• Title/Summary/Keyword: imported aquatic products

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A Classification Model for Customs Clearance Inspection Results of Imported Aquatic Products Using Machine Learning Techniques (머신러닝 기법을 활용한 수입 수산물 통관검사결과 분류 모델)

  • Ji Seong Eom;Lee Kyung Hee;Wan-Sup Cho
    • The Journal of Bigdata
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    • v.8 no.1
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    • pp.157-165
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    • 2023
  • Seafood is a major source of protein in many countries and its consumption is increasing. In Korea, consumption of seafood is increasing, but self-sufficiency rate is decreasing, and the importance of safety management is increasing as the amount of imported seafood increases. There are hundreds of species of aquatic products imported into Korea from over 110 countries, and there is a limit to relying only on the experience of inspectors for safety management of imported aquatic products. Based on the data, a model that can predict the customs inspection results of imported aquatic products is developed, and a machine learning classification model that determines the non-conformity of aquatic products when an import declaration is submitted is created. As a result of customs inspection of imported marine products, the nonconformity rate is less than 1%, which is very low imbalanced data. Therefore, a sampling method that can complement these characteristics was comparatively studied, and a preprocessing method that can interpret the classification result was applied. Among various machine learning-based classification models, Random Forest and XGBoost showed good performance. The model that predicts both compliance and non-conformance well as a result of the clearance inspection is the basic random forest model to which ADASYN and one-hot encoding are applied, and has an accuracy of 99.88%, precision of 99.87%, recall of 99.89%, and AUC of 99.88%. XGBoost is the most stable model with all indicators exceeding 90% regardless of oversampling and encoding type.

Introduction of bacterial and viral pathogens from imported ornamental finfish in South Korea

  • Choi, Hee Jae;Hur, Jun Wook;Cho, Jae Bum;Park, Kwan Ha;Jung, Hye Jin;Kang, Yue Jai
    • Fisheries and Aquatic Sciences
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    • v.22 no.2
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    • pp.5.1-5.9
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    • 2019
  • Background: Live fish import may lead to the unintended introduction of pathogens. We examined the monthly distribution of microbial pathogens in ornamental finfish imported into South Korea over a 6-month period. Results: Vibrio alginolyticus was detected in one lemon damsel in June and July; V. vulnificus was detected in one lemon damsel, one caerulean damsel, and one pearl-spot chromis and one ocellaris clownfish in July, April, and May, respectively; Photobacterium damselae was detected in one ocellaris clownfish and one caerulean damsel in June and July, respectively; V. anguillarum was detected in one pearl-spot chromis in February; V. harveyi was detected in one ocellaris clownfish and two mandarin fish in February and April, respectively; Yersinia ruckeri was detected in a pearlscale goldfish group in June and July and in two colored carp groups in July; and Lactococcus garvieae was detected in a lemon damsel group and a sutchi catfish group in July and May, respectively. European catfish virus, the only viral pathogen detected, was found in two sutchi catfish groups in May. Conclusion: This study is the first to identify pathogenic species and the presence or absence of pathogens (non-quarantine diseases) in imported ornamental finfish. These results demonstrate that various pathogens with the potential to harm indigenous fish populations can accompany ornamental finfish imported into South Korea.

The Effects of Hazardous Substances Generation and Media Reports on the Production, Distribution and Consumption of Aquatic Products (식품안전 위해물질의 발생 및 언론보도가 수산물 생산, 유통 및 소비에 미치는 영향)

  • Moon, Seong-Ju;Kang, Jong-Ho
    • The Journal of Fisheries Business Administration
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    • v.52 no.4
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    • pp.29-43
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    • 2021
  • This study investigated whether there is a correlation between the occurrence of hazardous substances such as vibrio, norovirus, radioactivity, shellfish posion, hepatitis A, etc. and media reports, and whether the occurrence of hazardous substances and media reports affect the production, distribution and consumption of aquatic products. The main research results are as follows. First, it can be seen that there is a difference in the relationship between the occurrence of hazardous substances and media reports according to hazardous substances. Second, it suggests seen that the occurrence of hazardous substances and media reports can have a negative effect on the production and the prices of aquatic products. Third, it was found that the occurrence and reporting of hazardous substances had different effects on the distribution margin of aquatic products due to the complexity and rigidity of the distribution structure. Fourth, consumers feel a threat to aquatic products safety and significantly reduce consumption when hazardous substances occur. There is a possibility that concerns about one item may lead to a decrease in consumption of domestic and imported aquatic products that are not related at all to the occurrence of hazardous substances. In conclusion, aquatic products are exposed to various hazardous substances such as vibrio, norovirus, radioactivity, shellfish posion, and hepatitis A. It was found that the occurrence of hazardous substances and its media reports could cause damage to the fishery sector.

