brian j. irwin...the unnatural history of the sea.) ! index of relative abundance ! multiple visits...

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Brian J. Irwin Northeast Climate Science Center's Regional Science Meeting University of Massachusetts, Amherst May 2017

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Page 1: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

Brian J. Irwin

Northeast Climate Science Center's Regional Science

Meeting University of Massachusetts, Amherst

May 2017

Page 2: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

Georgia  Coopera+ve  Fish  and  Wildlife  Research  Unit  Cooperators  

Great Lakes Science Center

Page 3: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

§  PhD student: Tiffany Vidal (Univ. of Georgia) — MA Division of Marine Fisheries — Understanding the role of variability in fish

population response to changing environmental conditions

§  Co-PIs: Jim Bence (Michigan State Univ.),

Ty Wagner (PA Coop. Unit)

§  Partners: Jim Hoyle (OMNR), Randy Jackson (Cornell Univ.), Chuck Madenjian (USGS), Lars Rudstam (Cornell Univ.)

Page 4: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

1)  Case-study Example —  Long-term monitoring data —  Large-scale Ecological Change —  Variance partitioning —  Is variance structure responsive to perturbation?

2)  Implications —  Monitoring & Management —  Climate Change

Page 5: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!
Page 6: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

“any deviation, or displacement, from the ‘nominal state’ in structure or function at any level of organization. The nominal state is the normal operating range, including expected variance.”

– Odum et al. 1979

“[I]t is not true that a species thus attacked comes back. The disturbed balance often gives a new species ascendancy and destroys forever the old relationships.”

– John Steinbeck. 1951. The Log from the Sea of Cortez. (As cited in Roberts. 2007. The Unnatural History of the Sea.)

Page 7: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

§  Index of relative abundance §  Multiple visits

-  Sites -  Years

§  Variable over space and time -  Catch -  Effort

MI  Sea  Grant  

Credit:  NOAA  GLERL  MI  Sea  Grant  

Page 8: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

§  Long-term gillnet surveys — 15 sites, >50 years

1958 early 1990s 2010

Page 9: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

Year

1960 1970 1980 1990 2000 2010

Cat

ch /

Net

0

50

100

150

200

250 AverageObserved

Year

1960 1970 1980 1990 2000 2010

Cat

ch /

Net

0

50

100

150

200

250 Average

Page 10: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

Time

Eco

syst

em re

spon

se (A) (C)(B)

Spatial Coherent temporal

Ephemeral temporal

Time  

Modified  from  Irwin  et  al.  2013  

Page 11: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

𝑏↓𝑗𝑝 ~𝑁(0,𝜎↓𝑏↓𝑝 ↑2 )  Spatial Coherent

𝑌↓𝑡𝑗 ~𝑁𝐵(𝜇↓𝑡𝑗 ,   𝜅↓𝑝 ) 𝜇↓𝑡𝑗 = 𝑒↑(𝜂↓𝑡𝑗 )   

t  =  year 𝑗=site 𝒑    =  period

𝜂↓𝑡𝑗 = 𝜈↓𝑝 +𝜆(𝑡)+ 𝑎↓𝑡𝑝 + 𝑏↓𝑗𝑝   

𝑎↓𝑡𝑝 ~𝑁(0,𝜎↓𝑎↓𝑝 ↑2 )  

𝑣𝑎𝑟↓𝑡𝑗 = 𝜇↓𝑡𝑗 + 𝜇↓𝑡𝑗↑2 /𝜅↓𝑝    

Vidal  et  al.  2017  

Page 12: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

Vidal  et  al.  2017  

Page 13: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

Vidal  et  al.  2017  

Page 14: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

Vidal  et  al.  2017  

Page 15: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

§  Outputs / Results —  Capacity building via graduate education —  Flexible & transferable modeling approach

•  Quantify population responses to large-scale change •  More than just testing for mean response (e.g., spatial

homogenization)

§  Collaborations & Stakeholders —  Partnerships: Universities (Cornell, UGA), State

(NY DEC, GA DNR), and Federal (NECSC, USGS)

•  Question-driven monitoring, commitment to monitoring •  Effective working relationships, discussions: questions,

data usage & publication

Page 16: Brian J. Irwin...The Unnatural History of the Sea.) ! Index of relative abundance ! Multiple visits - Sites - Years ! Variable over space and time - Catch - Effort MISeaGrant Credit:(NOAA(GLERL(MISeaGrant!

§  Decision Making —  Spatial and temporal population structure has

management & monitoring implications •  e.g., priority locations (which sites to preserve?) •  e.g., within year or among year changes? •  e.g., eliminating sites or skipping years?

§  Gaps —  Confronting hypotheses with data

•  How do disturbances cause system instability? •  “Other” species •  “Exploration” monitoring