
. km Focus on N
Focus on P, achieve both N and P
Baseline
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Conclusions and Conclusions and Recommendations Recommendations
Significant reductions in both phosphorus and nitrogen Significant reductions in both phosphorus and nitrogen loadings can be achieved in all of the watersheds in loadings can be achieved in all of the watersheds in the statethe state The costs are significantThe costs are significant But, much smaller than they would be if didn’t carefully select But, much smaller than they would be if didn’t carefully select
which practices go where (targeting)which practices go where (targeting)
Focus on N alone produces a markedly different Focus on N alone produces a markedly different watershed configuration than when the focus is both watershed configuration than when the focus is both on P and Non P and N
Practices which are efficient for phosphorus and Practices which are efficient for phosphorus and erosion control are, in general, not efficient in erosion control are, in general, not efficient in controlling nitrogencontrolling nitrogen If we wish to focus to both nutrients, combining traditional If we wish to focus to both nutrients, combining traditional
structural practice with measures directly targeting nitrogen structural practice with measures directly targeting nitrogen will be necessarywill be necessary
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Caveats and Research Caveats and Research NeedsNeeds
Inclusion of other options will very likely alter resultsInclusion of other options will very likely alter results Results needed to be interpreted with cautionResults needed to be interpreted with caution
E.g., we do not recommend actual removal of conservation E.g., we do not recommend actual removal of conservation practices or abandonment of conservation tillagepractices or abandonment of conservation tillage
Lack of detailed spatial data only allows identification Lack of detailed spatial data only allows identification of desired conservation option mix at the subbasin of desired conservation option mix at the subbasin levellevel
Better hydrologic, water quality, land use, and farm-Better hydrologic, water quality, land use, and farm-level data would help to add realism to the analysislevel data would help to add realism to the analysis
Studying sensitivity of the results to changes in costs, Studying sensitivity of the results to changes in costs, efficiencies of conservation practices and weather efficiencies of conservation practices and weather conditions would be very helpful in providingconditions would be very helpful in providing
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Continuing WorkContinuing Work Sergey Rabotyagov’s PhD thesis, Iowa Sergey Rabotyagov’s PhD thesis, Iowa
updatesupdates 2007 land and corn prices2007 land and corn prices Added grassed waterways as an optionAdded grassed waterways as an option Continued improvements to SWATContinued improvements to SWAT 30% N and P reductions ~ $300 million/yr cost30% N and P reductions ~ $300 million/yr cost
UMRB work (also Sergey)UMRB work (also Sergey) Smaller watershed work (field scale)Smaller watershed work (field scale)
Walnut Creek (CEAP project – USDA)Walnut Creek (CEAP project – USDA) Boone (USDA-CSREES)Boone (USDA-CSREES)
Application of GA for biofuels sustainabilityApplication of GA for biofuels sustainability