Reestablishment of the List for Code Assignment for Fish Imported into Korea (국내에 수입되는 어류의 코드 부여를 위한 목록 재정립)

  • Han, Kyeong-Ho;Kang, Chung-Bae;Kim, Jin-Koo;Lee, Sung-Hoon;Moon, Chan-Woong;Cha, Sang-Hun;Lee, Jin;Woo, Jin-Joo;Han, Seung-Jo;Choi, Won-Jun;Kim, Hui-Jin;Yu, Tae-Sik
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.55 no.3
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    • pp.353-373
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    • 2022
  • Many fish species are imported into Korea from various countries. However, in the case of some fish species, there are many that do not have Korean names. Species similar in morphology to domestically produced aquatic products are often disguised as being domestically produced and distributed. Therefore, this study presents a species list for 1,032 fish imported into Korea. Fish species that have not been given Korean names have been given a Korean name using a scientific method to prevent confusion during seafood distribution. Standards for naming stingrays, skates, and mackerel, which are often confused when a country name is being assigned are presented.

Molecular Biological Species Identification of Imported Groupers(Epinephelus moara ♀×E. lanceolatus ♂) (수입산 바리과(Family Serranidae) 잡종 어류(Epinephelus moara ♀×E. lanceolatus ♂)의 분자생물학적 판별)

  • Kim, Yong Hwi;Park, Jong Yeon;Kim, Jae Hoon;Bang, In-Chul
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.53 no.4
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    • pp.566-571
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    • 2020
  • To classify a presumed hybrid of imported grouper species acquired from the National Fishery Products Quality Management Service, maternal and paternal lines were identified based on partial sequencing of mitochondrial cytochrome c oxidase 1 (co1) and nuclear recombination activation gene 1 (rag1) genes. The matrilineal species was identified as Epinephleus moara by a partial (760 bp) co1 sequence. Ambiguous sequences with base pairs belonging to E. moara or E. lanceolatus were found in a total of 15 different base pairs in the partial 1,159 bp of the rag1 gene, and the patrilineal species was found to be E. lanceolatus. Therefore, all of the groupers examined in the study were identified to be hybrids of E. moara and E. lanceolatus. In addition, a fast and convenient method using random amplification of polymorphic DNA (RAPD) was established for hybrid discrimination. Hybrids between E. moara ♀ and E. lanceolatus ♂ were identified through specific bands of 387 bp and 433 bp in PRIMER 6.

Spillover Effects Study of US Import Refusals on ASEAN Countries' Fishery Products (미국의 대 아세안 수산물 수입거부조치 파급효과 연구)

  • Li, Ping;Kim, Hag-Min
    • Korea Trade Review
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    • v.44 no.2
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    • pp.109-126
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    • 2019
  • Import refusals can be considered a new method of non-tariff barriers. This study aims to analyze reputation spillover effects on fish and fishery products imported from ASEAN countries to the U.S. FDA. The supply of aquatic products is not stable due to various factors such as reduction of fish stocks and climate change. Fish is a basic food ingested directly, but there are many ways to control the safety of aquatic products. ASEAN countries account for about 20% of U.S.imports in fish and fishery products. For Southeast Asian countries, fish and fishery products comprise a high proportion of exports revenue. Despite the large share of exports to the U.S., Southeast Asia countries have been receiving many import refusals from the United States. In this study, a theoretical model for examining import refusals is suggested using the negative binomial counting process. The reputation spillover effect, was divided into two spillover effects of 'neighbor reputation' and 'sector reputation'. Results show that there exists a neighbor reputation spillover effect. It can be said if there was a import refusal of the same product from neighboring countries in the preceding year, the home country have a possibility to experience import refusals of the same product. Therefore, it is interpreted that neighboring countries have good standard compliance can help home countries to effectively reach the target markets. Our findings have a important policy implication for ASEAN exporters of fish and fishery products.

Effect of Different Rotifer Enrichment Products on Survival, Growth, and Fatty Acid Composition of Larval Pacific Cod Gadus macrocephalus (다양한 Rotifer (Brachionus plicatilis) 영양강화가 태평양 대구(Gadus macrocephalus) 자어의 성장 및 지방산 조성에 미치는 영향)

  • Choi, Jin;Han, Gyeong Sik;Byun, Soon-Gyu;Lim, Hyun Jeong;Lee, Chang-Hwan;Lee, Da-Yeon;Kim, Hee Sung
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.53 no.4
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    • pp.530-537
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    • 2020
  • This study compared the survival rates, growth, and fatty acid content of larval Pacific cod Gadus macrocephalus fed with rotifers raised on different enrichment diets. We used four commercial rotifer enrichment products (one domestic, ER1, and three imported, ER2, ER3 and ER4). Twelve 200-L tanks were used, with three replicates per treatment. Larvae were fed rotifers 3 times daily at a rate of 5 rotifers/ml/feeding from 7 to 21 days post-hatch. At the end of the feeding trial, the survival rate and total length of larvae fed ER3 were greater than those of larvae fed ER1, ER2, or ER4. ER3 had the highest proportions of eicosapentaenoic acid (EPA), docosahexaenoic acid (DHA), and polyunsaturated acid (PUFA). Partially reflecting this composition, larvae fed ER3 had the highest proportions of DHA and PUFA. These results show a positive effect of rotifer DHA and PUFA proportions on the survival and growth rates of Pacific cod larvae.

