27 May 2025, Volume 40 Issue 2
    

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  • MA Zhihong, LIU Ying
    Journal of Dalian Fisheries University. 2025, 40(2): 185-194. https://doi.org/10.16535/j.cnki.dlhyxb.2025-062
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    The rapid advancement of artificial intelligence (AI) has provided novel pathways for the intelligent transformation of the fisheries industry.This paper explores the application and development prospects of DeepSeek in fisheries.As a representative domestically developed open source large model,DeepSeek demonstrates high adaptability across multiple fisheries scenarios by leveraging its multimodal integration,dynamic reasoning,and knowledge graph construction capabilities.By constructing a DeepSeek-based fisheries intelligent agent,a new paradigm can be established for core production processes,including precision aquaculture management,breeding optimization,disease prevention,and resource stock assessment.Through interdisciplinary collaborative innovation,the co-construction of an “AI cooperative” ecosystem,technology scenario validation,and algorithm iteration,this study addresses critical challenges such as multisource data governance bottlenecks,industrial collaboration barriers,tacit knowledge conversion obstacles,and spatiotemporal decision making adaptation challenges.These efforts aim to achieve comprehensive integration of AI and fisheries practices,ultimately building a sustainable ecosystem for the intelligent evolution of the fisheries industry.
  • WANG Hao, WANG Yongjie, TIAN Fenglin, RUAN Shuchao, TIAN Ye, LI Shufeng, DING Beichen, DING Jun, HAN Bing
    Journal of Dalian Fisheries University. 2025, 40(2): 195-203. https://doi.org/10.16535/j.cnki.dlhyxb.2023-244
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    To explore the regulatory mechanism of sperm motility in the yellow sea urchin (Glyptocidaris crenularis) during cryopreservation and resuscitation,RNA-Seq was used to analyze the gene transcription level of sperm after cryopreservation and seawater resuscitation.The results showed that 5.92-6.99 Gb of data were obtained for every group of sea urchin by high throughput sequencing,and that 113 728 transcripts and 73 814 Unigenes were assembled.And 15 333 Unigene annotations were made to the Kyoto Encyclopedia of Genes and Genomes database and classified into 290 pathways.The results of differentially expressed gene enrichment showed that low temperature treatment inhibited cell gap connection communication,oxidative phosphorylation and other pathways; and enhanced carbohydrate catabolism,pentose phosphate signaling,NADPH regeneration,glucose 6 phosphate metabolism,and other pathways after seawater resuscitation.The expression levels of differentially expressed genes Spe 8,Spe 12,CatSper2,and NKAa1,which are related to the regulation of sperm motility,were verified by fluorescence quantitative PCR.Their expression levels were significantly downregulated after low temperature silencing but significantly increased after seawater resuscitation.These results provide a theoretical basis and new clues for further research on the effects of cryopreservation and resuscitation on the regulatory mechanism of yellow sea urchin sperm.
