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Estimating catch-at-age of fish

Estimating catch-at-age of fish

School of fishIn order to set quotas for the catch of commercial fish species such as cod, complex population dynamics models have been developed. An essential input to these models is the age distribution of the fish caught every year. This is estimated from fish sampled from boats as they land their catch. The major problem with this data is that although the number of fish sampled is large, there is a very large within-boat correlation, and the number of boats sampled is relatively small. Also the age distribution changes in space and time, and with the type of gear used by the boats.

We analyse the data by developing a hierarchical model. We consider the numbers of fish at each age from an individual boat to have a multinomial distribution, the parameters of which are themselves random variables. These variables are correlated in space and time, and between different fishing gears. This analysis allows us not only to estimate the age distribution in areas where there are few or no samples, but also allows us to give a measure of the uncertainty in the estimation.

The model is applicable to several fish species. Improvements of the model includes simultaneous modelling of North-East Atlantic cod and coastal cod as separate stocks, handling of several sampling designs used in various European countries, and simultaneous modelling of landed and discarded fish. This is joint work with the Institute of Marine Research.

 

 

Publications

Hirst, D., Storvik, G., Rognebakke, H., Aldrin, M., Aanes, S. and Vølstad, J. H. (2012): A Bayesian modelling framework for the estimation of catch-at-age of commercially harvested fish species. Canadian Journal of Fisheries and Aquatic Sciences, Vol 69, p. 2064-2076. DOI: 10.1139/cjfas-2012-0075

Hirst, D., Storvik, G., Aldrin, M., Aanes, S. and Huseby, R.B. (2005): Estimating catch-at-age by combining data from different sources. Canadian Journal of Fisheries and Aquatic Sciences, Vol. 62, p. 1377-1385. DOI: 10.1139/F05-026. [pdf]

Hirst, D., Aanes, S., Storvik, G., Huseby R.B. and Tvete, I.F. (2004): Estimating catch at age from market sampling data by using a Bayesian hierarchical model. Applied Statistics, Vol. 53, pp. 1-14. DOI: 10.1111/j.1467-9876.2004.00422.x

 

Additional documentation

c-code documentation

Department

Financing

The Institute of Marine Research

The Research Council of Norway

The European Union

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Norsk Regnesentral
Postboks 114 Blindern
0314 Oslo
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Norsk Regnesentral
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Kristen Nygaards hus
0373 Oslo
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Postadresse: Norsk Regnesentral, Postboks 114 Blindern, 0314 Oslo
Besøksadresse: Norsk Regnesentral, Gaustadalleen 23a, Kristen Nygaards hus, 0373 Oslo
Tlf: (+47) 22 85 25 00
AdresseHvordan komme til NR