Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary...

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Freshwater Wetlands in the Face of Salinisation and Climate Change Changhao Jin Modelling Ecosystems

Transcript of Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary...

Page 1: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Freshwater Wetlands in the Face of Salinisation and Climate Change

Changhao Jin

Modelling Ecosystems

Page 2: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Freshwater Wetlands

• Wetlands are among the most biologically productive and diverse ecosystems on Earth.

• Wetlands are vitally important for water quality, trapping sediments, removing excess

nutrients and mitigating floods.

• Wetlands are also among the most threatened ecosystems of our planet.

• In Victoria, 37 per cent of natural wetland area has been lost since European settlement.

• Key threats: drainage

drought

altered water regimes

salinisation

grazing

increased nutrient load

climate change

� Climate change and salinity are two large-scale and long-term ecosystem drivers that are

likely to increase in strength and spatial scale in the next 30-50 years in Australia.

Page 3: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Secondary Salinisation

• Secondary salinisation is a human-induced process that changes the water and salt

cycles, resulting in salinity increase in soil and water.

• Major causes: Vegetation removal

Agricultural development

Urban development

• 670,000 hectares in Victoria had a high potential to develop dryland salinity.

• By 2050, the area was expected to be 3.1 million hectares.

Page 4: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Mapped Salinity Discharge Across Victoria

Page 5: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Salinisation of wetlands

Page 6: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Observed Changes in Victoria’s Climate

• Climate change involves changes in the

average climate and increasing climate

variability.

• Annual average temperatures have

increased by about 0.6 degrees Celsius

since 1950.

• Victoria has experienced substantial

rainfall declines since 1950.

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Projected Victoria’s Future Climate

• Further increases in temperature

• Rainfall decreases are likely

• The frequency of extreme maximum temperatures will increase

• Extreme daily rainfall events may become more intense and more

frequent in many regions

• Droughts may become more frequent and more intense

Page 8: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Victoria Temperature Change 2070 Summer

Page 9: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Projected Changes in Average Annual Runoff

Page 10: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Key Issues

• Stability: ecosystem dynamics and behaviour when its initial biodiversity state changes

Will initial states approach a stable state?

• Resilience and sensitivity: ecosystem dynamics and behaviour when its initial

biodiversity state and the environment change

Will the ecosystem maintain similar ecological function?

– Effects of salinity

– Effects of seasonal variability

– Impacts of climate change

• How does initial wetland condition influence system dynamics?

Page 11: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,
Page 12: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Wetland Ecosystem as a Complex System

• A wetland ecosystem comprises a large number of biotic and

abiotic components

• Complex interactions between species

• Complex interactions between species and their environment

• Emergent system properties and behaviours arise from self-

organisation of interacting components of an ecosystem

• The complex system as a whole cannot be fully understood

simply by analysing its components

Page 13: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

“How can it be that writing down a few simple and

elegant formulae, like short poems governed by strict rules such as those

of the sonnet or the waka, can predict universal regularities of Nature?”

Murray Gell-Mann

Page 14: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Multidisciplinary Approach

Ecological knowledge and unsolved problems

Data- and hypothesis-driven modelling

“Dry” experiments (simulation)

System analysis and theory formation

Predictions

Experiment design and experimental device development

“Wet”experiments

Experiment data analysis

Page 15: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Modelling

• Ecosystem state variable: species richness

• Species richness is maintained by the fundamental ecological processes: migration, extinction and speciation

• Converted processes appropriate for mathematical representations of wetland ecosystems:

− Diversification in the absence of disturbance

− Biodiversity loss due to salinisation

− Seasonal variability

Page 16: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Wetlands in a constant environment

Page 17: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Stability

Monostability Bistability

2 4 6 8 10 12 14t

1

2

3

4

5H L

Bio

div

ersi

ty

Time

5 10 15 20 25 30t

2

4

6

8

10

12

XHtL

Bio

div

ers i

ty

Time

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� Wetland quality parameter k� Salinity parameter s

Bistable

Monostable

Cusp point (kc, sc)

s

k

Parameter Space

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Equilibrium Biodiversity-Scape

05

10

15

s

0

10

20

30

40

k

01020

30

40

50

X*

stable state

unstable state

stable state

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Classification of Wetlands

Type 1 wetlands: low quality with k < kc

Type 2 wetlands: high quality with k > kc

kc

Bistable

Monostable

k

s

Page 21: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Effects of Salinity

Two types of wetland responses to changing salinity:

Salinity

Biodiversity

Salinity

Biodiversity

Type 1 wetlands: graded response Type 2 wetlands: hysteretic response

Hysteresis: a retardation of a system response when the changing control variable reverses.

Page 22: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Type 1 Wetlands

� A type 1 wetland has poor condition, low biodiversity and the

associated simple community even in the absence of

salinisation.

� Wetland condition: the average physical, chemical and

biological conditions of a natural, undisturbed wetland.

Photo: Sarah BradburyLake Cullen (Photo: Kimberley James)

Page 23: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Type 2 Wetlands

A type 2 wetland has good condition, high biodiversity and the

associated complex community prior to salinisation.

Tang Tang Swamp (Photo: Keely Ough)

Page 24: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Thresholds

� Two thresholds for salinity

� One threshold for biodiversity

� The threshold crossing could be irreversible

Recovery threshold salinity Salinity

Stable state

Stable state

Threshold biodiversity

Collapse threshold salinity

Bio

div

ersi

ty

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Alternative Stable States

� Two alternative stable states can exist under identical environmental condition.

