Wednesday, July 16, 2014

Environmental Sampling, Recapture Sampling, Quadrat Sampling




Environmental Sampling
There are four environmental sampling:
i)                     Quadrat sampling
ii)                   Capture-recapture or mark-recapture sampling
iii)                  Transect sampling
iv)                  Adoptive sampling

Quadrat Sampling
We start with a general technique for environmental sampling particularly for ecological studies, rather than with a specific sampling method if we wish to count the numbers of one, or of several, species of plant in a meadow, we might throw a Quadrat at random and do our count, or counts, within its boundary. Correspondingly, for aquatic wildlife we might cast a net of given size into a pond, river or sea and count what it trawls.

A quadrat is usually a square (or round) light wood or metal frame of (often) a meter or several meter side (or diameter).  Where it lands defines the search area in which we take appropriate measures of numbers of individual plants, biomass or extent of ground cover.

Quadrat sampling can be used with a variety of sampling designs, especially of the more classical type such as simple random sampling or stratified simple random sampling. Such a procedure can of course form part of many more-structured sampling methods, such as capture recapture, mark-recapture or adoptive sampling.

Recapture Sampling
A wide range of sampling methods are based on the principle of initially “capturing” and “marking” a sample of the members of a closed (finite) population and subsequently observing, in a later (or separate) independent random sample drawn from the population, how many marked individuals are obtained. The term capture-recapture is usually used for animals or insects, while mark-recapture is often reserved for when studying plants.

Many forms and variations are possible on this theme, and particular assumptions have to be made to justify statistical methods for analyzing the resulting data:

i)               The marking process may be multi-stage, with separate capture and recapture episodes.
ii)             Individuals in the samples may be chosen with or without replacement.
iii)            The marking process may sometimes contaminate the population, with the effect that market individuals may be selectively removed from the population.
iv)            Individuals may be ‘trap shy’ or even ‘trap happy’; animals or plants may even die due to the intervention process.
v)             The population may change from capture to recapture due to births, deaths or inward or outward transfer.

In the simplest approaches to capture-recapture we assume randomness of the samples with constant capture probabilities in a fixed population and no capture-related effects (of being ‘trap-shy’ or trap happy’ or ‘marks being lost).

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