FCM ValidationFCM Validation –– DocumentDocumentFCM Validation – Document
Overview MeetingOverview MeetingOverview Meeting
May 10, 2006May 10, 2006May 10, 2006
FCM Validation (PSA)FCM Validation (PSA)FCM Validation (PSA)
Document OverviewDocument OverviewDocument Overview
10
Model Validation (FCM)Model Validation (FCM) –– ObjectivesObjectives
General ObjectiveGeneral Objective –– To apply the Phase 2To apply the Phase 2 Calibration model inCalibration model in nonnon--recalibratedrecalibrated formform toto independentindependent data sets:data sets: ●● Temporal extrapoTemporal extrapolation (1979lation (1979--2004)2004)
●● Spatial extrapolation (downstream model)Spatial extrapolation (downstream model)
●● Interspecies extrapolation (nonInterspecies extrapolation (non--FCM species)FCM species)
Assess model performance relative toAssess model performance relative to performance measuresperformance measures
Housatonic River ProjectHousatonic River Project
11
Phase 2 Calibration (PSA)Phase 2 Calibration (PSA) –– Adjustments to FCMAdjustments to FCM
New EFDC Linkages (1990New EFDC Linkages (1990 –– 2000)2000)
Thickness of bioavailable/bioturbationThickness of bioavailable/bioturbation layers adjustedlayers adjusted
Minor revision to respiration rate model forMinor revision to respiration rate model for
white sucker (activity multiplier increased)white sucker (activity multiplier increased)
Linked model application onlyLinked model application only
No additionalNo additional ““calibrationcalibration”” of modelof model
parameters established in Phase 1parameters established in Phase 1
Housatonic River ProjectHousatonic River Project
12Housatonic River ProjectHousatonic River Project
FCM Representative FishFCM Representative Fish
Bullhead
Bass
SunfishCyprinid Minnows
Upstream Downstream
Predators
Forage Fish
Bottom Fish
White Sucker
13Housatonic River ProjectHousatonic River Project
ValidationValidation –– FCMFCM
Representative SpeciesRepresentative Species
1
10
100
1000
1 10 100 1000
Validation Data Set, Measured PCB Concentrations (mg/kg ww) Expressed as Averages for each Combination of FCM Species, Age, Reach, and Date Collected
Sim
ulat
ed F
ish
Tiss
ue P
CB
Con
cent
ratio
ns (m
g/kg
ww
) Overprediction by 5-fold Overprediction by 2.5-fold Perfect fit line Underprediction by 2.5-fold Underprediction by 5-fold Unique Age, Species, Reach, Date 1< n < 7 n > 6
(Over-prediction)
(Under-prediction)
14Housatonic River ProjectHousatonic River Project
ValidationValidation –– By Sample SizeBy Sample Size
(Lipid(Lipid--normalized tPCB)normalized tPCB)
100
1000
10000
100 1000 10000
Validation Data Set, Measured PCB Concentrations (mg/kg lipid) Expressed as Averages for each Combination of FCM Species, Age, Reach, and Date Collected
Sim
ulat
ed F
ish
Tiss
ue P
CB
Con
cent
ratio
ns (m
g/kg
lipi
d) Overprediction by 5-fold
Overprediction by 2.5-fold Perfect fit line Underprediction by 2.5-fold Underprediction by 5-fold Unique Age, Species, Reach, Date 1< n < 7 n > 6
15Housatonic River ProjectHousatonic River Project
ValidationValidation –– By SpeciesBy Species
1
10
100
1000
1 10 100 1000
Validation Data Set, Measured PCB Concentrations (mg/kg ww) Expressed as Averages for each Combination of FCM Species, Age, Reach, and Date Collected
Sim
ulat
ed F
ish
Tiss
ue P
CB
Con
cent
ratio
ns (m
g/kg
ww
) Overprediction by 5-fold Overprediction by 2.5-fold Perfect fit line Underprediction by 2.5-fold Underprediction by 5-fold Bass Bullhead Sunfish White Sucker