� The stable state on which the wetland settle is dependent on its initial state.

Recovery threshold salinity Salinity

Stable state

Stable state

Threshold biodiversity

Collapse threshold salinity

Bio

div

ersi

ty

Page 26: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Experimental Evidence for Type 1 Wetlands

Experiment using sediment from Lake Cullen ( ~ 330 km

northwest of Melbourne)

Phase 1: increasing salinity (green points)

Phase 2: then decreasing salinity (red boxes)

50 100 150 200 250

Conductivity HmS�cmL

0

0.5

1

1.5

2

2.5

Num

ber

of

mac

rophyte

taxa

Lake Cullen

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Experimental Evidence for Type 2 Wetlands

Experiment using sediment from Tang Tang Swamp (east of

Rochester, central Victoria)

Phase 1: increasing salinity (green points)

Phase 2: then decreasing salinity (red boxes)

10 20 30 40 50 60

Conductivity HmS�cmL

0

2

4

6

8

10

12

14

Num

ber

of

mac

rophyte

taxa

Tang Tang Swamp

Page 28: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Resilience and Sensitivity

� Ecosystem resilience: the ability of a system to maintain ecological

function in the face of disturbance and variability.

� Ecosystem sensitivity: the degree of ecosystem response to a given

degree of perturbation.

� Protecting and enhancing wetlands require maintaining and increasing

resilience.

� Restoring wetlands requires increasing sensitivity.

Page 29: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Measure of Resilience or Sensitivity

Recovery threshold salinity Salinity

Stable state

Stable state

Threshold biodiversity

Collapse threshold salinity

Bio

div

ersi

ty∆S

∆B

Distances to various thresholds may serve as a measure of ecosystem resilience

or sensitivity.

Page 30: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Resilience and Sensitivity

• The key to ecosystem

resilience is diversity.

• Ecosystem resilience

and sensitivity may

vary.

• Better condition, lower

salinity, and higher

biodiversity enhance

wetland resilience and

sensitivity.

Bio

div

ersi

ty

Salinity

Page 31: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Wetlands in a seasonally changing environment

Page 32: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Seasonal Variability

Time

ytinila

S

retaW

htpe

d

� Many wetlands have highly variable

hydrology.

� As water depth varies seasonally,

salinity negatively covaries.

� Seasonality strength: the ratio of

the amplitude of the seasonal

variable to the mean of it.

Time

Seasonal variable

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Stability

• Seasonal environmental change drives the wetland ecosystem to a stable

oscillatory state of biodiversity, with the same period as the hydrological

cycle.

• There are two manifestations of stability in seasonal wetlands.

Monostability Bistability

Time

Bio

div

ersi

ty

Time

Bio

div

ersi

ty

Page 34: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Empirical Evidence

Temporal change in invertebrate species richness in salinised wetlands in Western Australia (Strehlow et al., 2005)

Time Time

Salinity Water Depth Richness Abundance

Page 35: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Response of Seasonal Wetlands to Changing Salinity

Type 1 (seasonal) wetlands: graded response

Bio

div

ersi

ty

Time

increasing mean salinity

Page 36: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Response of Seasonal Wetlands to Changing Salinity

Type 2 (seasonal) wetlands: hysteretic response

collapse threshold of mean salinity

recovery threshold of mean salinity

Time

Bio

div

ersi

ty

increasing mean salinity

Page 37: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Response of Seasonal Wetlands to Changing Seasonality Strength

Changes in the seasonality strength can induce the monostability-bistability transition.

Time

Biodiversity

Page 38: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Seasonal Ecosystem Theory

The main differences between ecosystems in a constant

environment in the traditional theory of alternative stable

states and seasonal ecosystems:

• Seasonal ecosystems can have alternative stable cycles rather

than equilibrium points.

• Seasonal variability can influence properties of seasonal

ecosystems.

Page 39: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Climate Change

� Increase in mean temperature and decrease in mean

precipitation in some regions

� Decline in average wetland condition

� Increase in climate variability ̶ more extreme weather events

such as heatwaves, droughts, heavy precipitation or storms

� Increase in the seasonality strength

Page 40: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Impacts of Climate Change

� Decline in average wetland condition and increase in the seasonality strength

decrease the collapse threshold of mean salinity and increase the recovery

threshold of mean salinity.

� Climate change is likely to reduce wetland resilience and, on the other hand,

increase wetland sensitivity.

Mea

n s

alin

ity

Average wetland condition

Page 41: Modelling Ecosystems Freshwater Wetlands in the Face of ... · Secondary Salinisation • Secondary salinisation is a human-induced process that changes the water and salt cycles,

Conclusion

• Wetlands exhibit monostability and bistability.

• Initial wetland condition mediates the ecological response of the wetland

ecosystem to salinity and climate change.

• There are two types of wetland responses to changes in salinity: type 1 wetlands

exhibit a graded response; type 2 wetlands exhibit a hysteretic response.

• Wetlands display critical behaviour: regime shifts in diversity occur at the

thresholds of mean salinity, seasonality strength or initial species diversity.

• Climate change may reduce wetland resilience, but increase wetland sensitivity.

• The model predictions are in agreement with empirical data.

• Further tests are needed to improve predictability.