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The systematic sampling for inferring the survey indices of Korean groundfish stocks

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주제분류수산학

초록

The Korean bottom trawl survey has been deployed on a regular basis for about the last decade as part of groundfish stock assessments. The regularity indicates that they sample groundfish once per grid cell whose sides are half of one latitude and that of one longitude, respectively, and whose inside is furthermore divided into nine nested grids. Unless they have a special reason (e.g., running into a rocky bottom), their sample location is at the center grid of the nine nested grids. Given data collected by the survey, we intended to show how to appropriately estimate not only the survey index of a fish stock but also its uncertainty. For the regularity reason, we applied the systematic sampling theory for the above purposes and compared its results with a reference, which was based on the simple random sampling. When using the survey data about 11 fish stocks, collected by the spring and fall surveys in 2014, the survey indices of those stocks estimated under the systematic sampling were overall more precise than those under the simple random sampling. In estimates of the survey indices in number, the standard errors of those estimates under the systematic sampling were reduced from those under the simple random sampling by 0.23~27.44%, while in estimates of the survey indices in weight, they decreased by 0.04~31.97%. In bias of the estimates, the systematic sampling was the same as the simple random sampling. Our paper is first in formally showing how to apply the systematic sampling theory to the actual data collected by the Korean bottom trawl surveys.

Abstract

The Korean bottom trawl survey has been deployed on a regular basis for about the last decade as part of groundfish stock assessments. The regularity indicates that they sample groundfish once per grid cell whose sides are half of one latitude and that of one longitude, respectively, and whose inside is furthermore divided into nine nested grids. Unless they have a special reason (e.g., running into a rocky bottom), their sample location is at the center grid of the nine nested grids. Given data collected by the survey, we intended to show how to appropriately estimate not only the survey index of a fish stock but also its uncertainty. For the regularity reason, we applied the systematic sampling theory for the above purposes and compared its results with a reference, which was based on the simple random sampling. When using the survey data about 11 fish stocks, collected by the spring and fall surveys in 2014, the survey indices of those stocks estimated under the systematic sampling were overall more precise than those under the simple random sampling. In estimates of the survey indices in number, the standard errors of those estimates under the systematic sampling were reduced from those under the simple random sampling by 0.23~27.44%, while in estimates of the survey indices in weight, they decreased by 0.04~31.97%. In bias of the estimates, the systematic sampling was the same as the simple random sampling. Our paper is first in formally showing how to apply the systematic sampling theory to the actual data collected by the Korean bottom trawl surveys.

참고문헌 (11)

  1. Casella G, "Statistical inference" (1990), Duxbury Press
  2. Cochran WG, "Sampling techniques" (1977), John Wiley & Sons
  3. Hyun S-Y, "Importance of modelling heteroscedasticity of survey index data in fishery stock assessments", ICES Journal of Marine Science : Journal du Conseil, 72(1), pp.130~136 (2015)
  4. Lee H., "Analysis of bottom-water trawl survey data from Korean coast areas for inference of the relative sizes of fish populations", pp.2018
  5. 이효태, "한반도 연근해 저층 트롤 조사 자료에 표본론을 적용한 개체군의 상대적 크기 추정", 한국수산과학회지, 50(5), pp.594~604 (2017), 한국수산과학회[DOI]
  6. Assessment or data updates of 13 Northeast groundfish stocks through 2010, "NEFSC", NOAA National Marine Fisheries Service, 789~, pp.Ref Doc. 12–06 (2012)
  7. The 2003 to 2008 U.S. West Coast bottom trawl surveys of groundfish resources off Washington, Oregon, and California: estimates of distribution, abundance, length, and age composition, "NWFSC", Dept. of Commerce, National Oceanic and Atmospheric Administration, National Marine Fisheries Service, Northwest Fisheries Science Center, ~ (2011)
  8. Scheaffer RL, "Elementary survey sampling", pp.2012, Books
  9. Smith SJ, "Improving the precision of abundance estimates of eastern Scotian Shelf Atlantic Cod from bottom trawl surveys", N Am J Fish Manag, 13(1), pp.35~47 (1993)
  10. Smith SJ, "Impact of survey design changes on stock assessment advice : sea scallops", ICES Journal of Marine Science : Journal du Conseil, 71(2), pp.320~327 (2014)
  11. Smith SJ, "Improving the precision of design-based scallop drag surveys using adaptive allocation methods", Can J Fish Aquat Sci, 63(7), pp.1639~1646 (2006)

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