Protein Quality Evaluation of Cooked Monkfish (Lophiomus setigerus) Meats

  • Jeung Young-Ae;Ryu Hong-Soo;Shin Eun-Soo;Mun Sook-Im
    • Fisheries and Aquatic Sciences
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    • v.6 no.4
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    • pp.165-171
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    • 2003
  • To investigate the effect of cooking methods on protein quality of domestic fresh monkfish meat (FMM) and imported frozen monkfish meat (IMM), in vitro protein qualities were determined by amino acid anlysis, trypsin indigestible substrate (TIS) formation, and protein digestibility using the four-enzyme method. Crude protein contents of the boiled FMM and IMM were $90\%$ of the dry base, which were higher than fresh FMM $(82\%)$ and IMM $(84\%)$. Profiles of total amino acid in FMM and IMM were not changed by cooking methods. Total free amino acid contents decreased to $ 29.0-33.6\%$ for boiled $(l00^{\circ}C,\;10 min)\;and\;24\%$ for steamed $(100^{\circ}C,\;10\;min)$ samples. In vitro protein digestibilities of boiled and steamed FMM incnased $86.6-86.8\%$, compared to raw IMM $(82.9\%)$, boiled and steamed IMM $85.1-85.5\%$ and raw IMM $(83.6\%)$. TIS of FMM (23.6 mg/g solid) and IMM (15.9 mg/g solid) showed no significant (p<0.05) difference in cooking methods. The C-PERs (computed protein efficiency ratio) of boiled FMM (2.63) and IMM (2.50) were significantly higher (<0.05) than raw (1.97) and steamed FMM(1.97) and IMM(1.94). These results demonstrate that boiling of FMM and IMM improves protein digestibility and C-PER when compared to steamed FMM and IMM. Therefore, boiling could be an excellent means to maintain high-protein quality of monkfish meat. Also, the cooking method may be applicable to the preparation of monkfish stew without any loss of free amino acids.

Salt treatment for recovery of the mud loach, Misgurnus mizolepis from transport stress

  • Yu, Jin-Ha;Kim, Dae-Hyun;Han, Jung-Jo;Park, Sung-Woo
    • Korean Journal of Veterinary Research
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    • v.56 no.4
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    • pp.215-221
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    • 2016
  • Due to the shortage of the fingerling/juvenile mud loach, Misgurnus mizolepis in Korea, these fish have been imported from China. However, the mortality rate during and after their transportation is very high. In this study, we examined various physiological and histological parameters to evaluate the effect of salt treatment on the survival and recovery of mud loaches in holding farms during the quarantine process. Glucose, osmolality, $Na^+$, $Cl^-$, and histological changes were assessed for three different salinities. Non-treated fish (control 0.0%) exhibited lower levels of osmolality, and $Na^+$ and $Cl^-$ concentrations compared with those kept in solar salt solution (0.5% and 1.0%). Glucose levels in control fish were higher than those in fish exposed to 0.5% and 1.0% solar salt solution. Histologically, control fish showed thinner epidermis of skin, branchial hyperplasia and lamellar fusion with an abundance of eosinophilic granule cell-like cells. After solar salt solution treatment, damaged gill structures in the fish almost recovered within 5 days. The present study demonstrates that mud loaches transported from China suffer from skin and gill damage and physiological dysfunction which may increase the mortality and morbidity. Moreover, saline treatment might alleviate the stress responses and ionic/osmotic imbalances, and help heal gill damage.

PCR Specific Primer for the Detection of Vibrio tapetis (Vibrio tapetis의 검출을 위한 PCR specific primer의 제작)

  • Kim, Yeong-Jin;Lee, Sun-Yi;Cho, Hyo-Jin;You, Sun-Nyung;Kim, Cheol-Min;Choi, Yong-Lark;Park, Byoung-Keun;Ahn, Soon-Cheol
    • Journal of Life Science
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    • v.17 no.1 s.81
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    • pp.162-165
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    • 2007
  • Brown Ring Disease (BRD) is a bacterial disease caused by Vibrio tapetis which affects cultured clam Ruditapes philippinarum and causes heavy economic losses on Atlantic coasts of france, Spain and England. In this study, to evaluate the effective detection of the pathogen, specific primer set based on 16S ribosomal RNA (rRNA) sequences designed for rapid detection of V. tapetis. Polymerase chain reaction (PCR) with this primer set produced the specific band for each V. tapetis. The length of PCR product using designed primer set of Vbts-F and Vbts-R was about 400 bp. Therefore, these primers will be provided with a basic tool for rapid detection of V. tapetis in the various cases such as examination of imported aquatic products, diagnosis of aquatic organisms, and etc.