  • LI Jianqiao, LUO Xiaonian, DUAN Youjian, LI Jiao, KANG Junlong, MO Yanfang, DONG Ruixin, XI Wenqiu
    Journal of Dalian Fisheries University. 2025, 40(2): 204-215. https://doi.org/10.16535/j.cnki.dlhyxb.2024-223
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    To preserve the genetic resources of Hemibarbus labeo in Yalu River,ten mature parent fish (♀∶♂= 4∶6) were taken from Xingda Fish Farm in Liaoyang County in May 2024.The effects of various dilution solutions,dilution ratios,cryoprotectants,and freezing and thawing protocols on sperm were assessed.Results indicated that the dilution solution L-1 (0.8 g of NaCl,0.05 g of KCl,and 0.50 g of glucose dissolved in 100 mL of distilled water) had the superior preservation efficacy for H. labeo sperm.After 4 ℃ low temperature storage for 48 h,activation rates reached 71.667%±2.887%,motility times averaged (21.667±1.528) s,and lifespans were recorded at (41.000±1.000) s.The ideal dilution ratio was 1∶5,and post-storage recovery metrics showed activation rates of 76.667%±2.887%,motility times averaging (24.000±2.000)s,and lifespans of (39.333±1.528) s after low temperature storage for 48 h with a cryoprotectant (DMSO) concentration of 10%.The optimal freezing conditions for H. labeo sperm involved exposure to nitrogen vapor approximately 3 cm above the liquid nitrogen surface for 5 min prior to thawing.This treatment resulted in high vitality levels when 24-hour preserved sperm were thawed using a water bath set to 37 ℃ for 20 s and recovery metrics showed an activation rate of 80.000%±8.667%,average motility time of (37.000±1.733)s,and lifespan of (102.333±3.215)s.Following sperm recovery from the frozen state,artificial insemination trials yielded fertilization rates and hatching success rates of 70.667%±1.154% and 72.000%±4.583%,respectively.This study establishes a comprehensive system for low temperature and ultra-low temperature preservation techniques applicable to H. labeo sperm,thereby providing foundational data essential for both germplasm resources conservation and artificial reproduction of this species.
  • ZHOU Shimiao, XU Dafeng, DU Shuran, JIA Chaofeng, MENG Qian, ZHU Fei, CHEN Shuyin
    Journal of Dalian Fisheries University. 2025, 40(2): 216-222. https://doi.org/10.16535/j.cnki.dlhyxb.2024-212
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    To analyze the chromosome karyotype changes in F1 self-fertilization of Acanthopagrus schlegelii (AS) and F1 hybrids of AS ♀× Pagrus major (PA) and to provide a basis for black porgy breeding,metaphase chromosome morphology of two sub-populations were prepared respectively by injecting phytohemagglutinin(PHA) and colchicine.The results showed that the chromosome number of both AS and PA is 2n = 48.The karyotype of AS is 2n = 4m + 4sm + 2st + 38t (NF = 56),while the karyotype of PA is 2n = 8sm + 2st + 38t (NF = 56).They have some different karyotypes and st chromosomes with distinct satellite structures.The karyotype of AS is completely consistent with that of the black porgy female parent,while the karyotype of PA is inconsistent with that of the parent species.The number of st and t type chromosomes in the karyotype of PA is the same as that of the female parent,and total number of m+sm type chromosomes is also same.This might suggest gynogenesis for PA.The study provides reference information for the genetics and breeding of F1 hybrids and F1 self-fertilized black porgy.
  • YAN Qingchun, LI Changzhong, WANG Linan, YANG Ying, LI Zhaonan, LIANG Tianxiu , JIN Wenjie, CHEN Yanxia
    Journal of Dalian Fisheries University. 2025, 40(2): 223-234. https://doi.org/10.16535/j.cnki.dlhyxb.2024-200
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    To further explore the regulatory mechanism of Gymnocypris przewalskii to adapt hypersaline and hyperalkaline water environment,we screened the genes that may play important regulatory roles in its adaptation to the hypersaline and hyperalkaline water environment of Qinghai Lake.We used transcriptomics technology to sequence the liver (GECL,GPRL),kidney (GECK,GPRK),and gill (GECG,GPRG) tissues of G. przewalskii and G. eckloni using high throughput sequencing.The different tissues of the two species were screened for differentially expressed genes (DEGs),which then were functionally annotated.The results showed that a total of 149.57 Gb of clean data were obtained from 18 samples,that the clean data from each sample reached >6.50 Gb,that the percentage of Q30 bases was >83.89%,and 224 010 Unigenes were totally obtained after de novo assembly.The GECG vs GPRG,GECK vs GPRK,and GECL vs GPRL comparisons yielded 9 807,6 550,and 5 651 DEGs respectively.Gene Ontology and Kyoto Encyclopedia of Genes and Genomes enrichment analyses showed that DEGs co-expressed in gill,kidney,and liver tissues of G. przewalskii and G. eckloni were significantly enriched in the signaling pathways of “ferroptosis”,“apoptosis”,and “glycolysis/gluconeogenesis” (P< 0.05).The DEGs annotated to these pathways included genes such as tfa,tfr1a,atf4b,and hk2,which may play important regulatory roles in the adaptation of G. przewalskii to the hypersaline and hyperalkaline water environment of Qinghai Lake.
