a management landscape for jaguars in the upper paraná ......upaf conservation & jaguars •...

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A Management Landscape for Jaguars in the Upper Paraná Atlantic Forest Carlos De Angelo a , Agustín Paviolo a , Thorsten Wiegand b , Rajapandian Kanagaraj b , Mario S. Di Bitetti a a National Research Council (CONICET) Instituto de Biología Subtropical, Universidad Nacional de Misiones Asociación Civil Centro de Investigaciones del Bosque Atlántico Puerto Iguazú, Argentina. [email protected] . b Department of Ecological Modelling, UFZ Helmholtz Centre for Environmental Research, Leipzig, Germany

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Page 1: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

A Management Landscape for Jaguars in the Upper Paraná Atlantic Forest

Carlos De Angeloa, Agustín Pavioloa, Thorsten Wiegandb,Rajapandian Kanagarajb, Mario S. Di Bitettia

a National Research Council (CONICET)Instituto de Biología Subtropical, Universidad Nacional de Misiones

Asociación Civil Centro de Investigaciones del Bosque AtlánticoPuerto Iguazú, Argentina. [email protected].

b Department of Ecological Modelling, UFZ Helmholtz Centre for Environmental Research, Leipzig, Germany

Page 2: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

The Atlantic Forest of South America

• The Atlantic Forest is a Biodiversity Hotspot

(Olson et al. 2001)

Page 3: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

The Atlantic Forest of South America

• The Atlantic Forest is a Biodiversity Hotspot

• One of the most endangeredenvironments of the world

Myers et al. (2000); Mittermeier et al. (2004)

Page 4: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

The Upper Paraná Atlantic Forest

• Upper Paraná Atlantic Forest (UPAF):– Largest eco-region of

the Atlantic Forest– Three countries:

Argentina. Brazil & Paraguay

Olson et al. (2001); Di Bitetti et al. (2003)

Page 5: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

The Upper Paraná Atlantic Forest

• Upper Paraná Atlantic Forest (UPAF):– Largest eco-region of

the Atlantic Forest– Three countries:

Argentina. Brazil & Paraguay

– Different political and social histories have modified this landscape

Olson et al. (2001); Di Bitetti et al. (2003)

Page 6: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

UPAF Conservation & Jaguars

• The Biodiversity Vision

Di Bitetti et al. (2003)

Page 7: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

UPAF Conservation & Jaguars

• The Biodiversity Vision– A “Conservation

Landscape”– The jaguar was

used as an “umbrella” species for its design

– Poor information about jaguars in the UPAF in 2003

Di Bitetti et al. (2003)

Page 8: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

UPAF Conservation & Jaguars

• The Biodiversity Vision

• The UPAF contains two Jaguar Conservation Units (JCUs nº: 87 & 89)– They were defined in

1999 also with scarce information

Sanderson et al. (2002)

Page 9: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Main Objectives

• To explore the factors that are affecting jaguar persistence in this region.

• To provide a landscape-management tool to validate and support conservation initiatives for the UPAF and for jaguars.

Page 10: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Study Area

• Upper Paraná Atlantic Forest: >250.000 km2

= core area of the UPAF

De Angelo (2009)

Page 11: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Species Data

• Participatory monitoring network

De Angelo et al. (2011a)

Page 12: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Species Data

• Participatory monitoring network

• Direct and indirect evidences of jaguarpresence– Tracks– Fecal samples– Sightings, etc.

De Angelo et al. (2011a)

Page 13: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Species Data

De Angelo et al. (2011a)

Page 14: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Species Data

• >2500 records

De Angelo et al. (2011a)

Page 15: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Species Data

• >2500 records

• Surveyed area represented >90.000 km2 of the study area

De Angelo et al. (2011a)

Page 16: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Species Data

• >2500 records

• Surveyed area represented >90.000 km2 of the study area

• 950 accurately identified as jaguar presence records

De Angelo et al. (2011a)

Page 17: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Species Data

• Data filtered:– Grid with cells of the

size of a female territory (12x12 km)

Page 18: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Species Data

• Data filtered:– Grid with cells of the

size of a female territory (12x12 km)

– Random selection of one register per each cell of the grid

– Only 106 jaguar records were used in our analysis out of 950

Page 19: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Preliminary Habitat Suitability Analysis

• Presence-only habitat suitability analysis: Ecological Niche Factor Analysis (Hirzel et al. 2002)

De Angelo et al. (2011b)

Page 20: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Pseudo-absences• Rule-based random

generation

Engler et al. (2004)

Page 21: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Generalized Linear Models

• Binary response variable: presence/pseudo-absence

• Information-theoretic approach for variables and model selection

• Two main hypotheses about landscape influence on jaguars:

• Landscape Structure and History• Direct Human Impact

(at a landscape scale)

Page 22: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

• Landscape structure and history– Forest

• Amount and connectivity of forest (present condition)• Amount of forest 30 years ago• Combination (past and present)

– Abiotic conditions• Rivers• Altitude• Slope• Combination

– Human land uses• Intensive agriculture, small farms, pastures, pine plantations• Combination

– Combined landscape models

Hypotheses

Elevation map

Distance to rivers

Availability of native forest

Intensive agriculture

Amount of native forest

Page 23: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Hypotheses

• Direct human impact– Protection and accessibility

• Protection• Accessibility• Interaction between protection & accessibility

– Rural population• Most recent data (2001)• Average density (1970-2000)

