fish population assessment how many fish do we have?

31
Fish Population Assessment How many fish do we have?

Upload: jaheim-alleyne

Post on 14-Dec-2015

225 views

Category:

Documents


4 download

TRANSCRIPT

Page 1: Fish Population Assessment How many fish do we have?

Fish Population Assessment

Fish Population Assessment

How many fish do we have?How many fish do we have?

Page 2: Fish Population Assessment How many fish do we have?
Page 3: Fish Population Assessment How many fish do we have?

Fish Population Assessment

Fish Population Assessment

Estimating population size

Estimating population size

1) Plot method 2) Mark and recapture

(Peterson method) 3) Mark and recapture

(Schnabel method) 4) Change in ratio or

dichotomy method 5) Removal sampling

(Zippin method)

1) Plot method 2) Mark and recapture

(Peterson method) 3) Mark and recapture

(Schnabel method) 4) Change in ratio or

dichotomy method 5) Removal sampling

(Zippin method)

Page 4: Fish Population Assessment How many fish do we have?

Plot MethodPlot Method

ˆ N =A

a× n

A =

a =

n =

ˆ N =

Total population area

Size of the plot

Average number of fish per plot

Population estimate

Page 5: Fish Population Assessment How many fish do we have?

Plot Method - Estimated Variance

Plot Method - Estimated Variance

V ( ˆ N ) =A2

V (n)

A − (sa)

A

V (n) =(ni − n )2

s −1∑

ni =

s =

Number of fish counted in ith plot

Number of plots used

Page 6: Fish Population Assessment How many fish do we have?

Plot Method - 95% confidence interval

Plot Method - 95% confidence interval

ˆ N ± t V ( ˆ N )

t for s-1 df, p=0.05

Page 7: Fish Population Assessment How many fish do we have?

Plot Method -Example

Plot Method -Example

Pond area = 100 m2

Size of plot = 1 m2

Average number of fish per plot = 1.5

Pond area = 100 m2

Size of plot = 1 m2

Average number of fish per plot = 1.5

100m2

1m2 ×1.5 =150

Page 8: Fish Population Assessment How many fish do we have?

Mark and Recapture - Peterson Method (single)

Mark and Recapture - Peterson Method (single)

ˆ N =M(C +1)

(R +1)

M =

C =

R =

Number of fish initially marked & released

Number of fish collected/examined in 2nd period

Number of recaptures found in C

R

C=

M

N

N =MC

RBailey modification

Page 9: Fish Population Assessment How many fish do we have?

Mark and Recapture - Variance

Mark and Recapture - Variance

V ( ˆ N ) =M 2(C +1)(C − R)

(R +1)2(R + 2)

Page 10: Fish Population Assessment How many fish do we have?

Mark and Recapture - 95% confidence intervalMark and Recapture -

95% confidence interval

ˆ N ±1.96 V ( ˆ N )

Page 11: Fish Population Assessment How many fish do we have?

Mark and Recapture - Example

Mark and Recapture - Example

M = 550 C = 500 R = 157

ˆ N =550(500 +1)

(157 +1)=1,744

V ( ˆ N ) =5502(501)(500 −157)

(157 +1)=13,096

Page 12: Fish Population Assessment How many fish do we have?

Mark and Recapture - Example

Mark and Recapture - Example

M = 550 C = 500 R = 157

ˆ N ±1.96 13,096 =1,744 ± 224

P(1,520 ≤ ˆ N ≤1,968) = 0.95

Page 13: Fish Population Assessment How many fish do we have?

Mark and Recapture - Schnabel Method

Mark and Recapture - Schnabel Method

Multiple episodes of mark and recapture

ˆ N =CM∑R∑

CM = total captures X marked fish available for recapture

R = recaptures of marked fish

Page 14: Fish Population Assessment How many fish do we have?

Schnabel Method - Variance & 95% C.I.Schnabel Method - Variance & 95% C.I.

V (1ˆ N

) =R∑

( CM)2∑

1ˆ N

±1.96 V (1ˆ N

) Then invert for 95% C.I. for N

Page 15: Fish Population Assessment How many fish do we have?

Schnabel Method - example p. 137 (2nd ed.)

Schnabel Method - example p. 137 (2nd ed.)

Period R Unmarked

TotalC

M CM

1 0 150 150 0 0

2 22 203 225 150 33,750

3 26 86 112 353 39,536

…. …. …. …. 439 ….

Total 254 457,208

Page 16: Fish Population Assessment How many fish do we have?

Schnabel Method - example p. 137 (2nd ed.)

Schnabel Method - example p. 137 (2nd ed.)

ˆ N =CM∑R∑

=457,208

254=1,800

95% C.I. = 1,602 - 2,049

Page 17: Fish Population Assessment How many fish do we have?

Change in Ratio orDichotomy MethodChange in Ratio orDichotomy Method

Requirements:

1) two recognizable classes Species SexesAdults vs. juvenilesAge classes

2) different rates of exploitation

Requirements:

1) two recognizable classes Species SexesAdults vs. juvenilesAge classes

2) different rates of exploitation

Page 18: Fish Population Assessment How many fish do we have?

Change in Ratio orDichotomy MethodChange in Ratio orDichotomy Method

Two assumptions must be met:

1) All population change is due to harvestNo mortality, recruitment, migration

2) Figures for harvest must be reliable (need for GOOD data)

Two assumptions must be met:

1) All population change is due to harvestNo mortality, recruitment, migration

2) Figures for harvest must be reliable (need for GOOD data)

Page 19: Fish Population Assessment How many fish do we have?