  • JIA Ziqiang, LI Qiang, REN Yuan, WU Jiong, WANG Yinan
    Journal of Dalian Fisheries University. 2025, 40(2): 235-240. https://doi.org/10.16535/j.cnki.dlhyxb.2024-198
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    To investigate the response of polian vesicles to pathogenic bacteria invasion in the sea cucumber Apostichopus japonicus,we injected Vibrio splendidus,the pathogen responsible for “skin ulcer syndrome”,into the coelom of A. japonicus via the body wall,and studied the morphological and tissue structural changes of polian vesicles,and proliferation rate of cells in polian vesicles’ wall and cavity.The results showed that the morphology and tissue structure of polian vesicles changed significantly after invaded by V. splendidus.During the 2 h to 12 h after injection of Vibrio splendidus,polian vesicles expanded and elongated gradually,the number of dark-stained cells in the polian vesicles’ wall first decreased,then increased,but decreased,then increased again,and their proliferation was most active within 6 h to 12 h after injection.The 5-ethynyl-2′-deoxyuridine (EdU) positive rate of cells in the cavity of polian vesicles was 10.39%,11.20% and 11.61%,respectively,at 4 h,6 h,and 12 h after injection,whereas it was 7.22%,6.24%,and 6.61%,respectively,in the control group.These results indicated that polian vesicles responded to V. splendidus invasion by accelerating cell proliferation in the cyst wall and cavity,even if the bacteria could not enter the vesicles.
  • MA Fan, TAO Yu, YANG Jinlong, LIANG Xiao
    Journal of Dalian Fisheries University. 2025, 40(2): 241-249. https://doi.org/10.16535/j.cnki.dlhyxb.2024-205
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    The goal of this study was to assess how ocean warming regulates biofilm formation and larval metamorphosis of the mussel Mytilus coruscus. Pseudoalteromonas marina,a typical marine bacterium known for inducing larval metamorphosis,was selected as the test organism.The temperature gradient of 14 ℃,18 ℃,22 ℃,27 ℃,and 31 ℃ was set based on the sea surface temperature of the ocean combined with ocean warming.The characteristics of biofilms formed at different temperatures and their induction of larval metamorphosis were observed.The results showed that bacterial density,extracellular a-polysaccharide and cyclic dimeric guanosine monophosphate contents (c-di-GMP),and induction activity increased with increasing seawater temperature to a peak at 22 ℃,and then they decreased as temperature increased.The induction activity of biofilms was not correlated with β-polysaccharide content but was correlated with c-di-GMP content.Furthermore,the variation trends of lipopolysaccharide and colanic acid contents were consistent with the changes in biofilm induction capacity,whereas cellulose content showed an increasing trend with rising temperature.As c-di-GMP content regulates secretion of extracellular polysaccharides,temperature induced changes in its contents ultimately affect the capacity of the biofilm to induce larval metamorphosis.These results can be applied to improving the larval settlement efficiency of mollusks under ocean warming and to the sustainable development of the marine mollusk aquaculture industry.