16Housatonic River ProjectHousatonic River Project
ValidationValidation –– By River ReachBy River Reach Si
mul
ated
Fis
h Ti
ssue
PC
B C
once
ntra
tions
(mg/
kg w
w)
1000
100
10
1 1 10 100 1000
Validation Data Set, Measured PCB Concentrations (mg/kg ww) Expressed as Averages for each Combination of FCM Species, Age, Reach, and Date Collected
Overprediction by 5-fold Overprediction by 2.5-fold Perfect fit line Underprediction by 2.5-fold Underprediction by 5-fold Reach 5A Reach 5B Reach 5C Woods Pond
Reach 5
Reach 6
17Housatonic River ProjectHousatonic River Project
Bas
s Ti
ssue
tPC
B (m
g/kg
ww
)
100
10
ValidationValidation –– Adult Largemouth BassAdult Largemouth Bass
(By Time Period)(By Time Period)
(Mature Fish Aged 6+ Or Greater Only) 10001000
Jan-
79Ja
n-80
Jan-
81Ja
n-82
Jan-
83Ja
n-84
Jan-
85Ja
n-86
Jan-
87Ja
n-88
Jan-
89Ja
n-90
Jan-
91Ja
n-92
Jan-
93Ja
n-94
Jan-
95Ja
n-96
Jan-
97Ja
n-98
Jan-
99Ja
n-00
Jan-
01Ja
n-02
Jan-
03Ja
n-04
Jan-
05
(Young Fish Aged 1+ to 5+ Years Only)
Bas
s Ti
ssue
tPC
B (m
g/kg
ww
)
100
10
Jan-
79Ja
n-80
Jan-
81Ja
n-82
Jan-
83Ja
n-84
Jan-
85Ja
n-86
Jan-
87Ja
n-88
Jan-
89Ja
n-90
Jan-
91Ja
n-92
Jan-
93Ja
n-94
Jan-
95Ja
n-96
Jan-
97Ja
n-98
Jan-
99Ja
n-00
Jan-
01Ja
n-02
Jan-
03Ja
n-04
Jan-
05
Sampling/Simulation Date Sampling/Simulation Date Measured -R each 6 (Age 2+ to 5+) Simulated -R each 6 (Age 4+) Measured -R each 5B (Age 6+ to 9+) Measured -R each 6 (Age 6+ to 9+) Measured -R each 5C (Age 2+) Simulated -R each 5C (Age 2+) Simulated - Reach 5B (Age 8+) Simulated -R each 6 (Age 8+) Measured -R each 5B (Age 5+) Simulated -R each 5B (Age 5+) Simulated - Reach 5A (Age 8+) Simulated - Reach 5C (Age 8+) Simulated - Reach 5A (Age 3+) Simulated -R each 5D (Age 3+) Simulated - Reach 5D (Age 8+)
18Housatonic River ProjectHousatonic River Project
Interspecies ExtrapolationsInterspecies Extrapolations
(Predator Fish)(Predator Fish)
Chain pickerel
Black crappie
Yellow perch
Rainbow trout
Brown trout
Largemouth bass
19Housatonic River ProjectHousatonic River Project
ValidationValidation –– InterspeciesInterspecies
Extrapolation (lipidExtrapolation (lipid--normalized tPCB)normalized tPCB)
100
1000
10000
100 1000 10000
Validation Data Set, Measured PCB Concentrations (mg/kg lipid) Expressed as Averages for each Combination of FCM Species, Age, Reach, and Date Collected
Sim
ulat
ed F
ish
Tiss
ue tP
CB
Con
cent
ratio
ns (m
g/kg
lipi
d)
Overprediction by 5-fold Overprediction by 2.5-fold Perfect fit line Underprediction by 2.5-fold Underprediction by 5-fold Yellow Perch Other Predator Trout Carp Goldfish
20Housatonic River ProjectHousatonic River Project
ValidationValidation –– Model PerformanceModel Performance
MeasuresMeasures
Data Grouping Samples MAPE MB* Type of Measure Accuracy Bias
All Samples 442 38% 0.95
FCM Representative Species 247 42% 0.91
All Other Species1 237 33% 0.99
Reach 5A 35 36% 0.95
Reach 5B 195 38% 0.89
Reach 5C 8 60% 0.68
Reach 6 246 37% 1.01
Bass 153 38% 1.04
Bullhead 4 74% 0.67
Carp1,2 8 58% 1.71
Goldfish1,2 42 44% 0.71
Other Predator1 3 39% 1.31
Sunfish 89 48% 0.74
Trout1,2 6 74% 1.35
White Sucker 1 9% 0.91
Yellow Perch1 178 28% 1.03
All YOY Samples 244 33% 0.91
All Adult Fish 240 42% 0.99
MB* > 1.0 = Overprediction
MB* < 1.0 = Underprediction 1 Species extrapolations required
2 Lipid-normalized results used
MFD/QAPP validation performance measure:
0.40 < MB* < 2.50
Observed range:
0.68 < MB* < 1.66
barcodetext: SDMS DocID 495579barcode: *495579*