한국 해역의 살오징어(Todarodes pacificus) 개체군 자원평가를 위한 베이지안 상태공간 잉여생산량 모델의 적용
A Bayesian State-space Production Assessment Model for Common Squid Todarodes pacificus Stock Caught by Multiple Fisheries in Korean Waters
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초록
Given data about the annual fishery yield of the common squid Todarodes pacificus, and the catch-per-unit-effort (CPUE) data from multiple fisheries from 2000-2018, we applied a Bayesian state - space assessment model for the squid population. One of our objectives was to do a stock assessment, simultaneously incorporating CPUE data from the following three fisheries, (i) large trawl, (ii) jigger, and (iii) large purse seine, which comprised on average a year about 65% of all fisheries, allowing possible correlations to be reflected. Other objectives were to consider both observation and process errors and to apply objective priors of parameters. The estimated annual exploitable biomass was in the range of 3.50×105 to 1.22×106 MT, the estimated intrinsic growth rate was 1.02, and the estimated carrying capacity was 1,151,259 MT. Comparison with available results from stock assessment of independently analyzed single fisheries revealed a large difference from the estimated values, suggesting that stock assessment based on multiple fisheries should be performed.
Abstract
Given data about the annual fishery yield of the common squid Todarodes pacificus, and the catch-per-unit-effort (CPUE) data from multiple fisheries from 2000-2018, we applied a Bayesian state - space assessment model for the squid population. One of our objectives was to do a stock assessment, simultaneously incorporating CPUE data from the following three fisheries, (i) large trawl, (ii) jigger, and (iii) large purse seine, which comprised on average a year about 65% of all fisheries, allowing possible correlations to be reflected. Other objectives were to consider both observation and process errors and to apply objective priors of parameters. The estimated annual exploitable biomass was in the range of 3.50×105 to 1.22×106 MT, the estimated intrinsic growth rate was 1.02, and the estimated carrying capacity was 1,151,259 MT. Comparison with available results from stock assessment of independently analyzed single fisheries revealed a large difference from the estimated values, suggesting that stock assessment based on multiple fisheries should be performed.
참고문헌 (24)
- Marie Auger-Méthé, "State-space models’ dirty little secrets: even simple linear Gaussian models can have estimation problems", Scientific Reports, 6(1), pp.26677~ (2016), Springer Science and Business Media LLC[DOI]
- Kwangho Choi, "Distribution and migration of Japanese common squid, Todarodes pacificus, in the southwestern part of the East (Japan) Sea", Fisheries Research, 91(2-3), pp.281~290 (2008), Elsevier BV[DOI]
- William W. Fox, "An Exponential Surplus-Yield Model for Optimizing Exploited Fish Populations", Transactions of the American Fisheries Society, 99(1), pp.80~88 (1970), Wiley[DOI]
- Rainer Froese, "Estimating fisheries reference points from catch and resilience", Fish and Fisheries, 18(3), pp.506~526 (2017), Wiley[DOI]
- Hilborn R, "Quantitative fisheries stock assessment:Choice, dynamics and uncertainty" (1992), Springer
- S.-Y. Hyun, "A general production model with dependence between data from multiple surveys", Journal of Applied Ichthyology, 34(3), pp.601~609 (2018), Wiley[DOI]
- Saang-Yoon Hyun, "An evaluation of estimability of parameters in the state-space non-linear logistic production model", Fisheries Research, 245, pp.106135~, Elsevier BV[DOI]
- Saang-Yoon Hyun, "A statistical model for in-season forecasts of sockeye salmon (Oncorhynchus nerka) returns to the Bristol Bay districts of Alaska", Canadian Journal of Fisheries and Aquatic Sciences, 62(7), pp.1665~1680 (2005), Canadian Science Publishing[DOI]
- 김윤하, "2013-2015년 춘계 및 추계 서해의 살오징어(Todarodes pacificus) 유생 출현 양상", 해양환경안전학회지, 25(1), pp.58~66 (2019), 해양환경안전학회[DOI]
- 김윤하, "기후변화에 따른 살오징어(Todarodes pacificus) 산란장 환경 변화", Ocean and Polar Research, 40(3), pp.127~143 (2018), 한국해양과학기술원
- "Statistical data-base fishery production survey"[URL]
- Renate Meyer, "BUGS in Bayesian stock assessments", Canadian Journal of Fisheries and Aquatic Sciences, 56(6), pp.1078~1087 (1999), Canadian Science Publishing[DOI]
- Russell B. Millar, "Non‐linear state space modelling of fisheries biomass dynamics by using Metropolis‐Hastings within‐Gibbs sampling", Journal of the Royal Statistical Society: Series C (Applied Statistics), 49(3), pp.327~342 (2000), Wiley[DOI]
- Sean Pascoe, "Effectiveness of harvest strategies in achieving multiple management objectives in a multispecies fishery", Australian Journal of Agricultural and Resource Economics, 64(3), pp.700~723 (2020), Wiley[DOI]
- Pella JJ, "A generalized stock production model", Inter Am Trop Tuna Comm, 13, pp.416~497 (1969)
- Tom Polacheck, "Fitting Surplus Production Models: Comparing Methods and Measuring Uncertainty", Canadian Journal of Fisheries and Aquatic Sciences, 50(12), pp.2597~2607 (1993), Canadian Science Publishing[DOI]
- Andre E Punt, "Extending production models to include process error in the population dynamics", Canadian Journal of Fisheries and Aquatic Sciences, 60(10), pp.1217~1228 (2003), Canadian Science Publishing[DOI]
- André E. Punt, "How well can FMSY and BMSY be estimated using empirical measures of surplus production?", Fisheries Research, 134-136, pp.113~124 (2012), Elsevier BV[DOI]
- Sakurai Y, "Advances in squid biology, ecology and fisheries part II oegopsid squids", pp.249~272 (2013), Nova Biomedical
- Y Sakurai, "Changes in inferred spawning areas of Todarodes pacificus(Cephalopoda: Ommastrephidae) due to changing environmental conditions", ICES Journal of Marine Science, 57(1), pp.24~30 (2000), Oxford University Press (OUP)[DOI]
- Yasunori SAKURAI, "Stock fluctuations of the Japanese common squid, <i>Todarodes pacificus<", i>, related to recent climate changes, 2002, pp.68(sup1), 226~229[DOI]
- M SCHAEFER, "Some aspects of the dynamics of populations important to the management of the commercial marine fisheries", Bulletin of Mathematical Biology, 53(1-2), pp.253~279 (1991), Springer Science and Business Media LLC[DOI]
- Henning Winker, "JABBA: Just Another Bayesian Biomass Assessment", Fisheries Research, 204, pp.275~288 (2018), Elsevier BV[DOI]
- Henning Winker, "JABBA-Select: Incorporating life history and fisheries’ selectivity into surplus production models", Fisheries Research, 222, pp.105355~ (2020), Elsevier BV[DOI]