Change in Ratio orDichotomy MethodChange in Ratio orDichotomy Method

Two classes, X & YTwo classes, X & Y

X/Y

0Total harvest

Zero X harvested per Y

Conducted by sport orcommercial fisheries orartificial manipulation(selective removal)

Page 20: Fish Population Assessment How many fish do we have?

Change in Ratio orDichotomy MethodChange in Ratio orDichotomy Method

1. Total harvest C (CX , CY)

2. Sample size before harvest n1 (X1 ,Y1)

3. Sample size after harvest n2 (X2 ,Y2)

1. Total harvest C (CX , CY)

2. Sample size before harvest n1 (X1 ,Y1)

3. Sample size after harvest n2 (X2 ,Y2)

Page 21: Fish Population Assessment How many fish do we have?

Change in Ratio orDichotomy MethodChange in Ratio orDichotomy Method

P1 =X1

n1

P2 =X2

n2

ˆ N X =P1(CX − P2C)

P1 − P2

Proportion of X in first sample

Proportion of X in second sample

Population estimate for X

Page 22: Fish Population Assessment How many fish do we have?

Change in Ratio orDichotomy MethodChange in Ratio orDichotomy Method

Population estimate for X + Y

Population estimate for Y

ˆ N X +Y =ˆ N XP1

ˆ N Y = ˆ N X +Y − ˆ N X

Page 23: Fish Population Assessment How many fish do we have?

Change in Ratio orDichotomy Method -

Example

Change in Ratio orDichotomy Method -

Example Trout (T) and suckers (S) Sample before harvest:

n1=90, T1=30, S1=60

Sample after harvest: n2=58, T2=14, S2=44

Harvest between samples: 160 trout, 160 suckers

Trout (T) and suckers (S) Sample before harvest:

n1=90, T1=30, S1=60

Sample after harvest: n2=58, T2=14, S2=44

Harvest between samples: 160 trout, 160 suckers

Page 24: Fish Population Assessment How many fish do we have?

Change in Ratio orDichotomy Method -

Example

Change in Ratio orDichotomy Method -

Example

P1 =30

90= 0.333

P2 =14

58= 0.2414

Proportions of trout in two samples

Page 25: Fish Population Assessment How many fish do we have?

Change in Ratio orDichotomy Method -

Example

Change in Ratio orDichotomy Method -

Example

ˆ N T =0.333(160 − (0.2414 × 320))

0.333 − 0.2414= 300

ˆ N T +S =300

0.333= 900

ˆ N S = 600 Sucker estimate

Trout estimate

Trout and suckers combined

Page 26: Fish Population Assessment How many fish do we have?

Removal Sampling -Zippin Method

Removal Sampling -Zippin Method

3-pass removal U1=number of fish removed on 1st pass

U2=number of fish removed on 2nd pass

U3=number of fish removed on 3rd pass

M=sum of all removals (U1+U2+U3) t=number of removal passes (3) C=weighted sum = (1 X U1)+(2 X U2)+(3

X U3)

3-pass removal U1=number of fish removed on 1st pass

U2=number of fish removed on 2nd pass

U3=number of fish removed on 3rd pass

M=sum of all removals (U1+U2+U3) t=number of removal passes (3) C=weighted sum = (1 X U1)+(2 X U2)+(3

X U3)

Page 27: Fish Population Assessment How many fish do we have?

Removal Sampling -Zippin Method

Removal Sampling -Zippin Method

ˆ p =

ˆ p = 0.996784 + (−0.924031)R + (0.319563)R2 + (−0.390202)R3

R =C − M

M

Capture probability

Page 28: Fish Population Assessment How many fish do we have?

Removal Sampling -Zippin Method

Removal Sampling -Zippin Method

ˆ N =M

1− (1− ˆ p )t

SE( ˆ N ) =ˆ N ( ˆ N − M)M

M 2 −[ ˆ N ( ˆ N − M)(tˆ p )2 /(1 − ˆ p )]

95%C.I. = ˆ N ± 2SE( ˆ N )

Population estimate

Page 29: Fish Population Assessment How many fish do we have?

Removal Sampling -Zippin Method - example

Removal Sampling -Zippin Method - example

Slimy sculpin in Garvin Brookt = 3U1 = 250U2 = 125U3 = 65M = 440

C = (1) 250 + (2) 125 + (3) 65 = 695

R =C − M

M=

695 − 440

440= 0.5795

ˆ p = 0.996784 + (−0.924031)0.5795 + (0.319563)0.57952 + (−0.390202)0.57953

= 0.4927

Page 30: Fish Population Assessment How many fish do we have?

Removal Sampling -Zippin Method - example

Removal Sampling -Zippin Method - example

Slimy sculpin in Garvin Brook

ˆ N =M

1 − (1 − ˆ p )t =440

1 − (1 − 0.4927)3 = 506

SE( ˆ N ) = 8.71≅ 9

95%CI = 506 ±18

Page 31: Fish Population Assessment How many fish do we have?

Removal Sampling -Zippin Method - example

Removal Sampling -Zippin Method - example

Slimy Sculpin Removal Sampling

y = -0.4943x + 249.64

R2 = 0.9999

0

50

100

150

200

250

300

0 100 200 300 400 500 600

Fish removed in all previous passes

U