– Combined human impact models

• Final global model: Landscape + Human impact

Human access cost

Protection levels

Rural population density

Page 24: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Results• Best supported hypotheses (GLM models)

– Landscape model including:(AICc = 182.9)

• Present condition of the forest• Amount of forest 30 years ago• Human land uses around each cell (intensive agriculture,

pastures and small farms)

AICc= Akaike Information Criterion

Page 25: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Results• Best supported hypotheses (GLM models)

– Landscape model including:(AICc = 182.9)

• Present condition of the forest• Amount of forest 30 years ago• Human land uses around each cell (intensive agriculture,

pastures and small farms)

– Human impact model including:(AICc = 215.1)

• Combination of protection level and human accessibility• Rural population density (historical average 1970-2000)

– GLOBAL (Landscape + Human Impact)(AICc =176.5)

AICc= Akaike Information Criterion

Page 26: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Results

• Traditional habitat modeling approach– Landscape

(AUC=0.905)

– Human impacts(AUC=0.841)

– Global(AUC=0.915)

AUC= Area Under “Receiver Operating Characteristic” Curve

Page 27: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Results

• Traditional habitat modeling approach– Landscape– Human impacts– Global

• Only 7% of the study area with suitable conditions

Page 28: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Two-dimensional Model

“Sinks” “Refuges”

“Attractive sinks”

Core areas (potential sources)

“Barriers”

“Bar

riers

Direct human impactHIGH LOW

Land

scap

e co

nditi

ons G

OO

DBA

D

High poaching pressure.Low prey density

High jaguar mortality

ProtectionInaccessible areas

Low human population density

High proportion of forest cover

Habitat connectivity

Fragmented areasHigh proportion of

anthropic land uses

Naves et al. (2003); Nielsen et al. (2006)

Page 29: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

ProtectionInaccessible areas

Low human population density

High poaching pressure.Low prey density

High jaguar mortality

Two-dimensional Model

“Sinks” “Refuges”

“Attractive sinks”

Core areas (potential sources)

“Barriers”

“Bar

riers

Direct human impactHIGH LOW

Land

scap

e co

nditi

ons G

OO

DBA

D

MANAGEMENT: protection / mitigation measures

MA

NA

GEM

ENT:

la

ndsc

ape

reco

very

an

d re

stor

atio

n

Fragmented areasHigh proportion of

anthropic land uses

Page 30: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Two-dimensional Model

Presence

Pseudo-absence

Page 31: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Sinks Validation

• Proportion of killed or removed jaguars found in the different habitat categories

0

5

10

15

20

25

Barreras Sumideros Núcleos

Jagu

ares

mue

rtos

Observado Esperado

2 = 0.00005; df = 2; p < 0.001

Delibes et al. (2001); Naves et al. (2003); Battin (2004); Nielsen et al. (2006)

Observed Expected

“Barriers” “Sinks” Core areas

Kill

ed ja

guar

s

Page 32: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Two-dimensional Model

• Spatial population structure of jaguars in the UPAF: – e.g. potential source & sink

populations

• Management priorities:–– Landscape restorationLandscape restoration–– Protection/mitigationProtection/mitigation

“`Sinks”

“Attractive-sinks’

Refuges – “islands”

Core areas

Page 33: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Using the Model for Landscape Management

Presence

Pseudo-absence

Page 34: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Using the Model for Management

Zoom in the “Green Corridor” of Misiones

Increase protectionMitigation actions

Landscape restorationIncrease connectivity

Page 35: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Validation of the Biodiversity Vision

• UPAF conservation– Biodiversity vision

validation

Di Bitetti et al. (2003)

Page 36: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

Conservation and Management

• UPAF conservation– Biodiversity vision

validation

• Jaguar conservation– New definition of the

Jaguar Conservation Units

Sanderson et al. (2002); Zeller et al. (2007)

Page 37: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

ConclusionsConclusions

• Jaguars demonstrated a complex response to the landscape transformation: – forest, human land uses, protection, human accessibility &

human population density

Page 38: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

ConclusionsConclusions

• Jaguars demonstrated a complex response to the landscape transformation

• Historical conditions of the landscape are important for predicting jaguar presence– forest cover 30 years ago & historical human population

density

Page 39: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

ConclusionsConclusions

• Jaguars demonstrated a complex response to the landscape transformation:

• Historical conditions of the landscape are important for predicting jaguar presence

• Two-dimensional approach with habitat modeling can increase their application as management tools

Page 40: A Management Landscape for Jaguars in the Upper Paraná ......UPAF Conservation & Jaguars • The Biodiversity Vision – A “Conservation Landscape” – The jaguar was used as

•• Thank you to:Thank you to: SCGIS Scholarship Program and all the people of the SCGIS for making this possible. Proyecto Yaguareté collaborators and Brazilian researchers for their help in data collection.

•• Financial supportFinancial support: WWF-Internacional; WWF-Suiza; Species Action Found, WWF USA; Education for Nature, WWF USA; Field Conservation Funds, Lincoln Park Zoo; Kaplan Graduate Awards, Panthera Corporation; Conservation Leadership Program (CLP); CONICET.

•• Institutional supportInstitutional support:: Fundación Vida Silvestre Argentina; Administración de Parque Nacionales;Ministerio de Ecología, Recursos NaturalesRenovables de Misiones.

ACKNOWLEDGMENTS

Contact: [email protected]