  • GENG Xinghua, ZHANG Jiahui, LIU Taiang, SHI Yuyao, WANG Xichang
    Journal of Dalian Fisheries University. 2025, 40(2): 250-262. https://doi.org/10.16535/j.cnki.dlhyxb.2024-186
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    To utilize efficiently processing byproducts of Chinese mitten crabs (Eriocheir sinensis),we used the byproducts as raw materials,optimized enzymatic hydrolysis conditions via response surface methodology,and investigated the umami characteristics of the hydrolysate.The enzyme for the experiment was determined based on sensory evaluation,degree of hydrolysis (DH),and protein utilization rate.Using DH as the evaluation index,the optimal enzymatic hydrolysis conditions were established via response surface methodology,and the umami-enhancing effect of the hydrolysate under these conditions was assessed.The results showed that the optimal enzymatic hydrolysis conditions were:hydrolysis time of 4 h,enzyme dosage of 1 609 U/g substrate,temperature of 46 ℃,and pH 6.0.Under these conditions,the DH reached 20.47%.The content of umami amino acids and flavor nucleotides in the hydrolysate increased by 33.83 mg/100 g and 18.33 mg/100 g,respectively,compared to pre-hydrolysis.Electronic tongue analysis confirmed a significant increase in umami intensity (P< 0.05) after hydrolysis,and sensory evaluation indicated a pronounced umami flavor,with results consistent with the electronic tongue data.These results demonstrate that enzymatic hydrolysis significantly enhances the overall umami taste of crab processing byproducts,making them suitable for developing unique umami-rich seasoning bases with distinct crab flavor.
  • CHEN Yang, LÜ Xuefeng, LU Tingting, WANG Zhiyan, FU Baicheng, YUAN Yiping, BAI Zhiyi
    Journal of Dalian Fisheries University. 2025, 40(2): 263-270. https://doi.org/10.16535/j.cnki.dlhyxb.2024-173
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    To explore the feasibility of using the frequency of shell opening and closing in the mussel Hyriopsis cumingii as an indicator of organism health,we evaluated the diurnal variation of the frequency of this behavior and the heart rate of H. cumingii.We then compared the response characteristics of shell opening and closing frequency and heart rate to feeding and immune stress in the same population under normal culture conditions.The results showed that the opening and closing frequency and heart rate of H. cumingii at night were higher than those in the day,but the difference was not significant (P>0.05).The values at 1 h after feeding were significantly higher than those before feeding (P<0.05) and the heart rate amplitude increased,indicating that the shell opening and closing frequency responded to feeding behavior.The shell opening and closing frequency reached the highest value of 18.75 times/h after infection with Aeromonas hydrophila,which was 1.52 times higher than the frequency before infection (P<0.05),but by 15 h it had decreased to 31.29% of the shell opening and closing frequency before infection.At 5 h after infection,the heart rate was significantly higher than the normal level and reached a peak of 14.65 beats per minute,which was 1.25 times higher than the initial heart rate (P<0.05),and then it slowly decreased and returned to the normal level after 12 h.These results indicate that shell opening and closing and heart rate responded to bacterial infection and that the response of shell movement frequency was stronger than that of heart rate.Under normal culture conditions,shell opening and closing frequency varied within the same population,and individuals could be divided into high,medium,or low frequency.The expression of four immune-related enzymes was highest in the hepatopancreas.Expression of superoxide dismutase was significantly higher in the high frequency group compared to the low frequency group.The activities of alkaline phosphatase,acid phosphatase,and catalase in the high frequency group were significantly higher than those in the medium and low frequency groups (P<0.05).In summary,shell opening and closing frequency is more sensitive to environmental changes than heart rate,and the activities of the measured immune-related enzymes are higher in specimens that exhibit high shell opening and closing frequency.These results suggest that the frequency of shell opening and closing can be used as a health indicator for H. cumingii,which will be of great significance for promoting healthy shellfish culture.
