R. Shankar et al., SEDIMENT SOURCE MODELING - UNMIXING OF ARTIFICIAL MAGNETIZATION AND NATURAL RADIOACTIVITY MEASUREMENTS, Earth and planetary science letters, 126(4), 1994, pp. 411-420
A new method of sediment source modelling, using a maximum likelihood
unmixing algorithm, has been applied to combined magnetic and radioact
ivity measurements on stream bedload sediments. Particles from an iron
-ore mining site can be differentiated from those derived from catchme
nt sources and their relative contributions to the stream bedload calc
ulated. Upstream of the mine workings, high natural catchment componen
ts of over 97% are modelled in the stream sediments by the unmixing al
gorithm. Despite antipollution precautions, downstream of the mine out
fall the average mine waste component increases dramatically and is mo
delled as 47% of the bedload. The general nature of the maximum likeli
hood method allows very different parameters such as artificial magnet
isation and natural radioactivity to be incorporated in the unmixing p
rocedure. Consequently the unmixing method is also applicable to other
disciplines.