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Understanding Ecological Niches & Species Distributions: Modeling Fundamental & Realized N, Study notes of Climatology

An introduction to ecological niches and species distributions, discussing different definitions and components of niches, including abiotic and biotic requirements, tolerance, and movement. It also covers the conceptual background of niche modeling and the importance of modeling both fundamental and realized niches for species distribution modeling. various methods for niche modeling, including mechanistic and correlative approaches, and discusses the importance of absence data in understanding realized distributions.

What you will learn

  • How are abiotic requirements and biotic interactions modeled in niche modeling?
  • What are some common data sources and environmental covariates used in niche modeling?
  • What are the advantages and disadvantages of mechanistic and correlative niche modeling methods?
  • How is absence data used in niche modeling and species distribution modeling?
  • What is the difference between the fundamental and realized niches of a species?

Typology: Study notes

2021/2022

Uploaded on 09/27/2022

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A gentle introduction to
modeling ecological niches
and species distributions
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Download Understanding Ecological Niches & Species Distributions: Modeling Fundamental & Realized N and more Study notes Climatology in PDF only on Docsity!

A gentle introduction to

modeling ecological niches

and species distributions

Different Definitions of Niche

 Many definitions. Key concepts:  Grinnelian niche – habitat requirements and characteristics that foster persistence  Eltonian niche – focused on communities and their trophic levels and interactions. Typically considered at local scales.  Hutichinsonian niche – Hutchinson considered niche as a n- dimensional hypervolume defining both environmental conditions and resources. Distinguished bet. fundamental and realized niche

 The full range of environmental conditions (biological and physical) under which an organism can exist describes its fundamental niche.

 Because of biotic interactions (competition, predation), the realized niche is almost always smaller.

Biotic Requirements

  • Eltonian Niche
  • Interactions with other species - Competition - Exploitation - Commensalism - Mutualism

Tolerance niche Fundamental niche

Fundamental niche intimately tied

to population/species

physiological tolerances

Movement

  • Where originated
  • Dispersal ability

Conceptual background

  • Will focus on conceptual basis about what is being modeled in most correlative modeling approaches
  • Before beginning: is there a difference between ”ecological niche modeling” and ”species distribution modeling”? - To model species distributions, it is critical to also model the niche - SDM also incorporates information about movement biology e.g. dispersal/colonization - This means we often are working in geographic space and environmental spaces and switching between them

The BAM Diagram: Alternative

Scenarios

For each unit of diversity (e.g. species) these overlaps are different (and hard to know apriori)

Occupied Distributional Area

(G O )

A∩B∩M

Potential Distributional Area

(G P )

G O ∪G I =G A ∩B

Switching from G-space (where

we have been) to E-space

η(G) η-1(Eʹ)

the multivariate space of environmental dimensions associated with G

the geographic location(s) that correspond to a given environmental combination E’

The fundamentals of modeling

the niche

N* F is the notation for the “existing fundamental niche”

and is often what is modeled in correlative approaches

N F ∩η(M)=^ N* F

N* F is thus a subset of the fundamental niche based on

conditions represented on real-world landscapes

Fundamentals

of Niche

Modeling

Mechanistic models: the Gold Standard?

  • Experimentally-determined
physiological limits
  • Response curves
    • Physiological performance
    • Mortality
    • Reproductive success
  • Know full range of a species’
fundamental niche

Mechanistic models: the “but”

  • Non-model organisms a pain - Access - Facilities