  • XU Yidan, HUANG Puyi, WANG Weijun, WANG Dan, LI Hong
    Journal of Dalian Fisheries University. 2025, 40(2): 271-280. https://doi.org/10.16535/j.cnki.dlhyxb.2024-162
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    We investigated the effects of Aloe vera extract added into water on the behavior and physiological indicators of goldfish (Carassius auratus) under transportation stress.First,we observed and measured the death rate,behavior changes and physiological indicators of goldfish under different simulated transportation time (2,4,6,12,24 h).It was found that some goldfish transported for more than 6h died within 96 h after simulated experiments,and that fish exhibited negative behavior more frequently as transportation time increased.Next,we added Aloe vera extract with different concentrations (0,50 mg/L or 100 mg/L) into fish-culture water and simulated to transport goldfish for 6 h.Compared with the control group,goldfish in the 50 mg/L and 100 mg/L groups showed positive behavior more frequently.Blood glucose and cortisol level in serum of 50 mg/L group fish and lactate content in back muscles of 100 mg/L group fish were measured immediately after simulated experiments and showed significantly less than those of control group fish (P<0.05),while the superoxide dismutase (SOD) content in the liver of 50 mg/L group fish was significantly increased (P<0.05).At 24 h after transportation,the SOD content in the liver of 50 mg/L group goldfish and the cortisol content in serum of 100 mg/L group fish significantly increased (P<0.05),while the malondialdehyde content in the liver of 50 mg/L group fish significantly decreased (P<0.05).Compared with the 50 mg/L group fish,the SOD content in the liver of 100 mg/L group fish was significantly lower immediately after transportation (P<0.05),whereas the blood glucose content in serum was significantly higher (P<0.05) and the SOD content in the liver was significantly lower (P<0.05) at 24 h after transportation.Compared with the values immediately after simulated transportation,blood glucose and malondialdehyde contents in serum of 50 mg/L group fish at 24 h after transportation were significantly reduced (P<0.05),and the SOD content in the liver was significantly increased (P<0.05).At 24 h after transportation,the lactate and lysozyme contents in back muscles of the 100 mg/L group fish had significantly increased (P<0.05).These results show that Aloe vera extract added into fish-culture water can enhance the anti-stress ability of goldfish during transportation and that the Aloe vera concentration of 50 mg/L is optimal.
  • ZHANG Jiaqi, YU Yali, LU Ke, CHU Zhipeng, JIN Jiali, LI Dapeng, MA Baoshan
    Journal of Dalian Fisheries University. 2025, 40(2): 281-289. https://doi.org/10.16535/j.cnki.dlhyxb.2024-003
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    In order to investigate the nutritional composition in muscle of Gymnocypris potanini firmispinatus that live in different environments,thus promote its artificial breeding and feed development.In this study,wild,domesticated and cultured G.p.firmispinatus were collected separately,the conventional nutrient composition,amino acid and fatty acid composition and content of fish muscle were measured,and their nutritional value was compared and evaluated.The results showed that the cultured groups exhibited a significantly higher value of moisture in the muscle than that of the wild and domesticated fish,while had the lowest content of the crude fat (P<0.05).Leucine was the first limiting amino acid in the muscles of G.p.firmispinatus in three living environments.Muscle TAA and EAA contents in the cultured and domesticated fish were significantly lower than those of the wild fish (P<0.05).The EAAI was the highest in the cultured groups.According to the criteria of FAO/WHO ideal model,muscle protein of wild,domesticated and cultured G.p.firmispinatus were all of high quality.The content of PUFA in muscle was greater than 50% in all three groups,among which,PUFA content in cultured fish was significantly higher than that of wild and domesticated fish (P<0.05).The highest value of MUFA content and SFA content were observed in the muscles from domesticated and wild fish,respectively (P<0.05).The research showed that the muscle of G.p.firmispinatus is a high-quality protein source that is rich in nutrients such as Lys,EPA and DHA.Among them,the cultured G.p.firmispinatus appears advantages in amino acid nutrition and PUFA content,while the wild G.p.firmispinatus is excellent in EAA and DAA content.
  • LI Zejun, SUN Yawen, HE Wende
    Journal of Dalian Fisheries University. 2025, 40(2): 290-297. https://doi.org/10.16535/j.cnki.dlhyxb.2024-206
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    Dietary supplementation with β carotene was investigated to assess its impact on gonad development,antioxidant status,color parameters,and carotenoid composition in adult female swimming crabs (Portunus trituberculatus).Four dry diets (β-0,β-50,β-100,and β-200) were formulated to contain 1.30,49.15,102.13,and 203.53 mg/kg of synthetic β-carotene,and a 60 day feeding trial was conducted.No significant differences in body weight or gonadosomatic index were observed among the groups,indicating that β-carotene did not significantly enhance the growth and gonad development of adult P. trituberculatus.The inclusion of 50-100 mg/kg of β-carotene in the diet led to improvements in antioxidant capacity indicators and immune-related parameters in both the hepatopancreas and hemolymph.Notably,the redness of the ovaries and hepatopancreas increased significantly with higher dietary β-carotene supplementation.In conclusion,incorporating β-carotene into the diet enhanced the antioxidant ability,non-specific immunity,and tissue carotenoid contents in adult female P. trituberculatus.Moreover,the results suggest that the optimal level of dietary synthetic β-carotene supplementation for adult female P. trituberculatus is around 100 mg/kg.
  • WANG Xiaolin, YAN Long, JI Guang, DONG Jing, XU Yanzhao, WANG Aiyong, LIU Xiuze, WANG Bin, KONG Yefu
    Journal of Dalian Fisheries University. 2025, 40(2): 298-307.
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    To evaluate fish diversity in the Liaohe Estuary and adjacent sea at autumn and to explore the applicability of environmental DNA (eDNA) metabarcoding in monitoring fish diversity,both seawater samples for eDNA and fish samples by bottom trawl survey were taken at ten survey stations in the Liaohe Estuary and adjacent sea in October 2023.High throughput sequencing and biological analysis were conducted separately.In total,37 fish species were detected in the eDNA sample ASV annotation results,2 of which were identified only at the genus level,and 16 fish species were identified in the fish samples by bottom trawl survey.13 fish species were totally identified by these two methods.The number of fish species detected by the eDNA metabarcoding technology was 2.3 times more than that by the bottom trawl survey.The differences in alpha diversity indices among the different stations based on the eDNA detection data were not significant.Principal component analysis (PCA) showed that the first two principal components could explain 57.04% of differences in fish communities (PC1 43.04%,PC2 14.0%),and there was little difference in fish community composition among sampling stations.Pearson correlation analysis showed a high correlation between the relative abundance of eDNA and relative catch (biomass,number of individuals) of bottom trawl surveys,with r values of 0.921 and 0.888,respectively,and the correlation was highly significant (P< 0.01).Redundancy analysis(RDA) results showed that there was no significant correlation between various water environmental factors (temperature,salinity,pH,DO,water depth) and fish community structure (P> 0.05).In summary,the eDNA technology had higher species detection efficiency than bottom trawl survey method,and there was a significant correlation between the relative abundance of the eDNA and the relative catch,indicating that the eDNA technology can be effectively applied to monitor and evaluate fish diversity in the Liaohe Estuary and its adjacent waters.
  • CHEN Yihong, ZHOU Song, XUE Dongjuan, AN Xianghua, YU Guoxu, XIE Shaowang
    Journal of Dalian Fisheries University. 2025, 40(2): 308-317. https://doi.org/10.16535/j.cnki.dlhyxb.2024-193
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    To enhance customer satisfaction and control delivery cost,we considered the characteristics of aquatic products under normal temperature,frozen,and chilled conditions and established an instant delivery model for aquatic products based on state-space-time multi-dimension.By applying prospect theory,six customer satisfaction functions of different delivery time intervals were constructed,and various weights were assigned to four types of customers based on the Pareto 80/20 rule,with the maximum weighted average customer satisfaction as the delivery objective.During the route planning process,the principle of “first down,first off” was adopted and the simulated annealing algorithm was employed to determine the optimal three-dimensional packing scheme for different state aquatic product.The simulation results showed that the total path of the two delivery routes for chilled aquatic products was 15.56% shorter and the average customer satisfaction was 5.88% higher than those of the original delivery scheme.In summary,the dispatching method for instant delivery of fish products can effectively enhance the customer satisfaction and improve market competitiveness of delivery enterprises.
  • JIN Zhaoyi, SONG Jinghan, YU Yifan, WANG Xin, LU Chun, YANG Zhiqing, LI Zhijun, LIN Yuanshan
    Journal of Dalian Fisheries University. 2025, 40(2): 318-329. https://doi.org/10.16535/j.cnki.dlhyxb.2024-135
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    Most existing formation control methods for underwater robots rely on precise multi-underwater robot kinematics or dynamics models.As an alternative,we propose a multi-underwater robot formation control method based on the multi-agent deep deterministic policy gradient.In this model,N underwater robots are divided into one leader and N-1 followers,and a Markov decision process model based on the leader-follower architecture is established to model the formation control of the multi-underwater robots.Next,each robot’s own position and velocity information along with its position information relative to the other robots are used as observations,and their actions are represented by the forces acting on the robots.Finally,a reward function is constructed based on the distance between the leader and the target position,the distance between the followers and the leader,and the distances between the followers,which balances both individual and system-level rewards.Application of this model showed that the multi-underwater robot formation control strategy can generate cooperative motion patterns similar to those of biological swarming and outperform other deep reinforcement learning algorithms in terms of formation stability and path optimization.This strategy does not require precise kinematic or dynamic modeling,and it exhibits flexible behavior,strong distributed execution capability,and good generalization ability.It is an effective multi-underwater robot formation control method that can provide new technical support for stock assessment in the marine ranch.
  • CHEN Wei, HAN Zhen
    Journal of Dalian Fisheries University. 2025, 40(2): 330-337. https://doi.org/10.16535/j.cnki.dlhyxb.2024-168
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    To study the role of deep learning models in forecasting chlorophyll a concentration,we did a comparative analysis of precision with the three deep learning models,namely Long Short-Term Memory (LSTM),Gated Recurrent Unit (GRU),and Convolutional Neural Network (CNN),to forecast chlorophyll a concentration in the Estuary of Changjiang River.The root mean square error (RMSE) and mean absolute percentage error (MAPE) for the GRU model were 1.452 9 mg/m3 and 15.171 6%,respectively,indicating that the GRU model can effectively capture short-term dependencies.The RMSE and MAPE for the LSTM model were 1.493 1 mg/m3 and 14.759 1%,respectively,suggesting that the LSTM model is better at capturing key long-term dependencies.The RMSE and MAPE for the CNN model were 1.756 1 mg/m3 and 16.936 6%,respectively,meaning that the CNN model performs well in analyzing feature data with spatial locality.Based on these findings,we propose an attention score calculation scheme that optimizes the GRU model and improves the forecast precision,with an overall RMSE of 0.921 9 mg/m3 and a MAPE of 11.209 4%.
  • ZHAO Yu, FANG Guoai, HUA Dun
    Journal of Dalian Fisheries University. 2025, 40(2): 338-350. https://doi.org/10.16535/j.cnki.dlhyxb.2024-194
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    Eriocheir sinensis| deep processing| detection and segmentation| improved YOLOv5s-Seg| lightweighting
  • GUO Jianjun, CHEN Jiexin, LIN Lijun, KONG Yiyou, YE Junwei, XU Xin
    Journal of Dalian Fisheries University. 2025, 40(2): 351. https://doi.org/10.16535/j.cnki.dlhyxb.2024-210
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    Understanding fish behavior is beneficial to both aquaculture management and farmers.In recent years,the application of computer vision has developed rapidly in the field of fish recognition,and it provides a non-contact machine detection method for recognizing fish behavior.This technology integrates advanced technologies in many fields,such as image processing and machine learning.Through frame analysis and processing of captured fish behavior videos,key frame image information is extracted to realize automatic recognition and quantitative analysis of fish behavior patterns.Results of this study can provide guidance and inspiration for future research and promote the further application and development of computer vision technology in fish behavior research.